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WO2016060382A1 - Composition for diagnosing pancreatic cancer and method for diagnosing pancreatic cancer by using same - Google Patents

Composition for diagnosing pancreatic cancer and method for diagnosing pancreatic cancer by using same Download PDF

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Publication number
WO2016060382A1
WO2016060382A1 PCT/KR2015/009827 KR2015009827W WO2016060382A1 WO 2016060382 A1 WO2016060382 A1 WO 2016060382A1 KR 2015009827 W KR2015009827 W KR 2015009827W WO 2016060382 A1 WO2016060382 A1 WO 2016060382A1
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Prior art keywords
pancreatic cancer
protein
lrg1
ttr
expression level
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
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Application number
PCT/KR2015/009827
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French (fr)
Korean (ko)
Inventor
최용환
남궁정현
이성곤
한상조
장진영
박태성
김영수
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
SK Telecom Co Ltd
SNU R&DB Foundation
Original Assignee
SK Telecom Co Ltd
Seoul National University R&DB Foundation
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority claimed from KR1020150092393A external-priority patent/KR20160045547A/en
Priority to KR1020157036434A priority Critical patent/KR101858717B1/en
Priority to CN201580002481.2A priority patent/CN106796239B/en
Priority to EP15850998.4A priority patent/EP3208614B1/en
Priority to CN201811471602.XA priority patent/CN109576368B/en
Priority to JP2016518429A priority patent/JP6415547B2/en
Application filed by SK Telecom Co Ltd, Seoul National University R&DB Foundation filed Critical SK Telecom Co Ltd
Priority to KR1020157029860A priority patent/KR101837672B1/en
Priority to US14/915,658 priority patent/US9983208B2/en
Publication of WO2016060382A1 publication Critical patent/WO2016060382A1/en
Anticipated expiration legal-status Critical
Priority to US15/988,027 priority patent/US10215756B2/en
Ceased legal-status Critical Current

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    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q1/00Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
    • C12Q1/68Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/48Biological material, e.g. blood, urine; Haemocytometers
    • G01N33/50Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
    • G01N33/53Immunoassay; Biospecific binding assay; Materials therefor
    • G01N33/574Immunoassay; Biospecific binding assay; Materials therefor for cancer

Definitions

  • pancreatic cancer diagnostic composition and pancreatic cancer diagnostic method using the same
  • the present invention is a pancreatic cancer diagnostic composition and kit comprising an agent for measuring the protein expression level or mRNA expression level of a specific marker gene, which can be used to determine the onset or the likelihood of pancreatic cancer, and pancreatic cancer using the same
  • pancreatic cancer does not feel much at an early stage, and after general metastasis has already occurred. Pain, weight loss, and symptoms usually appear, and the healing rate is lower, so regular diagnosis is very important. Most clinical symptoms are slow onset, fragile, and loss of appetite and weight loss are the most common symptoms. Pancreatic cancer is a fatal cancer with a 5-year survival rate of 1-4% and a median survival of 5 months. It has the poorest prognosis among human cancers. In addition, since 80% to 90% of patients are found in a state where curative resection is not possible to expect a cure, the prognosis is poor and treatment mainly depends on chemotherapy. have.
  • pancreatic cancer The effectiveness of some anticancer drugs, including gemcitabine and tarceva, is extremely low, and the response rate to chemotherapy is only around 15%, which is more effective to improve the prognosis of pancreatic cancer patients.
  • the development of early diagnostics and treatments is urgently needed. Proper diagnosis and treatment of pancreatic cancer in the pancreatic cancer, a stage prior to the development of fatal pancreatic cancer, It is very important to improve your grades.
  • Diagnosis of pancreatic or pancreatic progenitor lesions includes blood tests (CA 19-9), X-ray imaging of the stomach and duodenum, biliary tract imaging through the skin and liver, and retrograde endoscopy.
  • Biliary grafting is used. Although disease lesions have been discovered by these methods, ultrasonography and computed tomography are most commonly used in recent years. More accurate biopsies can be performed to obtain relatively accurate results. However, the diagnosis method is very inconvenient to perform the method, such as inaccuracy or pain to the patient, the subjects are reluctant to do this. Therefore, there has been a demand for the development of a test method for diagnosing pancreatic cancer or pancreatic cancer precursor lesions easily and quickly. Abdomen for recent medical examination or diagnosis of diseases other than pancreas
  • cystic lesions of the pancreas are malignant tumors, and if so, whether they are still in the precancerous stage or already have malignant lesions.
  • Korean Patent Publication No. 2009-0003308 discloses a method for diagnosing pancreatic cancer by detecting the expression level of REG4 protein in an individual's blood sample
  • Korean Patent Application Publication No. 2012-0009781 discloses information necessary for diagnosing pancreatic cancer in an individual.
  • Analytical method for measuring the expression level of XIST RNA in cancer tissue isolated from the individual to provide a Korean Patent Application Publication No. 2007-01 19250 is a normal human pancreatic tissue and In comparison, a novel gene LBFL313, which is expressed differently in human pancreatic cancer tissue, is disclosed, and US Patent Application Publication No.
  • 201 1/0294136 discloses a method for diagnosing pancreatic cancer using biomarkers such as keratin 8 protein.
  • biomarkers such as keratin 8 protein.
  • each marker shows a great difference in the diagnosis efficiency and accuracy, it is necessary to find a marker that is more effective and to develop a diagnostic method using the same.
  • An object of the present invention is to provide a pancreatic cancer diagnostic marker that can easily diagnose the onset, the likelihood or the risk of pancreatic cancer.
  • An object of the present invention is to provide a pancreatic cancer diagnostic composition that can easily diagnose the onset, the likelihood or the risk of pancreatic cancer.
  • Another object of the present invention to provide a pancreatic cancer diagnostic kit comprising the composition.
  • Still another object of the present invention is to provide a method for diagnosing pancreatic cancer using the diagnostic composition or kit, or providing a method for diagnosing pancreatic cancer.
  • An object of the present invention is to provide a pancreatic cancer diagnostic use of the pancreatic cancer diagnostic marker that can easily diagnose the onset, likelihood or risk of pancreatic cancer.
  • the present invention is a pancreatic cancer or a prognostic diagnostic composition for pancreatic cancer comprising a pancreatic cancer diagnostic marker protein expression level or a preparation for measuring the expression level of mRNA, kit for diagnosing pancreatic cancer comprising the diagnostic composition And a method for determining the presence or the malignancy of pancreatic cancer in a subject having or suspected of having pancreatic cancer.
  • the composition or kit for diagnosing pancreatic cancer is one or more additional ingredients, solutions or The apparatus may further include.
  • the pancreatic cancer diagnosis is distinguished from the normal group .
  • Pancreatic cancer may be selectively detected, pancreatic cancer may be selectively detected among various cancers, or pancreatic cancer having a level of CA19-9 of less than 37 U /.
  • pancreatic cancer diagnostic composition or kit not only detects or diagnoses a pancreatic cancer group by distinguishing between a normal group and a pancreatic cancer patient group, but also detects or diagnoses stage 1 and 2 pancreatic cancers (PDAC) that are relatively difficult to diagnose early.
  • Pancreatic cancer can be screened to distinguish from various pancreas-related diseases other than cancer, such as pancreatitis and cholecystitis, and to selectively pancreatic cancer to distinguish from other types of cancer, such as breast cancer, colon cancer and / or thyroid cancer.
  • pancreatic cancer markers such as pancreatic cancer with a CA19-9 of less than 37 U / ml
  • pancreatic related diseases such as normal, pancreatitis and cholecystitis with a CA19-9 of less than 37 U / ml. Can be detected distinctly.
  • the marker gene is a combination of at least three kinds or more marker genes, specifically
  • c at least one marker gene selected from the group consisting of TTR (Transthyretin, ATTR, Prealbumin, TBPA), Complement Clr subcomponent precursor (ClR), Cluster preproprotein (CLU) and Plasma Kallikrein protein (KLKB 1).
  • TTR Transthyretin, ATTR, Prealbumin, TBPA
  • ClR Complement Clr subcomponent precursor
  • CLU Cluster preproprotein
  • KLKB Plasma Kallikrein protein
  • the present invention provides a pancreatic cancer diagnostic kit comprising the pancreatic cancer diagnostic composition.
  • the present invention comprises the steps of obtaining a sample from a subject to diagnose whether the pancreatic cancer;
  • the present invention relates to a method for providing pancreatic cancer diagnosis or pancreatic cancer diagnosis, comprising determining a subject group having a high probability of pancreatic cancer or a disease.
  • the expression level of CA19-9 in the subject was higher than the expression level in the normal control
  • the expression level of LRG1 was higher than the expression level in the normal control
  • the expression level or the expression level of the mRNA of the gene encoding the TTR protein is lower than the expression level in the normal control
  • the expression level of the C1R protein or the expression level of the mRNA of the gene encoding the C1R protein is higher than the expression level in the normal control.
  • Elevated, or the expression level of the CLU protein or mRNA of the gene encoding the CLU protein is lower than the expression level in the normal control, or the expression level of the KLKB 1 protein or the mRNA of the gene encoding the KLKB 1 protein This is normal
  • It provides a method for diagnosing pancreatic cancer or providing information for diagnosing pancreatic cancer, the method comprising determining that the pancreatic cancer is more likely to develop when the expression level is lower than that in the control group.
  • An additional embodiment of the present invention is an intraductal papillary mucinous neoplasm (IPMN) marker protein including LRGl (Leucine-rich alpha-2-glycoprotein 1, LRG1) or an expression level of mRNA of a gene encoding the same. It relates to a composition for screening diagnosis of high-risk group IPMN, including an agent for measuring the amount. remind
  • the IPMN marker may further comprise one or more markers selected from the group consisting of CA19-9 (carbohydmte antigen 19-9), TTR, C1R, CLU and KLKB l.
  • the IPMN marker may be one marker selected from the group consisting of TTR, CIR, CLU, and KLKB1 and markers including LRG1, or TTR, C1R, CLU, and
  • It may be a combination marker comprising LRG1 and two markers selected from the group consisting of KLKB 1.
  • CLU Clusterin preproprotein
  • LRG1 Leucine-rich alpha-2-glycoprotein 1
  • CA 19-9 carbohydrate antigen 19-9
  • Transthyretin ATTR, Prealbumin, TBPA (TLR), Complement Clr subcomponent precursor (ClR) and KLKB l ( Plasma Kallikrein protein;) of the IPMN marker protein or a gene encoding the same comprising at least one marker selected from the group consisting of including the agent measuring the expression level of mRNA, it relates to a diagnostic composition i screening of high risk IPMN.
  • the IPMN marker is a combination marker including one type of marker selected from the group consisting of LRG1, CA19-9, TTR, C1R and KLKB1 and CLU, or LRG1, CA19-9, TTR, C1R and KLKB 1 It may be a combination marker comprising LRG1 and two markers selected from the group.
  • One embodiment according to the present invention for the sample of the subject, measuring the expression level of the IPMN marker proteins or mRNA expression level of the gene encoding the same, respectively,
  • the present invention can significantly predict or identify the incidence of pancreatic cancer, early diagnosis, and degree of disease, and can be used for tumorigenesis research of pancreatic cancer.
  • the diagnostic method of the present invention can non-invasively diagnose early pancreatic cancer simply from blood or the like.
  • 1 is a graph showing the expression level of CA19-9 protein in the control group and pancreatic cancer patient group by chemiluminescent enzyme immunoassay (CLEIA).
  • 3 is a control and pancreatic catheter adenocarcinoma patient group by MRM quantitative analysis
  • FIG. 6 is a graph showing the expression level of KLKB1 protein in the control group and pancreatic catheter adenocarcinoma patient group by MRM quantitative analysis.
  • FIG. 7 is a graph showing the expression level of LRG1 protein in the control group and pancreatic catheter adenocarcinoma patient group by ELISA quantitative analysis.
  • FIG. 8 is a graph showing the expression level of TTR protein of the control group and pancreatic catheter adenocarcinoma patient group by ELISA quantitative analysis.
  • FIG. 9 is a graph showing the expression level of CLU protein of the control group and pancreatic catheter adenocarcinoma patient group by ELISA quantitative analysis.
  • FIG. 10 is a graph showing the expression level of the TTR protein of the control group and pancreatic catheter adenocarcinoma patient group by immunoturbidimetric assay.
  • CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 13 shows diagnostic performance for the separation of pancreatic cancer and other cancers when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity).
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by MRM quantitative analysis.
  • FIG. 14 shows the experimental group having a CA19-9 value of 37 U / m £ or less, when CA19-9, LRG1 and TTR proteins were used simultaneously, and CA19-9 protein alone and CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using a combination of markers.
  • the CA19-9 protein is chemiluminescent enzyme immunity By assay (CLEIA), LRGl and TTR proteins were measured by MRM quantitative analysis. ⁇
  • CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by ELISA method.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 16 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by ELISA method.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. ⁇ shows diagnostic performance for the separation of pancreatic and other cancers when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity).
  • the CA19-9 protein was measured by chemical light photoenzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were determined by ELISA method.
  • FIG. 18 shows experimental groups with CA19-9 levels of 37 U / m £ or less, when CA19-9, LRG1 and TTR proteins were used simultaneously, and CA19-9 protein alone and CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using a combination of markers.
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • LRG1 and TTR proteins were measured by ELISA method. 19 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be.
  • the CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification.
  • CA19-9 protein is By chemiluminescent enzyme immunoassay (CLEIA), LRG1 protein was measured by ELISA method, TTR protein was measured by immunobidification method.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 21 shows diagnostic performance for distinguishing pancreatic cancer from other cancers when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity).
  • the CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification.
  • FIG. 22 shows two groups, CA19-9 and TTR, using CA19-9 protein alone and CA19-9, LRG1, and TTR protein simultaneously, with a CA19-9 level of 37 U / m or less.
  • Pancreatic cancer diagnostic performance (AUC and detection sensitivity) when used in combination.
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • LRG1 protein was determined by ELISA method and TTR protein was determined by immunobidification method.
  • CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins were determined by MRM quantitative analysis. . .
  • Figure 24 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when using CA19-9, LRG1 and C1R proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins were determined by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 25 shows diagnostic performance for distinguishing pancreatic cancer from other cancers when using CA19-9, LRG1, and C1R proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity).
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins were determined by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 26 shows the use of CA19-9, LRG1, and C1R proteins simultaneously and CA19-9 protein alone in an experimental group with CA19-9 levels of 37 U / or less. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) using a combination of two markers, CA19-9 and TTR.
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • FIG. 27 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using CA19-9, LRG1 and CLU proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 28 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when using CA19-9, LRG1 and CLU proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 30 illustrates an experimental group having a CA19-9 value of 37 U / or less.
  • pancreatic cancer diagnostic performance (AUC and detection sensitivity) when LRG1 and CLU proteins were used simultaneously and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR.
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • FIG. 31 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using CA19-9, LRG1 and CLU proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by ELISA method.
  • FIG. 32 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when CA19-9, LRG1 and CLU proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison.
  • CA19-9 protein ⁇ chemiluminescent enzyme immunoassay (CLEIA)
  • LRG1 and CLU proteins were measured by ELISA method.
  • CA19-9JLRG1 and CLU proteins show diagnostic performance (AUC and detection) for differentiating pancreatic cancer and other cancers when CA19-9JLRG1 and CLU proteins are used simultaneously and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. Sensitivity).
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by ELISA method.
  • FIG. 34 is a diagram showing the use of CA19-9, LRG1, and CLU proteins simultaneously and CA19-9 protein alone and two markers of CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when used in combination.
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • LRG1 and CLU proteins were measured by ELISA method. 35 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using CA19-9, LRG1 and KLKB1 proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were measured by MRM quantitative analysis.
  • CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • FIG. 37 shows diagnostic performance for distinguishing pancreatic cancer from other cancers when CA19-9, LRG1 and KLKB1 proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity).
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were measured by MRM quantitative analysis.
  • FIG. 38 shows the experimental group with CA19-9 levels of 37 U / in £ or less, when CA19-9, LRG1 and KLKB1 proteins were used simultaneously, and CA19-9 protein alone and CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using a combination of markers.
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • FIG. 39 compares the diagnostic performance (AUC and detection sensitivity) of high risk group IPMN with LRG1 protein and CA19-9 protein alone.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 protein was determined by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • the 40-44 show two combination proteins of (LRGl + CA19-9), (LRG1 + TTR), (LRG1 + CLU), (LRG1 + C1R), or (LRGl + KLKB1) simultaneously and simultaneously.
  • the diagnostic performance (AUC and detection sensitivity) of the high risk group IPMN when using CA19-9 protein alone is compared.
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • the diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs when three combinations of (LRG1 + C1R + KLKB 1) were used simultaneously and when CA19-9 protein was used alone was compared.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1, TTR, CLU, C 1 R and KLKBl proteins were measured by MRM quantitative analysis. 55 to 57 show that when two combination proteins of (CLU + CA19-9), (CLU + TTR) and (CLU + KLKB 1) are used simultaneously and CA19-9 protein alone.
  • the diagnostic performance (AUC and detection sensitivity) of the high-risk IPMNs in use is compared.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the TTR, CLU and KLKB1 proteins were measured by MRM quantitative analysis.
  • the diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs when three combinations of (CLU + C1R + KLKB1) were used simultaneously and when CA19-9 protein was used alone was compared.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the L G1, TTR, CLU, C1R and KLKBl proteins were measured by MRM quantitative analysis.
  • FIG. 64 compares the diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs distinguished from low-risk IPMNs using LRG1 protein and CA19-9 protein alone.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 protein was measured by MRM quantitative analysis.
  • Figures 65-69 show CA19- and two combination marker proteins using (LRG1 + CA19-9), (LRG1 + TTR), (LRG1 + CLU), (LRG1 + C1R), and (LRG1 + KLKB1).
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRGI TTR, CLU, C1R and KLKB1 proteins were measured by MRM quantitative analysis.
  • the diagnostic performance (AUC and detection sensitivity) of the high risk IPMN which is distinguished from the low risk IPMN when using the three combination marker proteins (LRG1 + C1R + KLKB1) and the CA19-9 protein alone, is compared.
  • the CA19-9 protein is chemiluminescent By enzymatic immunoassay (CLEIA), LRG1, TTR, CLU, C1R and KLKBl proteins
  • CA19-9 The CA19-9 protein is chemiluminescent enzyme immunity
  • the diagnostic performance (AUC and detection sensitivity) of the high risk IPMN which is distinguished from the low risk IPMN when using the three combination marker proteins (CLU + C1R + KLKB1) and the CA19-9 protein alone, is compared.
  • the CA19-9 protein was chemiluminescent enzyme immunoassay (CLEIA), LRG1, TTR, CLU, C1R and KLKB1 protein
  • FIG. 90 compares the diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs distinguished from low-risk IPMNs using LRG1 protein and CA19-9 protein alone.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 protein was determined by ELISA assay.
  • CLIA chemiluminescent enzyme immunoassay
  • the diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs which is distinct from low-risk IPMNs when using two combinatorial marker proteins and CA19-9 protein alone, is compared.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1, TTR, CLU, C1R and KLKBl proteins were measured by ELISA assay.
  • High risk group distinguished from low risk group IPMN when using combination marker protein of (LRG 1 + C A 19-9 + TTR + CLU) and (LRG1 + TTR + CLU) and CA19-9 protein alone
  • the diagnostic performance (AUC and detection sensitivity) of IPMN is compared.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1, TTR, CLU, C1R and KLKBl proteins were measured by ELISA analysis. 98-100 show (CLU + CA19-9), (CLU + TTR) and
  • the CA19-9 protein is chemiluminescent enzyme immunity
  • LRG1, TTR, CLU, C1R and KLKB1 proteins were measured by ELISA assay.
  • pancreatic cancer refers to a cancer (carcinoma) or a tumor originating from pancreatic cells.There are various types of pancreatic cancer, and the prognosis from benign tumors that can be treated by surgical resection is very poor.
  • pancreatic adenocarcinoma Pancreatic ductal adenocarcinoma
  • pancreatic cancer accounts for about 90% of pancreatic cancer, and pancreatic cancer is generally used in a narrow sense to mean pancreatic adenocarcinoma, but other types of pancreatic cancer such as neuroendocrine tumors and Including acinar cell tumors, as another example, a representative cystic tumor.
  • the pancreatic cancer may be pancreatic adenocarcinoma or IPMN
  • the pancreatic adenocarcinoma may be caused by various causes, for example, may be pancreatic adenocarcinoma derived from IPMN or may be independent of IPMN, or
  • IPMN-derived pancreatic adenocarcinoma can also be excluded.
  • IPMN as a tumor that occurs in the main pancreatic duct or its main branches, and the epithelium grows into the papillary into the lumen, secretes mucus to varying degrees, and expands the pancreatic duct to cystic features.
  • IPMN is characterized morphologically by diffuse dilatation of the main pancreatic duct, atypical shading defects caused by mucus or mass, cystic dilatation of the pancreatic duct, enlargement of the papillary opening, and finding that a large amount of mucus is discharged from the papillary opening.
  • IPMN can be divided into main duct type, branch duct type, and mixed type according to the location of tumor and the extent of lesion.
  • IPMN Factors that determine the prognosis of IPMN are invasiveness, lymph node metastasis, vascular invasion, histological findings and histological findings of resection margin. IPMN before invasive cancer is a curable disease, but IPMN after invasive cancer occurs in 50-90% of recurrent pancreas or extra-pancreatic tissue. Since IPMN can recur on the remaining pancreas after curative resection, long-term follow-up is necessary and appropriate measures are needed to improve survival.
  • the evaluation of malignancy of IPMN is very important in the prognostic observation and selection of treatment methods, and usually, the degree of malignancy of IPMN is classified by postoperative microscopic biopsy, and Low, Intermediate, High grade dysplasia and IPMN associated with an invasive It is divided into carcinoma and malignancy increases in the order listed.
  • Part of the invasive carcinoma with infiltration of the surrounding stroma is ductal adenocarcinomas, the most common form of carcinoma in pancreatic cancer. It may be present in the form or form of mucinous noncystic carcinoma (colloid carcinoma).
  • the high grade dysplasia and invasive type are defined as malignant subtype or high risk IPMN according to the malignancy and / or invasiveness of the IPMN, and low and intermediate grade dysplasia are defined as low risk IPMN.
  • the pancreatic cancer-related markers according to the present invention can select high risk group IPMN by distinguishing it from low risk group IPMN.
  • the present invention provides a pancreatic cancer diagnostic kit comprising the pancreatic cancer diagnostic composition.
  • the kit may be an RT-PCR kit, a DNA chip kit, an ELISA kit, a protein chip kit, a rapid kit, or a multiple reaction monitoring (MRM) kit.
  • MRM multiple reaction monitoring
  • diagnosis refers to a particular disease or condition
  • Determining the susceptibility of a subject, wherein the subject has a specific disease or condition To determine whether they currently have, to determine the prognosis of a subject with a particular disease or disorder (e.g., to identify a pre-metastatic or metastatic cancer state, to determine the stage of the cancer or to determine the response of the cancer to treatment) Doing or
  • Therametrics eg, monitoring the condition of an object to provide information about treatment efficacy.
  • the diagnosis in the present specification is to determine whether pancreatic cancer develops or the possibility (danger).
  • marker biomarker As used herein, the terms “marker biomarker” or “diagnostic marker” can distinguish between normal or pathological conditions or predict treatment response.
  • the protein expression level or gene expression level is significantly increased or decreased in individuals with pancreatic cancer or at risk of developing pancreatic cancer compared to normal controls (individuals not pancreatic cancer).
  • an organic biomolecule such as a polypeptide or a nucleic acid (eg, m NA, etc.), lipids, glycolipids, glycoproteins, sugars (monosaccharides, disaccharides, lygosaccharides, etc.).
  • the present invention provides an agent for measuring the expression level of (a) carbohydrate antigen 19-9 (CA19-9), (2) an agent for measuring the expression level of Leucine-rich alpha-2-glycoprotein 1 (LRGl), and (3 ) TTR (Transthyretin, ATTR, Prealbumin, TBPA); C 1 R (Complement Clr
  • pancreatic cancer diagnostic markers or a gene encoding the protein, comprising an agent measuring the expression level of any one or more markers selected from the group consisting of subcomponent precursors), CLU (Clusterin preproprotein) and KLKB 1 (Plasma Kallikrein protein) It provides a pancreatic cancer diagnostic composition comprising an agent for measuring the expression level of mRNA.
  • the present invention provides a combination of at least three or more types of markers, for example (a) CA19-9; (b) LRGl; And (c) TTR, C 1R, CLU, and KLKB1 in combination with any one of the marker genes selected from the group, it is possible to effectively diagnose the onset or possibility of the development of pancreatic cancer from the subject.
  • markers for example (a) CA19-9; (b) LRGl; And (c) TTR, C 1R, CLU, and KLKB1 in combination with any one of the marker genes selected from the group, it is possible to effectively diagnose the onset or possibility of the development of pancreatic cancer from the subject.
  • the CA19-9 protein used as a marker for diagnosing pancreatic cancer in the present invention may be used as a pancreatic cancer marker that is conventionally used for tumor marker examination for prognosis of cancer of the digestive system.
  • LRG1 protein It is involved in angiogenesis and is associated with endometrial cancer and lung cancer.
  • LRG1 may be NCBI Accession # NP—443204.1.
  • Markers for diagnosing pancreatic cancer that can be used in the present invention are TTR, C1R, CLU and
  • TTR protein is related to the subunit consisting of 127 amino acid residues, etc.
  • C1R protein is the first of its kind to be found in the complement system, which is associated with immune function in the body and with Alzheimer's and kidney cancer.
  • CLU proteins are known to play a role in the clotting of proteins in the blood, and are associated with Alzheimer's and lung cancer.
  • KLKB1 protein is involved in hematology and is associated with hypertension and lung cancer.
  • TTR may be NCBI Accession # NP # 000362 ⁇ l
  • ClR may be NCBI Accession # NP_001724.3
  • CLU may be NCBI Accession # NP_001822.3
  • KLKB1 may be NCBI Accession #NP — 000883.2.
  • PD AC pancreatic ductal adenocarcinoma
  • IPMN intraductal papillary mucinous neoplasm
  • KLKB1 KLKB1
  • the term "measurement of expression level of protein” refers to a process for confirming the presence and expression level of a pancreatic cancer diagnostic marker (protein) or a gene encoding the same in a biological sample to diagnose pancreatic cancer.
  • the expression level measurement or comparative analysis of the protein may include protein chip analysis, immunoassay, ligand binding assay, Matrix Assisted Laser Desorption / Ionization Time of Flight Mass Spectrometry (MALDI-TOF) analysis, and SELDI-TOF (Sulface).
  • MALDI-TOF Matrix Assisted Laser Desorption / Ionization Time of Flight Mass Spectrometry
  • SELDI-TOF SELDI-TOF (Sulface).
  • Enhanced Laser Desorption / Ionization Time of Flight Mass Spectrometry radioimmunoassay, radioimmunoassay, oukteroni immunodiffusion, rocket immunoelectrophoresis, tissue immunostaining, complement fixation assay, two-dimensional electrophoresis analysis, liquid phase
  • LC-MS Liquid chromatography-mass spectrometry
  • LC-MS / MS liquid chromatography-mass spectrometry / mass spectrometry
  • ELISA enzyme—linked immunosorbentassay
  • CA19-9 protein In pancreatic cancer diagnostic composition according to the invention, CA19-9 protein, LRG1 protein,
  • Agents that measure the expression level of TTR protein, C1R protein, CLU protein or KLKB1 protein may be antibodies, oligopeptides, specific binding to CA19-9 protein, LRG1 protein, TTR protein, C1R protein, CLU protein or KLKB1 protein, respectively. It may include a ligand, PNA (peptide nucleic acid) or aptamer (aptamer).
  • an antibody refers to a substance that specifically binds to an antigen and results in an antigen-antibody reaction.
  • an antibody refers to an antibody that specifically binds to CA19-9 protein, LRG1 protein, TTR protein, C1R protein, CLU protein or KLKB1 protein, respectively.
  • Antibodies of the invention include all polyclonal antibodies, monoclonal antibodies and recombinant antibodies. Such antibodies can be readily prepared using techniques well known in the art. For example, polyclonal antibodies can be produced by methods well known in the art, including the steps of injecting the pancreatic cancer marker protein antigen into an animal and collecting blood from the animal to obtain serum comprising the antibody.
  • polyclonal antibodies can be prepared from any animal, such as goats, rabbits, sheep, monkeys, horses, pigs, cattle, dogs, and the like.
  • monoclonal antibodies are widely used in the art Known hybridoma methods (see hybridoma method; Kohler and Milstein (1976) European Journal of Immunology 6:51 1-519), or phage antibody library techniques (Clackson et al, Nature, 352: 624-628, 1991; Marks et al, J. Mol. Biol, 222: 58, 1-597, 1991).
  • Antibodies prepared by the above method can be isolated and purified using methods such as gel electrophoresis, dialysis, salt precipitation, ion exchange chromatography, affinity chromatography, and the like.
  • antibodies of the invention include functional fragments of antibody molecules, as well as complete forms with two full length light chains and two full length heavy chains.
  • a functional fragment of an antibody molecule means a fragment having at least antigen binding function, and includes Fab, F (ab '), F (ab') 2 and Fv.
  • DNA has a phosphate-ribose sugar backbone
  • has a repeating ⁇ - (2-aminoethyl) -glycine backbone linked by peptide bonds, which greatly increases binding and stability to DNA or RNA, leading to molecular biology. It is used in diagnostic analysis and antisense therapies.
  • is described in Nielsen ⁇ , Egholm ⁇ , Berg RH, Buchardt 0 (December 1991).
  • “Aptamers” in the present invention are oligonucleic acid or peptide molecules, the general contents of which are described in Bock LC et al., Nature 355 (6360): 5646 (1992); Hoppe-Seyler F, Butz K "Peptide aptamers: powerful new tools for molecular medicine”. J Mol Med.
  • measurement of expression level of mRNA means measuring the amount of mRNA by confirming the presence and expression level of mRNA of genes encoding the pancreatic cancer diagnostic protein in a biological sample in order to diagnose pancreatic cancer. .
  • RT-PCR reverse transcriptase
  • RPA RNase protection assay
  • the agent for measuring the expression level of mRNA of a gene encoding a CA19-9, LRG1, TTR, C1R, CLU or KLKB1 protein may be CA19-9, LRG1, TTR, C 1R, CLU or Primers, probes, or antisenses, each specifically binding to mRNA of a gene encoding KLKB 1 protein
  • KL B 1 protein The information of KL B 1 protein is known from UniProt et al.
  • Primers, probes or antisense nucleotides that bind will be readily designed. .
  • primer refers to a fragment that recognizes a target gene sequence, which includes primer pairs in the forward and reverse directions, but is preferably a primer pair that provides an analysis result with specificity and sensitivity. High specificity can be imparted when the nucleic acid sequence of the primer is a sequence that is inconsistent with the non-target sequence present in the sample, so that only the target gene sequence containing the complementary primer binding site is amplified and does not cause nonspecific amplification. .
  • probe refers to a substance that can specifically bind to a target substance to be detected in a sample.
  • it means a substance capable of confirming the presence of a target substance in a sample.
  • the type of probe is a material commonly used in the art, but there is no limitation, but preferably, PNA (peptide nucleic acid), LNA (locked nucleic acid), peptide,
  • the probe may be a polypeptide, protein, RNA or DNA, most preferably PNA. More specifically, the probe is a bio-material, including or derived from an organism, or produced in vitro, for example, enzymes, proteins, antibodies, microorganisms > flora and fauna cells and organs, neurons > 1 ⁇ , And RNA, wherein the DNA includes cDNA, genomic DNA, oligonucleotides, RNA includes genomic RNA, mRNA, oligonucleotides, and examples of proteins may include antibodies, antigens, enzymes, peptides, and the like. .
  • antisense means that an antisense oligomer is localized with a target sequence in RNA by Watson-Crick base pairing, allowing formation of mRNA and RNA: oligomeric heterodimers typically within the target sequence.
  • Oligomer having a sequence of nucleotide bases and an intersubunit backbone.
  • the oligomer may have exact sequence complementarity or approximate complementarity to the target sequence.
  • the present invention provides a pancreatic cancer diagnostic kit comprising the pancreatic cancer diagnostic composition.
  • the kit may be an RT-PCR kit, a DNA chip kit, an ELISA kit, a protein chip kit, a rapid kit, or a multiple reaction monitoring (MRM) kit.
  • MRM multiple reaction monitoring
  • pancreatic cancer diagnostic composition or a diagnostic kit comprising the same according to the present invention by using pancreatic cancer markers including any one or more markers selected from the group consisting of CA19-9 and LRG1 and TTR, C 1R, CLU and KLKB 1,
  • the diagnostic performance is very good compared to a composition or kit using a single marker of CA19-9 or a composition or kit using two markers of CA19-9 and LRG1.
  • the pancreatic cancer diagnostic kit may further include one or more other component compositions, solutions or devices suitable for the analysis method.
  • the diagnostic kit may further include essential elements necessary for performing reverse transcription polymerase reaction.
  • the reverse transcription polymerase kit includes primer pairs specific for the gene encoding the marker protein.
  • the primer has a sequence specific to the nucleic acid sequence of the gene
  • nucleotide As a nucleotide, it may have a length of about 7 bp to 50 bp, more preferably about 10 bp to 30 bp. It may also include primers specific for the nucleic acid sequence of the control gene. Other reverse transcription polymerase reaction kits may be used for the test lubrication or other suitable container, reaction complete fluid (pH and magnesium concentrations vary),
  • Enzymes such as deoxynucleotides (dNTPs), Taq-polymerases and reverse transcriptases,
  • DNA needle kit includes a substrate to which a cDNA or oligonucleotide corresponding to a gene or fragment thereof is attached, and a fluorescent label Reagents, preparations, enzymes, and the like, for making probes.
  • the substrate may also comprise cDNA or oligonucleotide corresponding to the control gene or fragment thereof.
  • the diagnostic kit of the present invention may include necessary elements necessary to perform an ELISA.
  • ELISA kits contain antibodies specific for the protein. Antibodies are antibodies that have high specificity and affinity for marker proteins and have little cross reaction to other proteins. They are monoclonal antibodies, polyclonal antibodies, or recombinant antibodies.
  • the ELISA kit can also include antibodies specific for the control protein.
  • Other ELISA kits are capable of binding reagents capable of detecting bound antibodies, such as labeled secondary antibodies, chromophores, enzymes (eg conjugated with the antibody) and substrates or antibodies thereof. Other materials and the like.
  • composition for diagnosing pancreatic cancer according to the present invention or a diagnostic kit including the same may be used for distinguishing a patient from a pancreatic cancer early stage (stage 1 or 2) and a normal person, in addition to distinguishing a pancreatic cancer patient from a normal person.
  • the present invention comprises (a) an agent for measuring the expression level of CA19-9, (b) an agent for measuring the expression level of LRGl, and (C) TTR, C 1 R, CLU and KLKB 1
  • pancreatic cancer for diagnosing pancreatic cancer at an early stage of pancreatic cancer, such as stage 1 or stage 2, comprising an agent measuring the expression level of any one or more markers selected from the group
  • composition for diagnosing pancreatic cancer according to the present invention or a diagnostic kit including the same may be used for selectively detecting a pancreatic cancer patient from other cancer patients, in addition to distinguishing a pancreatic cancer patient from a normal person.
  • the present invention is directed to any one selected from the group consisting of (a) an agent measuring the expression level of CA19-9, (b) an agent measuring the expression level of LRGl, and (C) a TTR, C 1R, CLU and KLKB 1
  • compositions for distinguishing pancreatic cancer from other cancers including agents that measure the expression level of one or more markers.
  • the present invention provides a method for diagnosing pancreatic cancer of a subject or providing information for pancreatic cancer diagnosis using the pancreatic cancer diagnostic composition or the pancreatic cancer diagnostic kit.
  • the diagnostic method includes the following steps:
  • Measuring protein expression level or mRNA expression level of pancreatic cancer markers comprising any one or more markers selected from the group consisting of KLKB1; (A) CA19-9, (b) LRG1 and (c) TTR, C1R, CLU and
  • pancreatic cancer markers comprising any one or more markers selected from the group consisting of KLKB1 with the expression levels of the markers in the normal control sample, respectively; And determining whether the subject has pancreatic cancer using a result of comparing the expression levels of the markers.
  • the "subject" applied to a method for diagnosing pancreatic cancer or a method for providing information for diagnosing pancreatic cancer according to the present invention includes a patient, a patient suspect group, or a normal group as a subject to diagnose whether pancreatic cancer develops.
  • a healthy person who has not been diagnosed with cancer and who wants to diagnose PDAC early in the medical examination or includes a subject for regular examination for diagnosing allogeneic cancer recurrence in patients with pancreatic cancer who have been surgically removed.
  • the subject may mean a mammal, and in another embodiment, a human.
  • the expression level is higher than that in the normal control group, and the expression level of the LRG1 protein or the mNRA expression level of the gene encoding the LRG1 protein is normal.
  • the expression level of the TTR protein or the mRNA of the gene encoding the TTR protein is lower than the expression level in the normal control, the expression level of the C1R protein or the mRNA of the gene encoding the C1R protein
  • the expression level of is higher than the expression level in the normal control, or the expression level of the CLU protein or mRNA of the gene encoding the CLU protein is lower than the expression level in the normal control, the expression level of the KLKB1 protein or the KLKB1 protein. If the expression level of the mRNA of the gene coding for is lower than the expression level in the normal control it can be determined that the risk of pancreatic cancer is high.
  • a sample is a biological sample that is a tissue, cell, or tissue that has a difference in protein expression level or gene expression level due to pancreatic cancer. It means a sample such as blood, serum, plasma, saliva, cerebrospinal fluid or urine, and preferably means blood, serum or plasma.
  • MRNA of the CA19-9 and LRG1 protein or the gene encoding the protein is increased in the level of expression in pancreatic cancer patients compared to the expression level in the normal control, and the TTR, CLU and KLKB1 protein or the gene encoding the protein mRNA levels in pancreatic cancer patients decreased compared to expression levels in normal controls, while mRNA levels of C1R protein or genes encoding these proteins increased in pancreatic cancer patients compared to expression levels in normal controls. Therefore, the markers including any one selected from the group consisting of (a) CA19-9, (b) LRG1 and (c) TTR, C 1 R, CLU and KLKB1 in a subject to diagnose pancreatic cancer.
  • the likelihood of developing pancreatic cancer can be determined by measuring the mRNA expression level of the protein or gene encoding the protein.
  • the expression level in pancreatic cancer patients of CA19-9 and LRG1 proteins or mRNA of the gene encoding the protein increases compared to the expression level in the normal control, and the mRNA of the TTR protein or the protein encoding the protein
  • the subject may be determined to have a high probability of developing pancreatic cancer.
  • the expression level of the CA19-9 protein or the mRNA expression level of the gene encoding the protein in a subject to be diagnosed with pancreatic cancer is higher than that of the normal control group when measured by various methods.
  • the expression level of CA19-9 protein or mRNA expression level of the gene encoding the protein in the subject to be diagnosed is more than 1.0 times, more than 1.5 times, and more than twice the expression level in the normal control group. By more than 3 times, by more than 5 times or by more than 10 times.
  • the expression applies equally when referring to the expression level of the LRG1 or C1R protein or the mRNA expression level of the gene encoding the protein.
  • the expression level of the TTR protein or the mRNA expression of the gene encoding the protein in a subject to diagnose whether the pancreatic cancer The level is lower than the expression level in the normal control group 'means that the expression level of the TTR protein or the mRNA expression level of the gene encoding the protein in the subject to be diagnosed with pancreatic cancer when measured by various methods in the normal control group. Less than 0.1 times, less than 0.2 times, less than 0.3 times, less than 0.5 times or less than 1 times the expression level of.
  • the expression applies equally when referring to the expression level of a CLU or KLKB 1 protein or the mRNA expression level of a gene encoding said protein.
  • the 'determining the high likelihood of developing pancreatic cancer' may be performed using a pancreatic cancer diagnostic function.
  • pancreatic cancer diagnostic function include the following formula (1):
  • X is a measure of expression level of pancreatic cancer diagnostic markers
  • is the Lagrange multiplier in SVM
  • y is the separator of normal group / pancreatic cancer group
  • the function is derived from a support vector machine (SVM).
  • SVM is an algorithm that estimates a function that satisfies a given condition based on the Lagrangian optimization theory. Among them, the SVM supports the classification of the classification method using the maximum margin classifier. It is called (Support Vector Classification, SVC).
  • SVC Support Vector Classification
  • the method of the present invention assigns expression levels of any one of CA19-9 and LRG1, and TTR, C1R, CLU, and KLKB 1 protein or mRNA thereof into the pancreatic cancer diagnostic function, and as a result, the possibility of developing pancreatic cancer is immediately determined. Can be judged by There is no need for a doctor's clinical judgment.
  • the diagnostic function is constructed by SVM, but it can be implemented by various kinds of discriminant analysis methods, including various machine learning methods such as Neural Network and Random Forest, depending on the purpose.
  • X is a new measurement of the protein of any one of CA19-9 and LRG1, TTR, C1R, CLU and KLKB1, oti is the Lagrange multiplier in SVM, yi is
  • the delimiter of the normal / pancreatic cancer group, X i is the reference measurement, and b is the correction value.
  • the protein expression level can be measured and compared using an antibody that specifically binds to the protein of interest.
  • the antibody and the protein of interest in the biological sample form an antigen-antibody complex, and a method of detecting the same is used.
  • antigen-antibody complex means a combination of a protein antigen and an antibody that recognizes it to identify the presence or absence of the gene of interest in a biological sample. Detection of such antigen-antibody complexes is known in the art. Detection can be made using methods as described, for example, spectroscopic, photochemical, biochemical, immunochemical, electrical, absorbing, chemical and other methods.
  • Methods include protein chip analysis, immunoassays, ligand binding assays,
  • MALDI-TOF Matrix Assisted Laser Desorption / Ionization Time of Flight Mass
  • the LC-MRM method can be used to measure and compare the expression level of each of the CA19-9, LRG1, C1R, CLU and KLKB1 proteins themselves.
  • a solution of 5% acetonitrile, 0.1% formic acid and a solution of 5% distilled water, 95% acetonitrile and 1% formic acid was passed through the LC analytical column with a concentration gradient of 95: 5 to 15:85 for 50 minutes. Can be separated. Concentration gradients are carried out because the resolution for a specific substance may vary depending on the solution mixing ratio, and the above range is an optimal range for simultaneously separating various proteins.
  • Sol A 95% distilled water, 5% acetonitrile, 0.1% formic acid
  • Sol B 5% distilled water, 95% acetonitrile, 0.1% formic acid
  • MRM Multiple Reaction Monitoring
  • MS MS / MS mode
  • SIM Multiple Reaction Monitoring
  • MRM Multiple Reaction Monitoring
  • MRM selects one ion from one broken ion one more time to source another MS in series. It is a method of using ions obtained from these after passing through layers again.
  • SIM there is a problem that the selected quantitative ion may interfere with the quantification when the selected quantitative ion is an ion that is also detected in plasma.
  • MRM If ions are broken once more, the molecular structure is different and tends to be differentiated.
  • SIS stable isotope standard
  • the measurement or comparison of mRNA expression levels of the respective genes encoding CA19-9, LRG1, C1R, CLU and KLKB1 proteins may be reverse transcriptase polymerase reaction, competitive reverse transcriptase polymerase reaction, real time reverse transcription. Enzyme polymerase reaction, RNase protection assay, Northern blotting or DNA chip, etc. may be used, but is not limited thereto.
  • the present invention to provide information for a method for diagnosing pancreatic cancer, the method comprising: (a) obtaining a sample from a subject to diagnose whether or not pancreatic cancer develops; (b) measuring the expression level of CA19-9 protein or mRNA expression level of gene encoding CA19-9 protein, and the expression level of LRG1 protein or mRNA expression level of gene encoding LRG1 protein, respectively, from the sample; (c) the above
  • pancreatic cancer markers the method comprising comparing with expression levels in a sample.
  • the pancreatic cancer may be IPMN, specifically, high risk group IPMN.
  • the composition may be selected from high-risk IPMN by distinguishing it from low-risk IPMN, or in patients with normal, IPMN and pancreatic adenocarcinoma except pancreatic adenocarcinoma, or low-risk.
  • High-risk IPMNs can be diagnosed selectively, distinguishing them from controls that are subjects with IPMN.
  • High risk group IPMN may include high grade dysplasia and invasive type IPMN, and the high risk IPMN may include IPMN-derived pancreatic adenocarcinoma.
  • the expression level of mRNA of the intraductal papillary mucinous neoplasm (IPMN) marker protein or gene encoding the same including LRGl (Leucine-rich alpha-2-glycoprotein 1, LRG1) It relates to a composition for screening diagnosis of high-risk group IPMN, including an agent for measuring the amount. remind
  • the IPMN marker may further comprise one or more markers selected from the group consisting of CA19-9 (carbohydmte antigen 19-9), TTR, C1R, CLU and KLKBl.
  • the IPMN marker is one marker selected from the group consisting of TTR, C1R, CLU and KLKB 1 and markers including LRG1, or two markers selected from the group consisting of TTR, C1R, CLU and KLKB 1 And LRG1.
  • CLU Clusterin preproprotein
  • LRG1 Leucine-rich alpha-2-glycoprotein 1, LRG1
  • CA 19-9 carbohydrate antigen 19-9
  • TTR Transthyretin, ATTR, Prealbumin, TBPA
  • ClR Complement Clr subcomponent precursor
  • KLKB l Plasma It relates to an IPMN marker protein comprising at least one marker selected from the group consisting of Kallikrein protein;), or an agent for measuring the expression level of mRNA of the gene encoding the same, a composition for screening diagnosis of high-risk group IPMN.
  • a method for diagnosing a high risk group IPMN comprising determining whether the subject has a high risk IPMN using the comparison result of the marker expression levels.
  • the method may further include determining whether the subject has IPMN.
  • the checking may be performed by imaging, histology or genetic markers. For example, abdominal ultrasonography, computed tomography (CT), endoscopic retrograde pancreatic duct angiography (endoscopic retrograde)
  • CT computed tomography
  • endoscopic retrograde pancreatic duct angiography endoscopic retrograde
  • cholangiopancreatography ERCP
  • magnetic resonance pancreatobiliary also not limited to one including angiography (magnetic resonance cholangiopancreatography, MRCP), the ultrasonic endoscope, test (Endoscopic ultrasonography, EUS) or the like.
  • diagnosis using a biomarker can be performed using a known pancreatic cancer diagnostic marker such as CA-19-9.
  • Biopsy methods include fine needle aspiration (FNA) biopsy.
  • FNA fine needle aspiration
  • the control group can diagnose high-risk IPMN in the normal group, patients with pancreatic disease suggesting IPMN and pancreatic adenocarcinoma, or patients with low-risk IPMN, using the IPMN marker to distinguish the normal and various pancreatic diseases.
  • the control group is a low-risk IPMN patient, the high-risk IPMN can be diagnosed selectively from the low-risk IPMN.
  • the method may further comprise performing a method of treatment, such as surgical resection, drug administration, etc., if determined as a high risk IPMN of the subject.
  • a method of treatment such as surgical resection, drug administration, etc.
  • the method may further comprise performing a treatment such as drug administration, prognosis monitoring, or the like, when determined as the subject's low risk IPMN.
  • a treatment such as drug administration, prognosis monitoring, or the like, when determined as the subject's low risk IPMN.
  • pancreatic cancer In order to identify protein combinations for the effective diagnosis of pancreatic cancer, pancreatic cancer, other cancers, pancreatitis and cholecystitis patients group (Table 2) and normal group (Table 3) with the consent of the patients of five hospitals as shown in Table 2 and Table 3 below It was configured.
  • Test 1 was a sample group for PDAC classification test, control group consisted of normal, pancreatitis and cholecystitis group, and experimental group consisted of pancreatic cancer (PDAC) group.
  • control group consisted of normal, pancreatitis and cholecystitis group
  • experimental group consisted of pancreatic cancer (PDAC) group.
  • Test 2 was a sample group for PDAC initial staging test, control group consisted of normal : pancreatitis and cholecystitis group, experimental group consisted of stage 1 and 2 of pancreatic cancer (PDAC).
  • control group consisted of normal : pancreatitis and cholecystitis group
  • experimental group consisted of stage 1 and 2 of pancreatic cancer (PDAC).
  • Test 3 was a sample group for cancer / pancreatic cancer selectivity test, control group consisted of other cancer groups, and experimental group consisted of pancreatic cancer groups. Other cancers include 52 breast cancers, 45 colon cancers and 52 thyroid cancers.
  • Test 4 is a sample group for PDAC discrimination without CA19-9 performing clinically.
  • the control group consisted of normal, pancreatitis and cholecystitis groups with CA19-9 levels below 37 U / m.
  • the experimental group had pancreatic cancer (PDAC) with levels lower than CA19-9 . It was composed of groups.
  • a peptide having a mass ratio (m / z) was selected (Q1), and a fragment ion having a characteristic m / z of the peptide was selected among the fragment ions generated when the peptide was fragmented by an electrical shock (Q3). ).
  • This combination of Q1 and Q3 is a combination of ions specific to a particular protein, termed a transition, and is a quantitative information on the signal obtained by sequentially passing ions through this characteristic Q1 and Q3 in a triple quadrupole mass spectrometer. Quantitative analysis was performed in terms of. The National Institute of Standards and NIST, using an open source software called SKYLine, developed by the MacCoss team at the University of Washington, USA
  • peptides with ms / ms data based on the peptide tandem mass spectra of the library up to 10 peptides per protein were selected in order of highest total intensity.
  • Peptides were selected from a minimum of 7 amino acids and a maximum of 24 amino acids.
  • ROS reactive oxygen species
  • @ Missed cleavage may occur if plin is present after R or K that can be cut by trypsin in the peptide.
  • Precursor charges select peptides with a +2 charge and ion
  • the charge used was +1 charge and the ion type used y-ion.
  • Unique transitions and peptides were selected using Protein Blast P and Skyline programs, and the final selected transitions were only those that were within the predicted retention time (RT) range.
  • RT retention time
  • 600 SIS peptide RM analyzes were performed, and a calibration curve based on the hydrophobicity scale and the RT chromatogram was calculated.
  • the LC used a 1260-capillary LC from Agilent and used a column of capillary RR 0.5 ⁇ 150 3.5 um for the separation of peptides.
  • the sample was injected with 5 ⁇ and the flow rate was set at 20 / min.
  • Peptides were added to a concentration gradient of 15:85 at 15:85 for 5 minutes.
  • Agilent's triple quadrupole 6490-QQQ instrument is used for MRM mode for transitions to selected proteins.
  • the spiked 5 fmol beta-galactosidase peptide (GDFQFNISR [C 13 N15], 547.3 / 646.4) was also monitored simultaneously.
  • the internal standard peptide beta-galactosidase peptide (GDFQFNISR [C13N15], 547.3 / 646.4 m / z) was 0.09, 0.27, 0.82, 2.5, 7.4, 22.2, 66.7 and 200 fm respectively.
  • 10 ug of plasma was added to the matrix in the same manner as the target peptide analysis conditions, and the analysis was performed. Also included in the analysis was the case where no internal standard peptide was added for the purpose of confirming the endogenous signal, and the standard curve was determined by quantitating MRM three times at all nine concentration points.
  • MRM results for each individual are correlated using Skyline (MacCoss Lab, verl .4.1). Extraction ion chromatography (XIC) of MRM transitions was generated and the peak areas of each transition were calculated and plotted again over time.
  • SIS Stable isotope standard peptides for each target peptide were synthesized and measured, and the ratio of the target peptide measurement was calculated to quantitatively analyze the amount of blood in each protein.
  • LRG1, TTR and CLU proteins were measured in the pancreatic cancer patients and normal groups by ELISA.
  • IBL's hLRGl ELISA kit was used
  • AssayPro's prialbumin ELISA kit was used
  • CLU R & D Systems' Human Clusterin Quantikine kit
  • the ELISA kit and the sample to be analyzed were left at room temperature prior to the experiment, and then the sample was diluted with a dedicated dilution (LRG1: 1,000 times; TTR: 80,000 times; CLU:
  • Each well was dispensed with 50 standard, control and sample samples, respectively. Each well was covered with a cover sealer and allowed to stand at room temperature for 2 hours. The solution in each well was discarded and washed four times with distilled water. Thereafter, 200 conjugates were dispensed into each well. Each well was covered with a fresh cover sealer, left at room temperature for 2 hours, and then washed four times with distilled water. Thereafter, the substrate solution of was dispensed into each well and then left at room temperature for 30 minutes. Then 50 stop solutions are added to each well After dispensing, absorbance was measured at 540 ⁇ or 570 ⁇ , and the results were summarized by calculating concentration values.
  • TTR protein The expression level of TTR protein in pancreatic cancer patients and normal patients
  • the device and the sample to be analyzed were placed at room temperature before the experiment, and then 50 samples were dispensed. Aliquoted samples were diluted 4-fold with dedicated dilutions. The diluted sample 200 was put into the apparatus, and the results were summarized by the concentration value output from the apparatus.
  • TTR protein was specifically reduced in the pancreatic cancer patient group compared to the normal group, which was MRM-MS and ELISA of Examples 2 and 3. Same as the result.
  • Example 5 Diagnostic Performance of CA19-9, LRG1 and TTR Combination Markers by MRM-MS Method
  • the ROC graph represents the relationship between sensitivity and specificity on a two-dimensional plane. The larger the area under the ROC graph ( ⁇ 1; 0 ⁇ ⁇ ; ⁇ ⁇ 1), the more accurate it is. can do.
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9312, and
  • 0 . 9 was 0.8250, indicating that pancreatic cancer was a very good diagnostic marker.
  • the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using CA19-9, LRG1 and TTR alone or in combination of two.
  • Example 2 the diagnostic performance for the early stage division of pancreatic cancer of the combination marker of CA19-9, LRG1 and TTR was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and TTR proteins by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9070, Sn
  • Sp 0 9 has been shown to be very good as a diagnostic marker for the early staging of pancreatic cancer.
  • the combination of CA19-9, LRG1, and TTR according to the present invention was confirmed that the early stage diagnosis of pancreatic cancer is superior to when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.
  • CA19-9 protein is chemiluminescent enzyme immunoassay (CLEIA), LRG1 and TTR protein is
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8994, Sn
  • Sp 0 9 was 0.8250, indicating a very good performance as a diagnostic marker for cancer and pancreatic cancer.
  • the combination of CA19-9, LRG1 and TTR according to the present invention is a commercial pancreatic cancer diagnostic marker CA19-9 It was confirmed that the cancer / pancreatic cancer separation performance is better than when used alone.
  • the diagnostic performance for the pancreatic cancer classification of the combination marker of CA19-9, LRG1 and TTR was analyzed in the experimental group CA19-9 ⁇ 37 U / m £.
  • pancreatic cancer is determined when the CA19-9 axis value is over 37 U /. Therefore, in the experimental group CA19-9 ⁇ 37 U / ii, CA19-9 can not perform as a diagnostic marker for pancreatic cancer.
  • the CA19-9 protein is Roche
  • the graph is a representation of the relationship between sensitivity and specificity on a two-dimensional plane.
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8295, Sn
  • Sp 9 is 0.5172 to diagnose pancreatic cancer
  • Example 6 Diagnosis of CA19-9, LRG1 and TTR Combination Markers by ELISA Method Combination of CA19-9, LRG1 and TTR using the MRM-MS method in Example 5
  • the diagnostic performance of the markers for pancreatic cancer classification was analyzed.
  • the ELISA method was used to determine whether the performance was reproducible.
  • the combination of CA19-9, LRG1, and TTR was confirmed to be excellent in pancreatic cancer diagnosis.
  • Sp 0 .
  • the measurement result of 9 is shown in Table 6 and FIG. 15.
  • the CA19-9 protein is chemiluminescent enzyme immunoassay (CLEIA), LRG1 and TTR protein is ELISA
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9144, Sn
  • Sp 0 9 was 0.7800, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer.
  • the combination of CA19-9, LRG1 and TTR according to the present invention can be confirmed that the early stage of pancreatic cancer diagnostic performance better than when using a single pancreatic cancer diagnostic marker CA19-9 alone
  • the CA19-9 protein is chemiluminescent enzyme immunoassay (CLEIA), LRG1 and TTR protein is ELISA
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8981, Sn
  • Sp 0 . 9 is 0.8250, which is very good as a diagnostic marker for cancer and pancreatic cancer.
  • the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is better than when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.
  • pancreatic cancer was determined when the CA19-9 level is 37 U /. Therefore, in the experimental group of # 19-9 ⁇ 371; / 111 £, CA19-9 could not exert the performance as a diagnostic marker for pancreatic cancer.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by ELISA method.
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8287, Sn
  • the performance as a marker was found to be very good.
  • the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.
  • Example 7 Diagnosis Performance of CA19-9, LRG1 and TTR Combination Markers by Immunodiluting Method Using the MRM-MS Method in Example 5, Diagnosis Performance of Pancreatic Cancer Classification of Combination Markers of CA19-9, LRG1 and TTR It was confirmed that the performance was reproduced by the immuno-binding method, the combination of CA19-9, LRG1 and TTR in the immuno-binding method was confirmed that the pancreatic cancer diagnostic performance is excellent.
  • CA19-9 0.5198 0.2414 As shown in Table 7 and FIG. 19, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9402, and Sn
  • Sp o. 9 , 8250, was shown to be very good as a diagnostic marker for pancreatic cancer. In particular, the combination of CA19-9, L G1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.
  • Example 4 the diagnostic performance for the early stage division of pancreatic cancer of the combination marker of CA19-9, LRG1 and TTR was analyzed.
  • the CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification.
  • the measurement result of Sp 0.9 is shown in Table 7 and FIG. 20.
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9146 and Sn
  • Sp 0 9 was 0.7600, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer.
  • the combination of CA19-9, LRG1, and TTR according to the present invention was confirmed that the early stage diagnosis of pancreatic cancer is superior to when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.
  • Example 4 the diagnostic performance for the cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and TTR was analyzed.
  • the CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification.
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8965, Sn
  • Sp 0 9 was 0.8250, which is very good as a diagnostic marker for cancer and pancreatic cancer.
  • the combination of CA19-9, LRG1 and TTR according to the present invention was able to confirm that the cancer / pancreatic cancer discrimination performance is better than when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.
  • the diagnostic performance of the pancreatic cancer classification of the combination markers of CA19-9, LRG1 and TTR using the immunobinding method of Example 4 was performed in the experimental group having CA19-9 ⁇ 37 U / ⁇ .
  • pancreatic cancer is determined when the CA19-9 level is 37 U /. Therefore, in the experimental group CA19-9 ⁇ 37 U / CA19-9 can not perform as a diagnostic marker for pancreatic cancer.
  • the CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein by ELISA method, and the TTR protein by immunobinding method.
  • CLIA chemiluminescence enzyme immunoassay
  • Sp 0 .
  • the measurement result of 9 is shown in Table 7 and FIG. 22.
  • the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8439, Sn
  • Sp 0 9 is 0.5172 to diagnose pancreatic cancer
  • the combination of CA19-9, LRG1 and C1R according to the present invention has an AUC of 0.9296, and Sn
  • Sp 0 . 9 Pancreatic Cancer Diagnosis as ER8375
  • the performance as a marker was found to be very good.
  • the combination of CA19-9 : LRG1 and C1R according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.
  • Example 2 the diagnostic performance for the early stage pancreatic cancer classification of the combination markers of CA19-9, LRG1 and C1R was analyzed.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins by MM quantitative analysis.
  • the combination of CA19-9, LRG1 and C1R according to the present invention has an AUC of 0.9097, Sn
  • S p o. 9 is 0.7800, which is very good as a diagnostic marker for the early stage of pancreatic cancer.
  • the combination of CA19-9, LRG1 and C1R according to the present invention was confirmed to be superior to the early stage diagnosis of pancreatic cancer when using CA19-9, LRG1 and C1R alone or in combination of two.
  • Example 2 Diagnosis of CA19-9, LRG1 and C1R Combination Markers for Cancer / Pancreatic Cancer
  • the MRM-MS method of Example 2 was used to distinguish between cancer and pancreatic cancer of the combination markers of CA19-9, LRG1 and C1R.
  • the diagnostic performance was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA).
  • the LRG1 and C1R proteins were determined by MRM quantitative analysis.
  • Sp o.
  • the measurement result of 9 is shown in Table 10 and FIG. 25.
  • Sp 0 9 was 0.8375, which shows a very good performance as a diagnostic marker for cancer and pancreatic cancer.
  • the diagnostic performance for pancreatic cancer classification of the combination markers of CA19-9, LRG1 and C1R was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and C1R proteins were determined by MRM quantitative analysis.
  • the combination of CA19-9, LRG1 and C1R according to the present invention has an AUC of 0.8160, Sn
  • Sp 0 9 is 0.5517 to diagnose pancreatic cancer
  • the MRM-MS method of Example 2 the diagnostic performance for the early stage classification of pancreatic cancer of the combination marker of CA19-9, LRG1 and CLU was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and CLU proteins by ⁇ MRM quantitative analysis.
  • the measurement result of Sp 0.9 is shown in Table 12 and FIG.
  • CA19-9 0.5198 0.2414 As shown in Table 12 and Figure 28, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9027, Sn
  • Sp 0 9 was 0.7800, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer.
  • the combination of the CA19-9, LRG1 and CLU according to the present invention was confirmed that the performance of diagnosing the early stage of pancreatic cancer is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.
  • the MRM-MS method of Example 2 was analyzed to analyze the diagnostic performance of cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and CLU.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were determined by MRM quantitative analysis.
  • Sp 0 .
  • the measurement result of 9 is shown in Table 12 and FIG. 29.
  • the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9093, Sn
  • Sp o. 9 is 0.8500, which shows excellent performance as a diagnostic marker for cancer and pancreatic cancer.
  • the combination of CA19-9, LRG1 and CLU according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is better than when using the commercial pancreatic cancer marker CA19-9 alone.
  • Example 2 the diagnostic performance for pancreatic cancer classification of the combination markers of CA19-9, LRG1 and CLU was analyzed.
  • the CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis.
  • the measurement result of Sp 0.9 is shown in Table 12 and FIG.
  • the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.8384, Sn
  • Sp 0 9 is 0.5862 to diagnose pancreatic cancer
  • the performance as a marker was found to be very good.
  • the combination of CA19-9, LRG1 and CLU according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.
  • Example 10 Diagnosis Performance of CA19-9, LRG1 and CLU Combination Markers by ELISA Method
  • Example 9 the diagnostic performance for the pancreatic cancer classification of the combination markers of CA19-9, LRG1 and CLU was examined using the MRM-MS method. It was confirmed whether the performance was reproduced by the ELISA method, the combination of CA19-9, LRG1 and CLU in the ELISA method was confirmed that the pancreatic cancer diagnostic performance is excellent.
  • the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9399, Sn
  • Sp 0.9 was 0.8000, indicating a very good performance as a diagnostic marker for pancreatic cancer.
  • CA19-9 according to the present invention Combination of LRG1 and CLU was confirmed that the pancreatic cancer diagnosis performance is better than when using CA19-9, LRG1 and CLU alone or in combination of two.
  • Example 3 the diagnostic performance of the early stage of pancreatic cancer classification of the combination marker of CA19-9, LRG1 and CLU was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were determined by ELISA quantitative analysis.
  • the measurement result of Sp 0.9 is shown in Table 14 and FIG.
  • the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9193, Sn
  • As Sp 0.9 was 0.6400, it was found to be very good as a diagnostic marker for early stage pancreatic cancer.
  • the combination of the CA19-9, LRG1 and CLU according to the present invention was confirmed that the performance of diagnosing the early stage of pancreatic cancer is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.
  • the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9079, Sn
  • Sp 0 9 was 0.8000, which shows a very good performance as a diagnostic marker for cancer and pancreatic cancer.
  • the combination of CA19-9, LRG1 and CLU according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is better than when using the commercial pancreatic cancer marker CA19-9 alone.
  • Example 3 the diagnostic performance for the pancreatic cancer classification of the combination marker of CA19-9, LRG1 and CLU was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and CLU proteins were determined by ELISA quantitative analysis.
  • Sp o.
  • the measurement result of 9 is shown in Table 14 and FIG. 34.
  • the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.8435, Sn
  • CA19-9 was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis.
  • Sp 0 .
  • the measurement result of 9 is shown in Table 15 and FIG. 35.
  • the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.9382, and Sn
  • Sp 09 was 0.8625, indicating a very good performance as a diagnostic marker for pancreatic cancer.
  • the combination of CA19-9, LRG1 and KLKB1 according to the present invention was confirmed that the pancreatic cancer diagnostic performance is superior to when using CA19-9, LRG1 and KLKB1 alone or in combination of two.
  • the MRM-MS method of Example 2 the diagnostic performance of the early stages of pancreatic cancer classification of the combination markers of CA19-9, LRG1 and KLKB1 was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis.
  • CA19-9 0.5198 0.2414 As shown in Table 16 and FIG. 36 above, the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.9148 and Sn
  • Sp 0 9 was 0.8000, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer.
  • the combination of CA19-9, LRG1 and KLKB1 according to the present invention is a commercial pancreatic cancer diagnostic marker.
  • pancreatic cancer The early stage diagnosis of pancreatic cancer was superior to that of CA19-9 alone.
  • the MRM-MS method of Example 2 the diagnostic performance for the cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and KLKB1 was analyzed.
  • the CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis.
  • the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.8924, and Sn
  • Sp 0.9 was 0.8625, indicating a very good performance as a diagnostic marker for cancer and pancreatic cancer.
  • the combination of CA19-9, LRG1 and KLKB1 according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is superior to when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.
  • the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.8349, and Sn
  • Sp 0 9 was 0.6207, indicating a very good performance as a diagnostic marker for pancreatic cancer.
  • the combination of CA19-9, LRG1 and KLKB1 according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.
  • SVM Small Vector Machine
  • SVM is an algorithm that estimates a function that satisfies a given condition based on the Lagrangian optimization theory. Among them, the SVM uses a classification method using the maximum margin classifier. Support Vector Classification (SVC). In this embodiment, using one sample group of two sample groups, the SVC that maximizes the difference between two groups (normal group and cancer patient group) within the sample group is derived through machine learning to construct a pancreatic cancer diagnosis function as follows. It was.
  • X is a measure of expression level of pancreatic cancer diagnostic markers
  • cti is the Lagrange multiplier in SVM
  • yi is the delimiter of normal group / pancreatic cancer group
  • a value of 1 is determined to be pancreatic cancer, and a value of -1 is normal. remind Pancreatic cancer was determined using the function.
  • pancreatic cancer was determined by using Formula 1 based on SVM (Support Vector Machine).
  • pancreatic cancer was determined using Function 1 based on SVM (Support Vector Machine).
  • SVM Serial Vector Machine
  • MRM quantitative values of LRG1 and CLU respectively (7.4, 1.451, 3.3803), (6.3, 1.0718, 3.1325) And (26.1, 1.2053, 2.8642)
  • f (7.4, 1.451, 3.3803) -1
  • f (6.3, 1.0718, 3.1325) -1
  • f ( 26.1, 1.2053, 2.8642) -1 to determine that the subject was normal.
  • pancreatic cancer was determined using Function 1 based on SVM (Support Vector Machine).
  • SVM Serial Vector Machine
  • MRM quantitative values of L G1 and KLKB1 respectively (7.4, 1.451, 1.2801).
  • f (7.4, 1.451, 1.2801) -1
  • f (6.3, 1.0718, 0.961) -1
  • f (26.1, 1.2053, 1.5657) -1 was able to determine that the subject is normal.
  • the patient was diagnosed with early stage pancreatic cancer.
  • Example 14 Diagnosis of Pancreatic Cancer from Other Cancers-Data Statistical Analysis
  • the initial stage of the pancreatic cancer was determined using the functional formula 1 based on SVM (Support Vector Machine).
  • the test group was divided into high risk groups.
  • Test 5 consisted of high grade dysplasia and invasive types of high risk (malignant) subtype IPMN experimental group, low dysplasia IPMN, intermediate dysplasia IPMN, normal group and patients with gallstones as benign inflammatory diseases.
  • Test 6 screens for high and low risk groups according to MMS analysis To determine whether the high grade dysplasia and invasive types of the high risk (malignant) subtype IPMN test group consisted of low dysplasia IPMN and intermediate dysplasia IPMN and the test group for screening detection.
  • Test 7 screens for the detection of high-risk and low-gastric groups according to the ELISA assay.
  • the invasive type-i-Jl " 3 ⁇ 4 (malignant) subtype IPMN test group consisted of a low dysplasia IPMN and an intermediate dysplasia IPMN test group for screening detection.
  • the CA19-9 protein is Roche Diagnostics By chemiluminescent enzyme immunoassay (CLEIA) using a COB AS Elecsys CA 19-9 instrument, LRG1 and TTR proteins were measured by MRM quantitative analysis.
  • CLIA chemiluminescent enzyme immunoassay
  • the ROC graph is a representation of the relationship between sensitivity and specificity on a two-dimensional plane. The larger the area under the ROC graph (AUC; 0 ⁇ AUC ⁇ 1), the more accurate it is. . Sn
  • Sp 0.9
  • Sp 0 .
  • the measurement result of 9 is shown in Table 18 and FIGS. 39 to 63.
  • the markers according to the present invention or a combination of two or more markers are diagnostic markers for selectively detecting high-risk IPMNs, distinct from the control group. Its performance was shown to be very good. In particular, the combination markers according to the present invention were able to confirm that the high-risk IPMN detection performance is superior to that of using commercial pancreatic cancer diagnostic marker CA19-9 alone.
  • Example 17 Screening Detection of Low Risk IPMN and High Risk IPMN by MRM-MS Method The sample test of Example 15 for the differential detection of low risk IPMN and high risk IPMN. For 6, the tests shown in Table 33 were performed in substantially the same manner as in the MMS assay of Example 16. The AUC and Sn
  • the measurement result of Sp o.9 is shown in Table 19 and FIGS. 64 to 89.
  • the marker according to the present invention or a combination of two or more markers is a diagnostic marker for selectively detecting high-risk IPMN ol, distinguished from low-risk IPMN. Its performance was shown to be very good.
  • the combinatorial markers according to the present invention may be used for the pancreatic cancer diagnostic marker CA19-9.
  • Example 18 Screening Detection of Low-Risk IPMN and High-Risk IPMN by ELISA Method
  • the diagnostic performance of the marker pancreatic cancer was analyzed using the MRM-MS method.
  • the marker combination of Table 20 was confirmed to be excellent in distinguishing diagnostic performance of high-risk IPMN.
  • the marker according to the present invention was shown to have a very good performance as a diagnostic marker for selectively detecting a high risk group IPMN to be distinguished from a low risk group IPMN.
  • the markers according to the present invention were confirmed to be superior to the high-risk IPMN detection performance than when using commercial pancreatic cancer diagnostic marker CA19-9 alone.

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Abstract

The present invention relates to: a composition for diagnosing pancreatic cancer, containing a preparation for measuring the expression level of a protein or a gene thereof, and capable of being used for determining whether there is a risk of pancreatic cancer; a kit; and a method for diagnosing pancreatic cancer by using the same. The present invention can significantly predict or identify the risk of pancreatic cancer or a precancerous lesion of pancreatic cancer, the early diagnosis thereof and the extent of diseases thereof by providing a diagnostic marker of pancreatic cancer, and can be utilized in the research of pancreatic cancer oncogenesis. In addition, the diagnostic method of the present invention can provide simple and early diagnosis of pancreatic cancer from the blood and the like in a non-invasive manner.

Description

【명세서】  【Specification】

【발명의 명칭】  [Name of invention]

췌장암 진단용 조성물 및 이를 이용한 췌장암 진단방법 [기술분야]  Pancreatic cancer diagnostic composition and pancreatic cancer diagnostic method using the same

본 발명은 췌장암의 발병 또는 발병 가능성의 판단에 사용될 수 있는, 특정 마커 유전자의 단백질 발현 수준 또는 mRNA의 발현 수준을 측정하는 제제를 포함하는 췌장암 진단용 조성물과 키트, 및 이를 이용한 췌장암  The present invention is a pancreatic cancer diagnostic composition and kit comprising an agent for measuring the protein expression level or mRNA expression level of a specific marker gene, which can be used to determine the onset or the likelihood of pancreatic cancer, and pancreatic cancer using the same

진단방법에 관한 것이다. It is about a diagnosis method.

【발명의 배경이 되는 기술】 [Technique to become background of invention]

현대인의 주요 질환 중에서, 암의 치료방법과 진단방법에 관한 연구는 발병빈도가 높은 폐암, 간암, 위암 등을 중심으로 비교적 활발히 진행되고 있다. 그러나, 발병반도가 낮은 식도암, 대장암, 췌장암 등에 대한 연구는 상대적으로 저조한 실정이다.  Among the major diseases of modern people, researches on the treatment and diagnosis of cancer are relatively active, mainly in lung cancer, liver cancer, gastric cancer, and the like. However, studies on esophageal cancer, colorectal cancer, and pancreatic cancer with low incidence incidence are relatively low.

특히, 췌장암은 초기에는 별로 증세를 느끼지 않으며, 이미 전신전이가 일어난 후에.통증과 체중감소 등와 증세가 나타나는 것이 보통이어서, 더욱 치유율이 낮은 편이므로 정기적인 진단이 매우 중요하다. 임상증세는 대부분이 서서히 발병하고, 허약해지기 쉬우며, 식욕감퇴, 체중감소는 가장 흔한 증세이다. 췌장암은 5년 생존율이 1-4%, 중앙생존기간 5개월에 이르는 치명적인 암으로 인체의 암 중에서 가장 불량한 예후를 보이고 있다. 또한, 80-90% 환자에서 진단시 완치를 기대하는 근치적 절제가 불가능한 상태에서 발견되기 때문에 예후가 불량하고 치료는 주로 항암요법에 의존하고 있으므로, 그 어떤 인체 암보다도 조기 진단법 개발이 절실히 요망되고 있다.  In particular, pancreatic cancer does not feel much at an early stage, and after general metastasis has already occurred. Pain, weight loss, and symptoms usually appear, and the healing rate is lower, so regular diagnosis is very important. Most clinical symptoms are slow onset, fragile, and loss of appetite and weight loss are the most common symptoms. Pancreatic cancer is a fatal cancer with a 5-year survival rate of 1-4% and a median survival of 5 months. It has the poorest prognosis among human cancers. In addition, since 80% to 90% of patients are found in a state where curative resection is not possible to expect a cure, the prognosis is poor and treatment mainly depends on chemotherapy. have.

현재까지 췌장암에 효과가 있다고 알려진 5-플루오로유라실,  5-fluorouracil, known to date for pancreatic cancer,

젬시타빈 (gemcitabine), 타르세바 (tarceva)를 포함한 몇 가지 항암제의 치료 효과는 지극히 저조하며, 항암치료에 대한 반웅율은 15% 내외에 불과하고 이러한사실은 췌장암 환자의 예후를 향상시키기 위해서는 보다 효과적인 조기 진단법 및 치료법의 개발이 절실히 요구되고 있음을 시사한다. 치명적인 췌장암으로 진행되기 전단계인 췌장암의 전구병변에 대한 적절한 진단과 치료가 췌장암 치료 성적 향상에 매우 중요하다. The effectiveness of some anticancer drugs, including gemcitabine and tarceva, is extremely low, and the response rate to chemotherapy is only around 15%, which is more effective to improve the prognosis of pancreatic cancer patients. The development of early diagnostics and treatments is urgently needed. Proper diagnosis and treatment of pancreatic cancer in the pancreatic cancer, a stage prior to the development of fatal pancreatic cancer, It is very important to improve your grades.

췌장암 또는 췌장암 전구병변의 진단은 혈액검사 (CA 19-9), 위, 십이지장의 X선 조영검사, 피부 및 간을 통한 담도촬영 (膽道撮影)과 역행성 내시경  Diagnosis of pancreatic or pancreatic progenitor lesions includes blood tests (CA 19-9), X-ray imaging of the stomach and duodenum, biliary tract imaging through the skin and liver, and retrograde endoscopy.

담도촬영술 사용되고 있다. 이들 방법에 의해 질병의 병변을 발견하였으나, 최근에 초음파촬영 및 전산화 단층촬영이 가장 많이 사용된다. 보다 정밀한 조직검사를 수행하여 비교적 정확한 검사결과를 얻을 수도 있다. 그러나, 상기 진단방법은 정확도가 떨어지거나, 환자에게 고통이 따르는 등 그 수행방법이 매우 불편하여 피검자들이 이를 꺼려하는 실정이다. 따라서, 간편하고 신속하게 췌장암 또는 췌장암 전구병변을 진단할 수 있는 검사방법의 개발이 요구되어 왔다. 최근 건강 검진이나 췌장 외 다른 질환의 진단을 위하여 복부 Biliary grafting is used. Although disease lesions have been discovered by these methods, ultrasonography and computed tomography are most commonly used in recent years. More accurate biopsies can be performed to obtain relatively accurate results. However, the diagnosis method is very inconvenient to perform the method, such as inaccuracy or pain to the patient, the subjects are reluctant to do this. Therefore, there has been a demand for the development of a test method for diagnosing pancreatic cancer or pancreatic cancer precursor lesions easily and quickly. Abdomen for recent medical examination or diagnosis of diseases other than pancreas

초음파 (abdominal ultrasound, US), 복부 전산화 단층 촬영 (computed tomography, CT), 자기공명 영상진단 (magnetic resonance imaging, MRI) 등의 영상진단 검사들이 많이 시행 되면서 췌장의 악성 병변이 빈번하게 발견된다. 영상진단에서 낭성 병변의 형태를 보이는 병변들은 병리 소견으로는 양성 병변으로부터 전암 Malignant lesions of the pancreas are frequently found due to many imaging tests such as abdominal ultrasound (US), computed tomography (CT), and magnetic resonance imaging (MRI). Lesions showing cystic lesions in the diagnosis were precancerous from benign lesions.

병변 (premalignant lesion)과 악성 병변에 이르기까지 다양한 질환을 포함하고 있으므로 임상적으로 중요하다. It is clinically important because it contains a variety of diseases ranging from premalignant and malignant lesions.

그러나 CT, MRI와 같은 영상진단 검사의 발전에도 불구 하고 양성 병변으로부터 전암, 낭성 병변까지 다양한 병리 소견을 가지는 췌장의 낭성 병변을 수술 전에 정확히 감별 하는 것은 아직도 어려운 실정이다. 따라서 임상적으로는 췌장의 낭성 병변이 악성화할 가능성이 있는 종양 병변인지 아닌지 그리고 악성화 가능성이 있다면 아직 전암 단계의 병변인지 혹은 이미 악성 병변을 동반하고 있는지 감별하는 것이 중요하다ᅳ  However, despite the development of imaging tests such as CT and MRI, it is still difficult to accurately differentiate the cystic lesions of the pancreas with various pathologic findings from benign lesions to precancerous and cystic lesions. Therefore, it is important to clinically distinguish whether cystic lesions of the pancreas are malignant tumors, and if so, whether they are still in the precancerous stage or already have malignant lesions.

대한민국 특허 제 10-0819122호 및 대한민국 공개특허 거 1  Republic of Korea Patent No. 10-0819122 and Republic of Korea Patent 1

2012-0082372호에는, 마트릴린 (matrilin), 트랜스티레틴 (transthyretin), In 2012-0082372, matrilin, transthyretin,

스트라티핀 (stmtifin) 등을 포함하는 다양한 췌장암 마커를 이용한 기술을 개시하고 있다. 또한, 대한민국 공개특허 제 2009-0003308호는 개체의 혈액 시료에서 REG4 단백질의 발현량을 검출하여 췌장암을 진단하는 방법을 개시하고 있으며, 대한민국 출원공개 제 2012-0009781호는 개체의 췌장암 진단에 필요한 정보를 제공하기 위하여 개체로부터 분리한 암 조직 중 XIST RNA의 발현량을 측정하는 분석방법을, 대한민국 출원공개 제 2007-01 19250호는 정상 인간의 췌장 조직과 비교하여 인간 췌장암 조직에서 다르게 발현된 신규 유전자 LBFL313 패밀리를 개시하고 있고, 미국 출원공개 제 201 1/0294136호는 케라틴 8 단백질 등의 바이오 마커들을 이용한 췌장암 진단방법을 개시하고 있다. 하지만, 마커마다 그 진단 효율 및 정확성에서 큰 차이를 나타내므로, 효과가 더 우수한 마커를 발굴하고 이를 이용한 진단방법을 개발할 필요성이 있다. Techniques have been disclosed using various pancreatic cancer markers, including stratifin and the like. In addition, Korean Patent Publication No. 2009-0003308 discloses a method for diagnosing pancreatic cancer by detecting the expression level of REG4 protein in an individual's blood sample, and Korean Patent Application Publication No. 2012-0009781 discloses information necessary for diagnosing pancreatic cancer in an individual. Analytical method for measuring the expression level of XIST RNA in cancer tissue isolated from the individual to provide a, Korean Patent Application Publication No. 2007-01 19250 is a normal human pancreatic tissue and In comparison, a novel gene LBFL313, which is expressed differently in human pancreatic cancer tissue, is disclosed, and US Patent Application Publication No. 201 1/0294136 discloses a method for diagnosing pancreatic cancer using biomarkers such as keratin 8 protein. However, since each marker shows a great difference in the diagnosis efficiency and accuracy, it is necessary to find a marker that is more effective and to develop a diagnostic method using the same.

【발명의 내용】 [Content of invention]

【해결하고자 하는 과제】  Problem to be solved

본 발명의 목적은 췌장암의 발병, 발병 가능성 또는 위험도를 간편하게 조기 진단할 수 있는 췌장암 진단 마커를 제공하고자 한다.  An object of the present invention is to provide a pancreatic cancer diagnostic marker that can easily diagnose the onset, the likelihood or the risk of pancreatic cancer.

본 발명의 목적은 췌장암의 발병, 발병 가능성 또는 위험도를 간편하게 조기 진단할 수 있는 췌장암 진단용 조성물을 제공하는 것이다.  An object of the present invention is to provide a pancreatic cancer diagnostic composition that can easily diagnose the onset, the likelihood or the risk of pancreatic cancer.

본 발명의 다른 목적은 상기 조성물을 포함하는 췌장암 진단용 키트를 제공하는 것이다.  Another object of the present invention to provide a pancreatic cancer diagnostic kit comprising the composition.

본 발명의 또 다른 목적은 상기 진단용 조성물 또는 키트를 이용하여 췌장 암을 진단하는 방법 또는 췌장암의 진단을 위한 정보를 제공하는 방법을 제공하는 것이다.  Still another object of the present invention is to provide a method for diagnosing pancreatic cancer using the diagnostic composition or kit, or providing a method for diagnosing pancreatic cancer.

본 발명의 추가 목적은 상기 진단용 조성물 또는 키트를 이용하여, 탐지 대상에서 췌장암의 존부 또는 악성도를.결정하는 방법을 제공하는 것이다.  It is a further object of the present invention to provide a method for determining the presence or absence of malignancy of pancreatic cancer in a subject to be detected using the diagnostic composition or kit.

본 발명의 목적은 췌장암의 발병, 발병 가능성 또는 위험도를 간편하게 조기 진단할 수 있는 췌장암 진단 마커의 췌장암 진단 용도를 제공하는 것이다.  An object of the present invention is to provide a pancreatic cancer diagnostic use of the pancreatic cancer diagnostic marker that can easily diagnose the onset, likelihood or risk of pancreatic cancer.

【과제의 해결 수단】 [Measures of problem]

상기 목적을 달성하기 위하여, 본 발명은 췌장암 진단용 마커 유전자의 단백질의 발현 수준 또는 mRNA의 발현 수준을 측정하는 제제를 포함하는 췌장암 또는 전구병변의 진단용 조성물로서, 상기 진단용 조성물을 포함하는 췌장암의 진단용 키트, 및 췌장암을 갖거나 의심되는 대상에서 췌장암의 존부를 결정하는 방법 또는 악성도를 결정하는 방법을 제공하는 것이다ᅳ 상기 췌장암 진단용 조성물 또는 키트는 분석 방법에 적합한 한 종류 또는 그 이상의 추가 성분, 용액 또는 장치를 더 포함할 수 있다. 본 발명의 또 다른 일예에서, 상기 췌장암 진단은, 정상군과 구별하여. 췌장암을 선별적으로 검출하거나, 다양한 암중에서 췌장암을 선별적으로 검출하거나, CA19-9의 수치가 37 U/ 미만인 췌장암을 검출할 수 있다. In order to achieve the above object, the present invention is a pancreatic cancer or a prognostic diagnostic composition for pancreatic cancer comprising a pancreatic cancer diagnostic marker protein expression level or a preparation for measuring the expression level of mRNA, kit for diagnosing pancreatic cancer comprising the diagnostic composition And a method for determining the presence or the malignancy of pancreatic cancer in a subject having or suspected of having pancreatic cancer. The composition or kit for diagnosing pancreatic cancer is one or more additional ingredients, solutions or The apparatus may further include. In another embodiment of the present invention, the pancreatic cancer diagnosis is distinguished from the normal group . Pancreatic cancer may be selectively detected, pancreatic cancer may be selectively detected among various cancers, or pancreatic cancer having a level of CA19-9 of less than 37 U /.

구체적으로, 상기 췌장암 진단용 조성물 또는 키트는 정상군과 췌장암 환자군을 구별하여 췌장암 군을 검출 또는 진단할 뿐만 아니라, 비교적 초기 진단이 어려운 1기 및 2기의 췌장암 (PDAC)을 구별하여 검출 또는 진단할 수 있으며, 암이외의 다양한 췌장 관련 질환, 예를 들면 췌장염 및 담낭염과 구별하여 췌장암을 선별할 수 있고, 다른 종류의 암, 예를 들면 유방암, 대장암 및 /또는 갑상선암 등과 구별하여 췌장암을 선별적으로 검출 또는 진단할 수 있으며, 알려진 췌장암 진단 마커, 예를 들면 CA19-9의 수치가 37 U/ 미만인 췌장암을 CA19-9의 수치가 37 U/ml 미만인 정상, 췌장염 및 담낭염 등이 췌장 관련 질환과 구별되게 검출할 수 있다. Specifically, the pancreatic cancer diagnostic composition or kit not only detects or diagnoses a pancreatic cancer group by distinguishing between a normal group and a pancreatic cancer patient group, but also detects or diagnoses stage 1 and 2 pancreatic cancers (PDAC) that are relatively difficult to diagnose early. Pancreatic cancer can be screened to distinguish from various pancreas-related diseases other than cancer, such as pancreatitis and cholecystitis, and to selectively pancreatic cancer to distinguish from other types of cancer, such as breast cancer, colon cancer and / or thyroid cancer. Known pancreatic cancer markers, such as pancreatic cancer with a CA19-9 of less than 37 U / ml, and pancreatic related diseases such as normal, pancreatitis and cholecystitis with a CA19-9 of less than 37 U / ml. Can be detected distinctly.

상기 마커 유전자는 적어도 세 가지 종류 또는 그 이상의 마커 유전자의 조합으로서, 구체적으로  The marker gene is a combination of at least three kinds or more marker genes, specifically

(a) CA 19-9(carbohydrate antigen 19-9);  (a) carbohydrate antigen 19-9 (CA 19-9);

(b) LRG 1 (Leucine-rich alpha-2-glycoprotein 1, LRG1); 및  (b) Leucine-rich alpha-2-glycoprotein 1, LRG1; And

(c) TTR(Transthyretin, ATTR, Prealbumin, TBPA), ClR(Complement Clr subcomponent precursor), CLU(Clusterin preproprotein) 및 KLKB 1 (Plasma Kallikrein protein)으로 이루어진 군으로부터 선택된 하나 이상의 마커 유전자를  (c) at least one marker gene selected from the group consisting of TTR (Transthyretin, ATTR, Prealbumin, TBPA), Complement Clr subcomponent precursor (ClR), Cluster preproprotein (CLU) and Plasma Kallikrein protein (KLKB 1).

포함하는 췌장암 진단용 마커들을 포함한다.  It includes markers for diagnosing pancreatic cancer.

상기 다른 목적을 달성하기 위하여, 본 발명은 상기 췌장암 진단용 조성물을 포함하는 췌장암 진단용 키트를 제공한다.  In order to achieve the above another object, the present invention provides a pancreatic cancer diagnostic kit comprising the pancreatic cancer diagnostic composition.

상기 또 다른 목적을 달성하기 위하여, 본 발명은 췌장암 발병 여부를 진단하고자 하는 대상으로부터 시료를 얻는 단계;  In order to achieve the above another object, the present invention comprises the steps of obtaining a sample from a subject to diagnose whether the pancreatic cancer;

상기 시료로부터 적어도 세 가지 종류 또는 그 이상의 마커 유전자의 조합으로서, 구체적으로 (a) CA19-9; (b)LRGl ; 및 (c) TTR, C 1 R, CLU 및 KLKB 1으로 이루어진 군으로부터 선택된 어느 하나 이상의 마커 유전자를 포함하는 췌장암 마커들의 단백질의 발현 수준 또는 mRNA 발현 수준을 각각 측정하는 단계; 상기 대상으로부터 얻어진 마커 유전자들의 발현 수준을 각각 정상 대조군 시료에서의 발현 수준을 비교하여, 상기 췌장암 발병 여부를 진단하고자 하는 대상에서 췌장암 또는 발병 가능성이 높은 대상군으로 결정하는 단계를 포함하는, 췌장암의 진단방법 또는 췌장암 진단의 정보를 제공하는 방법에 관한 것이다. As a combination of at least three kinds or more marker genes from the sample, specifically, (a) CA19- 9; (b) LRGl; And (c) measuring the expression level or mRNA expression level of the protein of pancreatic cancer markers including any one or more marker genes selected from the group consisting of TTR, C 1 R, CLU and KLKB 1, respectively; To compare the expression levels of marker genes obtained from the subjects with expression levels in normal control samples, respectively, to diagnose the onset of pancreatic cancer. The present invention relates to a method for providing pancreatic cancer diagnosis or pancreatic cancer diagnosis, comprising determining a subject group having a high probability of pancreatic cancer or a disease.

상기 결정하는 단계에서, 마커 유전자의 발현 수준 비교결과, 대상에서의 CA19-9의 발현 수준이 정상 대조군에서의 발현 수준보다 높고, LRG1의 발현 수준이 정상 대조군에서의 발현 수준보다 높으며, TTR 단백질의 발현 수준 또는 TTR 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상 대조군에서의 발현 수준보다 낮거나, C1R 단백질의 발현 수준 또는 C1R 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상 대조군에서의 발현 수준보다 높거나, CLU 단백질의 발현 수준 또는 CLU 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상 대조군에서의 발현 수준보다 낮거나, KLKB 1 단백질의 발현 수준 또는 KLKB 1 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상  In the determining step, as a result of comparing the expression level of the marker gene, the expression level of CA19-9 in the subject was higher than the expression level in the normal control, the expression level of LRG1 was higher than the expression level in the normal control, The expression level or the expression level of the mRNA of the gene encoding the TTR protein is lower than the expression level in the normal control, or the expression level of the C1R protein or the expression level of the mRNA of the gene encoding the C1R protein is higher than the expression level in the normal control. Elevated, or the expression level of the CLU protein or mRNA of the gene encoding the CLU protein is lower than the expression level in the normal control, or the expression level of the KLKB 1 protein or the mRNA of the gene encoding the KLKB 1 protein This is normal

대조군에서의 발현 수준보다 낮은 경우 췌장암 발병 가능성이 높다고 판정하는 단계를 포함하는, 췌장암의 진단방법 또는 췌장암 진단을 위한 정보를 제공하는 방법을 제공한다. It provides a method for diagnosing pancreatic cancer or providing information for diagnosing pancreatic cancer, the method comprising determining that the pancreatic cancer is more likely to develop when the expression level is lower than that in the control group.

본 발명의 추가 일예는, LRGl(Leucine-rich alpha-2-glycoprotein 1 , LRG1)를 포함하는 췌관내 점액성 유두종양 (Intraductal papillary mucinous neoplasm, IPMN) 마커 단백질 또는 이를 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는, 고위험군 IPMN의 선별 진단용 조성물에 관한 것이다. 상기  An additional embodiment of the present invention is an intraductal papillary mucinous neoplasm (IPMN) marker protein including LRGl (Leucine-rich alpha-2-glycoprotein 1, LRG1) or an expression level of mRNA of a gene encoding the same. It relates to a composition for screening diagnosis of high-risk group IPMN, including an agent for measuring the amount. remind

IPMN 마커는 CA19-9(carbohydmte antigen 19-9), TTR, C1R, CLU 및 KLKB l으로 이루어진 군으로부터 선택된 1종 이상의 마커를 추가로 포함할 수 있다. 예를 들면, 상기 IPMN 마커는 TTR, CIR, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 1종 마커와 LRG1을 포함하는 마커들이거나 , TTR, C1R, CLU 및 The IPMN marker may further comprise one or more markers selected from the group consisting of CA19-9 (carbohydmte antigen 19-9), TTR, C1R, CLU and KLKB l. For example, the IPMN marker may be one marker selected from the group consisting of TTR, CIR, CLU, and KLKB1 and markers including LRG1, or TTR, C1R, CLU, and

KLKB 1으로 이루어진 군으로부터 선택된 2종의 마커와 LRG1을 포함하는 조합 마커일 수 있다. It may be a combination marker comprising LRG1 and two markers selected from the group consisting of KLKB 1.

본 발명의 추가 일예는, CLU(Clusterin preproprotein); 및  Further embodiments of the present invention, CLU (Clusterin preproprotein); And

LRG 1 (Leucine-rich alpha-2-glycoprotein 1 , LRG1), C A 19-9(carbohydrate antigen 19-9), TTR(Transthyretin, ATTR, Prealbumin, TBPA), ClR(Complement Clr subcomponent precursor) 및 KLKB l (Plasma Kallikrein protein;)으로 이루어진 군으로부터 선택된 하나 이상의 마커를 포함하는 IPMN 마커 단백질 또는 이를 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는, 고위험군 IPMN의선별 진단용 조성물에 관한 것이다. 예를 들면, 상기 IPMN 마커는 LRG1 , CA19-9, TTR, C1R 및 KLKB1으로 이루어진 군으로부터 선택된 1종 마커와 CLU를 포함하는 조합 마커, 또는 LRG1 , CA19-9, TTR, C1R 및 KLKB 1으로 이루어진 군으로부터 선택된 2종의 마커와 LRG1을 포함하는 조합 마커일 수 있다. Leucine-rich alpha-2-glycoprotein 1 (LRG1), carbohydrate antigen 19-9 (CA 19-9), Transthyretin, ATTR, Prealbumin, TBPA (TLR), Complement Clr subcomponent precursor (ClR) and KLKB l ( Plasma Kallikrein protein;) of the IPMN marker protein or a gene encoding the same comprising at least one marker selected from the group consisting of including the agent measuring the expression level of mRNA, it relates to a diagnostic composition i screening of high risk IPMN. For example, the IPMN marker is a combination marker including one type of marker selected from the group consisting of LRG1, CA19-9, TTR, C1R and KLKB1 and CLU, or LRG1, CA19-9, TTR, C1R and KLKB 1 It may be a combination marker comprising LRG1 and two markers selected from the group.

본 발명에 따른 일예는, 대상의 시료에 대해, 상기 IPMN 마커 단백질들의 발현 수준 또는 이를 암호화하는 유전자의 mRNA 발현 수준을 각각 측정하는 단계,  One embodiment according to the present invention, for the sample of the subject, measuring the expression level of the IPMN marker proteins or mRNA expression level of the gene encoding the same, respectively,

상기 측정된 마커의 발현 수준을, 대조군 마커의 발현 수준과 비교하는 단계, 및  Comparing the measured expression level of the marker with the expression level of the control marker, and

상기 마커 발현 수준의 비교 결과를 이용하여 상기 대상의 고위험 IPMN 여부를 결정하는 단계를 포함하는,  Using the comparison result of the marker expression levels to determine whether the subject is at high risk of IPMN,

고위험군 IPMN을 진단하는 방법에 관한 것이다. 【발명의 효과】  A method for diagnosing high risk group IPMN. 【Effects of the Invention】

본 발명은 췌장암의 진단 마커를 제공함으로써, 췌장암의 발병 가능성, 조기 진단 및 질병 정도를 유의적으로 예측 또는 파악할 수 있으며, 췌장암의 종양형성 연구에 활용될 수 있다. 또한, 본 발명의 진단방법은 비침습적으로 혈액 등으로부터 간단하게 췌장암을 조기 진단할 수 있다.  By providing a diagnostic marker for pancreatic cancer, the present invention can significantly predict or identify the incidence of pancreatic cancer, early diagnosis, and degree of disease, and can be used for tumorigenesis research of pancreatic cancer. In addition, the diagnostic method of the present invention can non-invasively diagnose early pancreatic cancer simply from blood or the like.

【도면의 간단한 설명】 [Brief Description of Drawings]

도 1은 화학발광 효소 면역 분석법 (CLEIA)에 의한 대조군 및 췌장암 환자군에서의 CA19-9 단백질의 발현량을 나타낸 그래프이다.  1 is a graph showing the expression level of CA19-9 protein in the control group and pancreatic cancer patient group by chemiluminescent enzyme immunoassay (CLEIA).

도 2는 MRM 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의  2 is a control and pancreatic catheter adenocarcinoma patient group by MRM quantitative analysis

L G1 단백질의 발현량을 나타낸 그래프이다. It is a graph showing the expression level of L G1 protein.

도 3은 MRM 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의  3 is a control and pancreatic catheter adenocarcinoma patient group by MRM quantitative analysis

TTR 단백질의 발현량을 나타낸 그래프이다. It is a graph which shows the expression amount of TTR protein.

도 4는 MRM 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의  4 is a control and pancreatic catheter adenocarcinoma patient group by MRM quantitative analysis

C 1 R 단백질의 발현량을 나타낸 그래프이다. It is a graph showing the expression level of C 1 R protein.

도 5는 MRM 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의 CLU 단백질의 발현량을 나타낸 그래프이다. 5 is a control and pancreatic catheter adenocarcinoma patient group by MRM quantitative analysis It is a graph showing the expression level of CLU protein.

도 6은 MRM 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의 KLKB1 단백질의 발현량을 나타낸 그래프이다.  6 is a graph showing the expression level of KLKB1 protein in the control group and pancreatic catheter adenocarcinoma patient group by MRM quantitative analysis.

도 7은 ELISA 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의 LRG1 단백질의 발현량을 나타낸 그래프이다.  7 is a graph showing the expression level of LRG1 protein in the control group and pancreatic catheter adenocarcinoma patient group by ELISA quantitative analysis.

도 8은 ELISA 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의 TTR 단백질의 발현량을 나타낸 그래프이다.  8 is a graph showing the expression level of TTR protein of the control group and pancreatic catheter adenocarcinoma patient group by ELISA quantitative analysis.

도 9는 ELISA 정량 분석에 의한 대조군 및 췌장 도관 선암종 환자군의 CLU 단백질의 발현량을 나타낸 그래프이다.  9 is a graph showing the expression level of CLU protein of the control group and pancreatic catheter adenocarcinoma patient group by ELISA quantitative analysis.

도 10은 면역비탁법 (immunoturbidimetric assay)에 의한 대조군 및 췌장 도관 선암종 환자군의 TTR 단백질의 발현량을 나타낸 그래프이다.  10 is a graph showing the expression level of the TTR protein of the control group and pancreatic catheter adenocarcinoma patient group by immunoturbidimetric assay.

도 11은 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 MRM 정량 분석에 의해 측정되었다.  11 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by MRM quantitative analysis.

도 12는 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 초기 병기 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 MRM 정량 분석에 의해 측정되었다.  12 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when using CA19-9, LRG1 and TTR proteins simultaneously, and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by MRM quantitative analysis.

도 13은 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암과 기타 암의 구분올 위한 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 MRM 정량 분석에 의해 측정되었다.  FIG. 13 shows diagnostic performance for the separation of pancreatic cancer and other cancers when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity). The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by MRM quantitative analysis.

도 14는 CA19-9의 수치가 37 U/m£ 이하인 실험군을 대상으로, CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRGl 및 TTR 단백질은 MRM 정량 분석에 의해 측정되었다. ᅳ FIG. 14 shows the experimental group having a CA19-9 value of 37 U / m £ or less, when CA19-9, LRG1 and TTR proteins were used simultaneously, and CA19-9 protein alone and CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using a combination of markers. The CA19-9 protein is chemiluminescent enzyme immunity By assay (CLEIA), LRGl and TTR proteins were measured by MRM quantitative analysis. ᅳ

도 15는 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA 방법에 의해 측정되었다.  15 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by ELISA method.

도 16은 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 초기 병기 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA 방법에 의해 측정되었다.  FIG. 16 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by ELISA method.

도 Π은 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암과 기타 암의 구분을 위한 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학 ¾광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA 방법에 의해 측정되었다.  FIG. Π shows diagnostic performance for the separation of pancreatic and other cancers when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity). The CA19-9 protein was measured by chemical light photoenzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were determined by ELISA method.

도 18은 CA19-9의 수치가 37 U/m£ 이하인 실험군을 대상으로, CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역  FIG. 18 shows experimental groups with CA19-9 levels of 37 U / m £ or less, when CA19-9, LRG1 and TTR proteins were used simultaneously, and CA19-9 protein alone and CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using a combination of markers. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA 방법에 의해 측정되었다. 도 19는 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정되었다. By assay (CLEIA), LRG1 and TTR proteins were measured by ELISA method. 19 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be. The CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification.

도 20은 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 초기 병기 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정되었다. 20 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison. The CA19-9 protein is By chemiluminescent enzyme immunoassay (CLEIA), LRG1 protein was measured by ELISA method, TTR protein was measured by immunobidification method.

도 21은 CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암과 기타 암의 구분을 위한 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정되었다.  FIG. 21 shows diagnostic performance for distinguishing pancreatic cancer from other cancers when CA19-9, LRG1 and TTR proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity). The CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification.

도 22는 CA19-9의 수치가 37 U/m 이하인 실험군을 대상으로, CA19-9, LRG1 및 TTR 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19— 9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19— 9 단백질은 화학발광 효소 면역  FIG. 22 shows two groups, CA19-9 and TTR, using CA19-9 protein alone and CA19-9, LRG1, and TTR protein simultaneously, with a CA19-9 level of 37 U / m or less. Pancreatic cancer diagnostic performance (AUC and detection sensitivity) when used in combination. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정되었다. By assay (CLEIA), LRG1 protein was determined by ELISA method and TTR protein was determined by immunobidification method.

도 23은 CA19-9, LRG1 및 C1R 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 C1R 단백질은 MRM 정량 분석에 의해 측정되었다. . . 23 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using CA19-9, LRG1 and C1R proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins were determined by MRM quantitative analysis. . .

도 24는 CA19-9, LRG1 및 C1R 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 초기 병기 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 C1R 단백질은 MRM 정량 분석에 의해 측정되었다.  Figure 24 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when using CA19-9, LRG1 and C1R proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins were determined by MRM quantitative analysis.

도 25는 CA19-9, LRG1 및 C1R 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암과 기타 암의 구분을 위한 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 C1R 단백질은 MRM 정량 분석에 의해 측정되었다.  FIG. 25 shows diagnostic performance for distinguishing pancreatic cancer from other cancers when using CA19-9, LRG1, and C1R proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity). The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins were determined by MRM quantitative analysis.

도 26은 CA19-9의 수치가 37 U/ 이하인 실험군을 대상으로, CA19-9, LRG1 및 C1R 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19— 9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 FIG. 26 shows the use of CA19-9, LRG1, and C1R proteins simultaneously and CA19-9 protein alone in an experimental group with CA19-9 levels of 37 U / or less. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) using a combination of two markers, CA19-9 and TTR. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1 및 C1R 단백질은 MRM 정량 분석에 의해 측정되었다. By Assay (CLEIA), LRG1 and C1R proteins were measured by MRM quantitative analysis.

도 27은 CA19-9, LRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 MRM 정량 분석에 의해 측정되었다.  FIG. 27 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using CA19-9, LRG1 and CLU proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis.

도 28은 CA19-9, LRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 초기 병기 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 MRM 정량 분석에 의해 측정되었다.  FIG. 28 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when using CA19-9, LRG1 and CLU proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis.

도 29는 CA19-9, LRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암과 기타 암의 구분을 위한 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 MRM 정량 분석에 의해 측정되었다.  29 shows diagnostic performance for distinguishing pancreatic cancer from other cancers when CA19-9, LRG1 and CLU proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity). The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis.

도 30은 CA19-9의 수치가 37 U/ 이하인 실험군을 대상으로, CA19-9, FIG. 30 illustrates an experimental group having a CA19-9 value of 37 U / or less.

LRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when LRG1 and CLU proteins were used simultaneously and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 MRM 정량 분석에 의해 측정되었다. By assay (CLEIA), LRG1 and CLU proteins were measured by MRM quantitative analysis.

도 31은 CA19-9, LRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질올 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 방법에 의해 측정되었다. 도 32는 CA19-9, LRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 초기 병기 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질^ 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 방법에 의해 측정되었다. 31 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using CA19-9, LRG1 and CLU proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by ELISA method. FIG. 32 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when CA19-9, LRG1 and CLU proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison. By the CA19-9 protein ^ chemiluminescent enzyme immunoassay (CLEIA), LRG1 and CLU proteins were measured by ELISA method.

도 33은 CA19-9JLRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암과 기타 암의 구분을 위한 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 방법에 의해 측정되었다.  33 shows diagnostic performance (AUC and detection) for differentiating pancreatic cancer and other cancers when CA19-9JLRG1 and CLU proteins are used simultaneously and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. Sensitivity). The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by ELISA method.

도 34는 CA19-9의 수치가 37 U/ 이하인 실험군을 대상으로, CA19-9, LRG1 및 CLU 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역  FIG. 34 is a diagram showing the use of CA19-9, LRG1, and CLU proteins simultaneously and CA19-9 protein alone and two markers of CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when used in combination. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 방법에 의해 측정되었다. 도 35는 CA19-9, LRG1 및 KLKB1 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다. By assay (CLEIA), LRG1 and CLU proteins were measured by ELISA method. 35 compares pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using CA19-9, LRG1 and KLKB1 proteins simultaneously and using CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. will be. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were measured by MRM quantitative analysis.

도 36은 CA19-9, LRG1 및 KLKB1 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 초기 병기 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다.  36 shows early stage diagnostic performance (AUC and detection sensitivity) of pancreatic cancer when CA19-9, LRG1 and KLKB1 proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. It is a comparison. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis.

도 37은 CA19-9, LRG1 및 KLKB1 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암과 기타 암의 구분을 위한 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다. 도 38은 CA19-9의 수치가 37 U/in£ 이하인 실험군을 대상으로, CA19-9, LRG1 및 KLKB1 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용과 CA19-9와 TTR의 2가지 마커의 조합 사용시의 췌장암 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 37 shows diagnostic performance for distinguishing pancreatic cancer from other cancers when CA19-9, LRG1 and KLKB1 proteins are used simultaneously, and CA19-9 protein alone and a combination of two markers, CA19-9 and TTR. And detection sensitivity). The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were measured by MRM quantitative analysis. FIG. 38 shows the experimental group with CA19-9 levels of 37 U / in £ or less, when CA19-9, LRG1 and KLKB1 proteins were used simultaneously, and CA19-9 protein alone and CA19-9 and TTR. Comparison of pancreatic cancer diagnostic performance (AUC and detection sensitivity) when using a combination of markers. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1 및 KLKB 1 단백질은 MRM 정량 분석에 의해 측정되었다. By Assay (CLEIA), LRG1 and KLKB 1 proteins were measured by MRM quantitative analysis.

도 39은 LRG1 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 MRM 정량 분석에 의해 측정되었다.  FIG. 39 compares the diagnostic performance (AUC and detection sensitivity) of high risk group IPMN with LRG1 protein and CA19-9 protein alone. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 protein was determined by MRM quantitative analysis.

도 40 내지 도 44는 (LRGl + CA19-9), (LRG1 + TTR), (LRG1 + CLU), (LRG1 + C1R), 또는 (LRGl + KLKB1)의 두 가지 조합 단백질을 동시에 동시에 사용했을 때와 CA19-9 단백질을 단독 사용시의 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역  40-44 show two combination proteins of (LRGl + CA19-9), (LRG1 + TTR), (LRG1 + CLU), (LRG1 + C1R), or (LRGl + KLKB1) simultaneously and simultaneously. The diagnostic performance (AUC and detection sensitivity) of the high risk group IPMN when using CA19-9 protein alone is compared. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1 , TTR, CLU, C1R 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다. By Assay (CLEIA), LRG1, TTR, CLU, C1R and KLKB1 proteins were measured by MRM quantitative analysis.

도 45 내지 도 48은 (L G 1 +C A 19-9+TTR), (LRG 1 +C A 19-9+CLU),  45-48 show (L G 1 + C A 19-9 + TTR), (LRG 1 + C A 19-9 + CLU),

(LRG1+CA19-9+C 1R) 및 (LRG1+CA19-9+KLKB1)의 세 가지 조합 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용시의 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 , TTR, CLU, C1 R 및 KLKBl 단백질은 MRM 정량 분석에 의해 측정되었다. Diagnostic performance (AUC and detection sensitivity) of high-risk IPMN when three combinations of (LRG1 + CA19-9 + C 1R) and (LRG1 + CA19-9 + KLKB1) were used simultaneously and CA19-9 protein alone Is a comparison. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1, TTR, CLU, C1 R and KLKBl proteins were measured by MRM quantitative analysis.

도 49 내지 도 54는 (LRG1+TTR+CLU), (LRG1+TTR+C1R),  49-54 show (LRG1 + TTR + CLU), (LRG1 + TTR + C1R),

(LRG1+TTR+KL B 1), (LRG1+CLU+C1R), (LRG1+CLU+KLKB 1), 및 (LRG1 + TTR + KL B 1), (LRG1 + CLU + C1R), (LRG1 + CLU + KLKB 1), and

(LRG1+C1R+KLKB 1)의 세 가지 조합 단백질을 동시에 사용했올 때와 CA19-9 단백질을 단독 사용시의 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해 LRG1 , TTR, CLU, C 1 R 및 KLKBl 단백질은 MRM 정량 분석에 의해 측정되었다. 도 55 내지 도 57은 (CLU + CA19-9), (CLU + TTR) 및 (CLU + KLKB 1) 의 두 가지 조합 단백질을 동시에 동시에 사용했을 때와 CA19-9 단백질을 단독 사용시의 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, TTR,CLU 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다. The diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs when three combinations of (LRG1 + C1R + KLKB 1) were used simultaneously and when CA19-9 protein was used alone was compared. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1, TTR, CLU, C 1 R and KLKBl proteins were measured by MRM quantitative analysis. 55 to 57 show that when two combination proteins of (CLU + CA19-9), (CLU + TTR) and (CLU + KLKB 1) are used simultaneously and CA19-9 protein alone The diagnostic performance (AUC and detection sensitivity) of the high-risk IPMNs in use is compared. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the TTR, CLU and KLKB1 proteins were measured by MRM quantitative analysis.

도 58 내지 도 63는 (CLU+CA19-9+TTR),(CLU+CA19-9+ClR),  58-63 show (CLU + CA19-9 + TTR), (CLU + CA19-9 + ClR),

(CLU+CA 19-9+KLKB 1 ), (CLU+TTR+C 1 R), (CLU+TTR+KLKB 1 ), 및 (CLU + CA 19-9 + KLKB 1), (CLU + TTR + C 1 R), (CLU + TTR + KLKB 1), and

(CLU+C1R+KLKB1)의 세 가지 조합 단백질을 동시에 사용했을 때와 CA19-9 단백질을 단독 사용시의 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해 L G1,TTR, CLU,C1R 및 KLKBl 단백질은 MRM 정량 분석에 의해 측정되었다. 도 64는 LRG1 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해 LRG1 단백질은 MRM 정량 분석에 의해 측정되었다. The diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs when three combinations of (CLU + C1R + KLKB1) were used simultaneously and when CA19-9 protein was used alone was compared. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the L G1, TTR, CLU, C1R and KLKBl proteins were measured by MRM quantitative analysis. FIG. 64 compares the diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs distinguished from low-risk IPMNs using LRG1 protein and CA19-9 protein alone. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 protein was measured by MRM quantitative analysis.

도 65 내지 도 69는 (LRG1 + CA19-9), (LRG1 + TTR), (LRG1 + CLU), (LRG1 + C1R), 및 (LRG1 +KLKB1)2가지 조합 마커 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRGI TTR, CLU, C1R 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다.  Figures 65-69 show CA19- and two combination marker proteins using (LRG1 + CA19-9), (LRG1 + TTR), (LRG1 + CLU), (LRG1 + C1R), and (LRG1 + KLKB1). The comparison of diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs with 9 protein alone compared to low-risk IPMNs. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRGI TTR, CLU, C1R and KLKB1 proteins were measured by MRM quantitative analysis.

도 70 내지 도 73은 (CA19-9+LRGl+TTR),(CA19-9+LRGl+ClR), Figure 70 to Fig. 73 (CA19-9 + LRGl + TTR), (CA19- 9 + LRGl + ClR),

(CA19-9+LRG1+CLU), 및 (CA19-9+LRG1+KLKB1) 3가지 조합 마커 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1,TTR,CLU,C1R 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다.  Diagnostic performance of high-risk IPMNs distinguished from low-risk IPMNs when using three combination marker proteins (CA19-9 + LRG1 + CLU), and (CA19-9 + LRG1 + KLKB1) and CA19-9 protein alone ( AUC and detection sensitivity). The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1, TTR, CLU, C1R and KLKB1 proteins were measured by MRM quantitative analysis.

도 74 내지 도 79는 (LRG1+TTR+CLU), (LRG1+TTR+C1R),  74-79 show (LRG1 + TTR + CLU), (LRG1 + TTR + C1R),

(LRG1+TTR+KLKB1), (LRG1+CLU+C1R), (LRG1+CLU+KLKB1) 및 (LRG1 + TTR + KLKB1), (LRG1 + CLU + C1R), (LRG1 + CLU + KLKB1) and

(LRG1+C1R+KLKB1)의 3가지 조합 마커 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1, TTR, CLU, C1R 및 KLKBl 단백질은 The diagnostic performance (AUC and detection sensitivity) of the high risk IPMN, which is distinguished from the low risk IPMN when using the three combination marker proteins (LRG1 + C1R + KLKB1) and the CA19-9 protein alone, is compared. The CA19-9 protein is chemiluminescent By enzymatic immunoassay (CLEIA), LRG1, TTR, CLU, C1R and KLKBl proteins

MRM 정량 분석에 의해 측정되었다. It was measured by MRM quantitative analysis.

도 80 내지 도 83은 (CLU + CA19-9), (CLU + TTR), (CLU + C1R) 및 (CLU + KLKB1)의 2 가지 조합 마커 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역  80 to 83 show two combination marker proteins of (CLU + CA19-9), (CLU + TTR), (CLU + C1R), and (CLU + KLKB1) and when using CA19-9 protein alone. Comparison of diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs with low-risk IPMNs. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1, TTR, CLU, C1R 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다. By Assay (CLEIA), LRG1, TTR, CLU, C1R and KLKB1 proteins were measured by MRM quantitative analysis.

도 84 내지 도 89은 (CLU+CA19-9+TTR), (CLU+CA19-9+C1R),  84-89 show (CLU + CA19-9 + TTR), (CLU + CA19-9 + C1R),

(CLU+CA19-9+KLKB1), (CLU+TTR+C1R), (CLU+TTR+KLKB1) 및 (CLU + CA19-9 + KLKB1), (CLU + TTR + C1R), (CLU + TTR + KLKB1) and

(CLU+C1R+KLKB1) 의 3 가지 조합 마커 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1, TTR, CLU, C1R 및 KLKB1 단백질은  The diagnostic performance (AUC and detection sensitivity) of the high risk IPMN, which is distinguished from the low risk IPMN when using the three combination marker proteins (CLU + C1R + KLKB1) and the CA19-9 protein alone, is compared. The CA19-9 protein was chemiluminescent enzyme immunoassay (CLEIA), LRG1, TTR, CLU, C1R and KLKB1 protein

MRM 정량 분석에 의해 측정되었다. It was measured by MRM quantitative analysis.

도 90은 LRG1 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 분석에 의해 측정되었다.  FIG. 90 compares the diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs distinguished from low-risk IPMNs using LRG1 protein and CA19-9 protein alone. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 protein was determined by ELISA assay.

도 91 내지 도 93는 (LRG1 + CA19-9), (LRG1 + TTR) 및 (LRG1 + CLU) 91-93 show (LRG1 + CA19-9), (LRG1 + TTR) and (LRG1 + CLU)

2가지 조합 마커 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 , TTR, CLU, C1R 및 KLKBl 단백질은 ELISA 분석에 의해 측정되었다. The diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs, which is distinct from low-risk IPMNs when using two combinatorial marker proteins and CA19-9 protein alone, is compared. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1, TTR, CLU, C1R and KLKBl proteins were measured by ELISA assay.

도 94 내지 도 97은 (LRG1+CA19-9+TTR), (LRG1+CA19-9+CLU),  94-97 show (LRG1 + CA19-9 + TTR), (LRG1 + CA19-9 + CLU),

(LRG 1 +C A 19-9+TTR+CLU) 및 (LRG1+TTR+CLU)의 조합 마커 단백질을 사용했을 때와 CA19-9 단백질을 단독 사용시의 저위험군 IPMN과 구별되는 고위험군  High risk group distinguished from low risk group IPMN when using combination marker protein of (LRG 1 + C A 19-9 + TTR + CLU) and (LRG1 + TTR + CLU) and CA19-9 protein alone

IPMN의 진단 성능 (AUC 및 검출 민감도)올 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1, TTR, CLU, C1R 및 KLKBl 단백질은 ELISA 분석에 의해 측정되었다. 도 98 내지 도 100은 (CLU + CA19-9), (CLU + TTR) 및 The diagnostic performance (AUC and detection sensitivity) of IPMN is compared. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1, TTR, CLU, C1R and KLKBl proteins were measured by ELISA analysis. 98-100 show (CLU + CA19-9), (CLU + TTR) and

(CLU+CA19-9+TTR)의 조합 마커 단백질을 사용했을 때와 CA19-9 단백질올 단독 사용시의 저위험군 IPMN과 구별되는 고위험군 IPMN의 진단 성능 (AUC 및 검출 민감도)을 비교한 것이다. 상기 CA19-9 단백질은 화학발광 효소 면역 The diagnostic performance (AUC and detection sensitivity) of high-risk IPMNs distinguished from low-risk IPMNs when using a combination marker protein of (CLU + CA19-9 + TTR) versus CA19-9 protein alone. The CA19-9 protein is chemiluminescent enzyme immunity

분석법 (CLEIA)에 의해, LRG1, TTR, CLU, C1R 및 KLKB1 단백질은 ELISA 분석에 의해 측정되었다. By Assay (CLEIA), LRG1, TTR, CLU, C1R and KLKB1 proteins were measured by ELISA assay.

【발명을 실시하기 위한 구체적인 내용】 [Specific contents to carry out invention]

본 발명에서 용어 "췌장암 (pancreatic cancer)' '이란 췌장 세포에서 기원하는 암 (암종) 또는 종양을 의미한다. 췌장암에는 여러 가지 종류가 있으며 , 수술적 절제로 치료 가능한 양성 종양에서부터 예후가 매우 좋지 않은 악성 종양에 이르기 까지 다양한 종류를 포함하며, 양성 종양, 악성 종양 그리고 양성이나 악성으로 변화하는 경우 등을 포함한다. 예를 들면, 췌장암의 악성 종양으로는 췌관세포에서 발생한 췌관 선암종 (Pancreatic ductal adenocarcinoma, PD AC)이 췌장암의 약 90% 정도를 차지하고 있어 일반적으로 췌장암이라고 하면 췌관 선암종을 의미하는 좁은 의미로 사용되는 경우도 있으나, 그 외에 다양한 종류의 췌장암, 예를 들면 신경내분비 종양 (neuroendocrine tumor) 및 선방 세포 암종 (acinar cell tumor)을 포함한다. 또 다른 예로서, 대표적인 낭성 종양으로서 장액성 낭성 종양, 점액성 낭성 종양, 췌관내 유두상 점액성 종양 (Intraductal papillary mucinous neoplasm, IPMN), 고형 가유두상 종양 등을 포함한다.  In the present invention, the term "pancreatic cancer" refers to a cancer (carcinoma) or a tumor originating from pancreatic cells.There are various types of pancreatic cancer, and the prognosis from benign tumors that can be treated by surgical resection is very poor. This includes malignant tumors, including benign tumors, malignant tumors, and benign or malignant cases, for example, pancreatic adenocarcinoma (Pancreatic ductal adenocarcinoma) PD AC) accounts for about 90% of pancreatic cancer, and pancreatic cancer is generally used in a narrow sense to mean pancreatic adenocarcinoma, but other types of pancreatic cancer such as neuroendocrine tumors and Including acinar cell tumors, as another example, a representative cystic tumor. Standing sheet, and the like liquid cystic tumor, mucinous cystic tumor, pancreatic duct in papillary mucinous tumors (Intraductal papillary mucinous neoplasm, IPMN), solid tumor pseudogenes heads.

바람직하게는, 상기 췌장암은 췌관 선암종 또는 IPMN일 수 있으며, 상기 췌관 선암종은 다양한 원인에 의해서 발생할 수 있으며, 예를 들면 IPMN에서 유래된 췌관 선암종이거나 IPMN과 무관하게 발생할 수도 있으며, 또는  Preferably, the pancreatic cancer may be pancreatic adenocarcinoma or IPMN, and the pancreatic adenocarcinoma may be caused by various causes, for example, may be pancreatic adenocarcinoma derived from IPMN or may be independent of IPMN, or

IPMN-유래 췌관 선암종을 제외할 수도 있다. IPMN-derived pancreatic adenocarcinoma can also be excluded.

WHO의 종양 분류에서는 IPMN을 주 췌관 또는 그 주요 분지에서 발생하는 종양으로 상피가 내강 내로 유두상으로 성장하며 다양한 정도로 점액을 분비하고 췌관이 낭성으로 확장하는 것이 특징인 종양으로 정의하고 있다.  WHO's tumor classification defines IPMN as a tumor that occurs in the main pancreatic duct or its main branches, and the epithelium grows into the papillary into the lumen, secretes mucus to varying degrees, and expands the pancreatic duct to cystic features.

IPMN은 형태학적으로 주췌관의 미만성 확장, 점액이나 종 괴에 의한 비정형의 음영 결손, 부췌관의 낭성확장, 유두 개구부의 확대 및 다량의 점액이 유두 개구부에서 배출되는 소견 등으로 특징지어 지며, 조직학적으로는 췌관 내에 점액을 분비하는 세포들의 유두상 성장을 특징으로 하며 양성부터 악성까지 다양한 스펙트럼을 가지는 질환이다. IPMN은 종양이 발생하는 위치와 병변의 범위에 따라 주췌관형 (main duct type), 분지췌관형 (branch duct type), 흔합형 (mixed type)으로 나눌 수 있다. IPMN is characterized morphologically by diffuse dilatation of the main pancreatic duct, atypical shading defects caused by mucus or mass, cystic dilatation of the pancreatic duct, enlargement of the papillary opening, and finding that a large amount of mucus is discharged from the papillary opening. In the pancreatic duct It is characterized by papillary growth of mucus-secreting cells and has a broad spectrum from benign to malignant. IPMN can be divided into main duct type, branch duct type, and mixed type according to the location of tumor and the extent of lesion.

IPMN의 예후를 결정하는 인자는 침습성, 임파절 전이, 혈관 침습, 조직학적 소견, 절제연의 조직학적 소견 등이며 이 중에서 가장 중요한 것은 침습성이다. 침습성 암이 발생 하기 전의 IPMN은 치유 가능한 질환이지만 침습성 암이 발생한 후의 IPMN은 잔존 췌장이 나 췌장외 조직에 재발이 50-90%에서 발생한다. IPMN은 치유적 절제 후에도 잔존 췌장에 재발이 가능하기 때문에 장기적으로 추적 관찰이 필요하며 생존률을 높이기 위해서는 적절한 조취가 필요하다.  Factors that determine the prognosis of IPMN are invasiveness, lymph node metastasis, vascular invasion, histological findings and histological findings of resection margin. IPMN before invasive cancer is a curable disease, but IPMN after invasive cancer occurs in 50-90% of recurrent pancreas or extra-pancreatic tissue. Since IPMN can recur on the remaining pancreas after curative resection, long-term follow-up is necessary and appropriate measures are needed to improve survival.

따라서 , IPMN의 악성도 평가는 이후 예후관찰 및 처치방법의 선택에 있어서 매우 중요하며, 통상 IPMN의 악성도는 수술후 현미경적 조직검사를 통해 구분되며 Low, Intermediate, High grade dysplasia, IPMN associated with an invasive carcinoma로 나뉘며 나열한 순서대로 악성도가 높아진다. 주변 stroma의 침윤이 있는 invasive carcinoma의 부분은 췌장암에서 가장 흔한 형태의 암종인 ductal adenocarcinomas! 형태나 mucinous noncystic carcinoma (colloid carcinoma)의 형태를 보일 수 있다.  Therefore, the evaluation of malignancy of IPMN is very important in the prognostic observation and selection of treatment methods, and usually, the degree of malignancy of IPMN is classified by postoperative microscopic biopsy, and Low, Intermediate, High grade dysplasia and IPMN associated with an invasive It is divided into carcinoma and malignancy increases in the order listed. Part of the invasive carcinoma with infiltration of the surrounding stroma is ductal adenocarcinomas, the most common form of carcinoma in pancreatic cancer. It may be present in the form or form of mucinous noncystic carcinoma (colloid carcinoma).

본 발명에 있어서, 상기 IPMN의 악성도 및 /또는 침윤성에 따라 High grade dysplasia와 invasive type을 malignant subtype 또는 고위험 (High risk) IPMN으로 정의하고, Low 및 Intermediate grade dysplasia을 저위험 (low risk) IPMN으로 구분하여 이들 악성도를 구분하는 방법 및 조성물, 키트를 제공한다. 본 발명에 따른 췌장암 관련 마커들은 저위험군 IPMN와 구별하여 고위험군 IPMN을 선별할 수 있다.  In the present invention, the high grade dysplasia and invasive type are defined as malignant subtype or high risk IPMN according to the malignancy and / or invasiveness of the IPMN, and low and intermediate grade dysplasia are defined as low risk IPMN. Provided are methods, compositions, and kits that differentiate these malignancies. The pancreatic cancer-related markers according to the present invention can select high risk group IPMN by distinguishing it from low risk group IPMN.

또한, 본 발명은 상기 췌장암 진단용 조성물을 포함하는 췌장암 진단용 키트를 제공한다. 바람직하게, 상기 키트는 RT-PCR 키트, DNA 칩 키트, ELISA 키트, 단백질 칩 키트, 래피드 (rapid) 키트 또는 MRM(Multiple reaction monitoring) 키트일 수 있다.  In addition, the present invention provides a pancreatic cancer diagnostic kit comprising the pancreatic cancer diagnostic composition. Preferably, the kit may be an RT-PCR kit, a DNA chip kit, an ELISA kit, a protein chip kit, a rapid kit, or a multiple reaction monitoring (MRM) kit.

본 발명에서 사용된 용어 "진단 "은 특정 질병 또는 질환에 대한  As used herein, the term "diagnosis" refers to a particular disease or condition

대상 (subject)의 감수성 (susceptibility)을 판정하는 것, 대상이 특정 질병 또는 질환을 현재 가지고 있는지 여부를 판정하는 것, 특정 질병 또는 질환에 걸린 대상의 예후 (prognosis) (예컨대, 전-전이성 또는 전이성 암 상태의 동정, 암의 단계 결정 또는 치료에 대한 암의 반웅성 결정)를 판정하는 것, 또는 Determining the susceptibility of a subject, wherein the subject has a specific disease or condition To determine whether they currently have, to determine the prognosis of a subject with a particular disease or disorder (e.g., to identify a pre-metastatic or metastatic cancer state, to determine the stage of the cancer or to determine the response of the cancer to treatment) Doing or

테라메트릭스 (therametrics) (예컨대, 치료 효능에 대한 정보를 제공하기 위하여 객체의 상태를 모니터링하는 것)을 포함한다. 바람직하게는, 본 명세서에서 진단은 췌장암 발병 여부 또는 발병 가능성 (위험성)을 확인하는 것이다. Therametrics (eg, monitoring the condition of an object to provide information about treatment efficacy). Preferably, the diagnosis in the present specification is to determine whether pancreatic cancer develops or the possibility (danger).

본 발명에서 사용된 용어 "마커 바이오 마커" 또는 "진단용 마커"란 정상이나 병적인 상태를 구분할 수 있거나 치료반웅을 예측할 수 있고  As used herein, the terms "marker biomarker" or "diagnostic marker" can distinguish between normal or pathological conditions or predict treatment response.

객관적으로 측정할 수 있는 표지자를 의미한다. 특히, 본 발명에서 췌장암과 관련해서는, 정상 대조군 (췌장암이 아닌 개체)에 비해 췌장암을 갖거나 췌장암 발병 가능성 (위험성)이 있는 개체에서 단백질 발현 수준 또는 유전자 발현 수준이 유의적으로 증가하거나 감소하는 양상을 보이는, 폴리펩타이드 또는 핵산 (예: m NA 등), 지질, 당지질, 당단백질, 당 (단당류, 이당류, 을리고당류 등) 등과 같은 유기 생체 분자 등을 의미한다. It means a marker that can be measured objectively. In particular, with respect to pancreatic cancer in the present invention, the protein expression level or gene expression level is significantly increased or decreased in individuals with pancreatic cancer or at risk of developing pancreatic cancer compared to normal controls (individuals not pancreatic cancer). Refers to an organic biomolecule such as a polypeptide or a nucleic acid (eg, m NA, etc.), lipids, glycolipids, glycoproteins, sugars (monosaccharides, disaccharides, lygosaccharides, etc.).

본 발명은 (a) CA19-9(carbohydrate antigen 19-9)의 발현 수준을 측정하는 제제, (2) LRGl (Leucine-rich alpha-2-glycoprotein 1) 의 발현 수준을 측정하는 제제, 및 (3) TTR(Transthyretin, ATTR, Prealbumin, TBPA); C 1 R(Complement Clr  The present invention provides an agent for measuring the expression level of (a) carbohydrate antigen 19-9 (CA19-9), (2) an agent for measuring the expression level of Leucine-rich alpha-2-glycoprotein 1 (LRGl), and (3 ) TTR (Transthyretin, ATTR, Prealbumin, TBPA); C 1 R (Complement Clr

subcomponent precursor), CLU(Clusterin preproprotein) 및 KLKB 1 (Plasma Kallikrein protein) 으로 이루어진 군으로부터 선택된 어느 하나 이상의 마커 발현 수준을 측정하는 제제를 포함하는, 췌장암 진단 마커들의 단백질 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는 췌장암 진단용 조성물을 제공한다. protein expression level of the pancreatic cancer diagnostic markers or a gene encoding the protein, comprising an agent measuring the expression level of any one or more markers selected from the group consisting of subcomponent precursors), CLU (Clusterin preproprotein) and KLKB 1 (Plasma Kallikrein protein) It provides a pancreatic cancer diagnostic composition comprising an agent for measuring the expression level of mRNA.

본 발명은 적어도 3가지 종류 이상의 마커들의 조합, 예를 들면 (a)CA19-9; (b)LRGl ; 및 (c)TTR, C 1R, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 어느 하나와의 조합된 마커 유전자들을 활용함으로써 대상으로부터 췌장암의 발병 여부 또는 발병 가능성 여부를 효과적으로 진단하는 할 수 있다.  The present invention provides a combination of at least three or more types of markers, for example (a) CA19-9; (b) LRGl; And (c) TTR, C 1R, CLU, and KLKB1 in combination with any one of the marker genes selected from the group, it is possible to effectively diagnose the onset or possibility of the development of pancreatic cancer from the subject.

본 발명에서 췌장암 진단용 마커로 사용되는 CA19-9 단백질은 종래 사용되고 있는 췌장암 마커로서 소화기계의 암의 예후 판정을 위한 종양표지자 검사에 사용될 수 있다.  The CA19-9 protein used as a marker for diagnosing pancreatic cancer in the present invention may be used as a pancreatic cancer marker that is conventionally used for tumor marker examination for prognosis of cancer of the digestive system.

본 발명에서 사용한 다른 췌장암 진단용 마커인 LRG1 단백질은 혈관형성에 관여하며 자궁내막암, 폐암 등과 관련이 있다. LRG1는 NCBI Accession #NP— 443204.1일 수 있다. Another pancreatic cancer diagnostic marker used in the present invention LRG1 protein It is involved in angiogenesis and is associated with endometrial cancer and lung cancer. LRG1 may be NCBI Accession # NP—443204.1.

본 발명에서 사용 가능한 췌장암 진단용 마커는 TTR, C1R, CLU 및  Markers for diagnosing pancreatic cancer that can be used in the present invention are TTR, C1R, CLU and

KLKB1로 이루어지는 군에서 선택된 1종 이상일 수 있다. TTR 단백질은 127개의 아미노산 잔기로 구성된 소단위가 혈액 중에서 4합체를 형성하는 혈장 단백질의 하나로서 '갑상선 호르몬을 뇌로 운반하는 역할올 하며 , 알츠하이머, 유방암, 난소암, 위암 등과 관련이 있다. C1R 단백질은 보체 (complement) 시스템 중 가장 먼저 발견된 것으로, 체내 면역 작용과관련이 있으며, 알츠하이머 및 신장암과 관련이 있다. CLU 단백질은 혈액 내 단백질의 응고를 막는 역할을 하는 것으로 알려져 있으며, 알츠하이머, 폐암 등과 관련이 있다. KLKB1 단백질은 혈액웅고에 관여하며, 고혈압 및 폐암과 관련이 있다. It may be at least one selected from the group consisting of KLKB1. TTR protein is related to the subunit consisting of 127 amino acid residues, etc. As one of the plasma proteins to form a four-polymer in blood, and all brain functions to transport the thyroid hormone, Alzheimer's disease, breast cancer, ovarian cancer, stomach cancer. C1R protein is the first of its kind to be found in the complement system, which is associated with immune function in the body and with Alzheimer's and kidney cancer. CLU proteins are known to play a role in the clotting of proteins in the blood, and are associated with Alzheimer's and lung cancer. KLKB1 protein is involved in hematology and is associated with hypertension and lung cancer.

구체적인 예로서,TTR는 NCBI Accession #NPᅳ000362·l이고, ClR는 NCBI Accession #NP_001724.3이고, CLU는 NCBI Accession #NP_001822.3이고, KLKB1는 NCBI Accession #NP— 000883.2일 수 있다.  As a specific example, TTR may be NCBI Accession # NP # 000362 · l, ClR may be NCBI Accession # NP_001724.3, CLU may be NCBI Accession # NP_001822.3, and KLKB1 may be NCBI Accession #NP — 000883.2.

본 발명자들은 췌장 도관 선암종 (Pancreatic ductal adenocarcinoma, PD AC) 환자, 췌관내 점액성 유두종양 (Intraductal papillary mucinous neoplasm, IPMN) 환자, 및 만성 담낭염 (chronic cholecystitis) 환자 개체의 혈장 시료를 분석하여, 아래 표 1과 같은 방법으로 CA19-9 및 LRG1과 TTR, C1R, CLU, KLKB1 중 하나로 구성되는 3종류의 마커 유전자와 조합을 이용하여, 상기 질병이 없는 개체인 정상 대조군의 혈장 시료를 분석하여 상기 바이오 마커 조합의 유효성을 확립하였다.  We analyzed plasma samples from patients with pancreatic ductal adenocarcinoma (PD AC), patients with intraductal papillary mucinous neoplasm (IPMN), and patients with chronic cholecystitis. By using a combination of three types of marker genes consisting of CA19-9 and LRG1 and one of TTR, C1R, CLU, and KLKB1 in the same manner as described above, the biomarker was analyzed by analyzing a plasma sample of a normal control subject without the disease. The validity of the combination was established.

【표 1】  Table 1

과정 방법 개수  Course Method Count

Data mining  Data mining

췌장암 진단 마커 후보 1,000  Pancreatic cancer diagnostic marker candidate 1,000

Microarray analysis  Microarray analysis

MRM-MS 적용가능 후보 MRM-MS 246 단독 진단 성능 우수 후보 단독 마커 기준 AUC > 0.6 143 MRM-MS Applicable Candidate MRM-MS 246 Excellent diagnostic performance Excellent candidate Single marker criteria AUC> 0.6 143

SIS 적용가능 후보 SIS를 이용한 MRM-MS 54 SIS Applicable Candidate MRM-MS 54

1〜; 3개 단백질 조합마커 후보 중  1〜 among 3 protein combination marker candidates

최종 후보 4  Finalists 4

다양한 조건에서 성능이 유지되는

Figure imgf000021_0001
본 발명에 사용된 용어, "단백질의 발현 수준 측정"이란 췌장암을 진단하기 위하여 생물학적 시료에서 췌장암 진단용 마커 (단백질) 또는 이를 암호화하는 유전자의 존재 여부와 발현 정도를 확인하는 과정을 의미한다. Performance under a variety of conditions
Figure imgf000021_0001
As used herein, the term "measurement of expression level of protein" refers to a process for confirming the presence and expression level of a pancreatic cancer diagnostic marker (protein) or a gene encoding the same in a biological sample to diagnose pancreatic cancer.

상기 단백질의 발현 수준 측정 또는 비교 분석 방법으로는 단백질 칩 분석, 면역측정법, 리간드 바인딩 어세이, MALDI-TOF(Matrix Assisted Laser Des이^ tion/Ionization Time of Flight Mass Spectrometry) 분석 , SELDI-TOF(Sulface Enhanced Laser Desorption/Ionization Time of Flight Mass Spectrometry) 분석 , 방사선 면역 분석, 방사 면역 확산법, 오우크테로니 면역 확산법, 로케트 면역전기영동, 조직면역 염색, 보체 고정 분석법 , 2차원 전기영동 분석, 액상  The expression level measurement or comparative analysis of the protein may include protein chip analysis, immunoassay, ligand binding assay, Matrix Assisted Laser Desorption / Ionization Time of Flight Mass Spectrometry (MALDI-TOF) analysis, and SELDI-TOF (Sulface). Enhanced Laser Desorption / Ionization Time of Flight Mass Spectrometry, radioimmunoassay, radioimmunoassay, oukteroni immunodiffusion, rocket immunoelectrophoresis, tissue immunostaining, complement fixation assay, two-dimensional electrophoresis analysis, liquid phase

크로마토그래피 -질량 분석 (liquid chromatography-Mass Spectrometry, LC-MS), LC-MS/MS(liquid chromatography-Mass Spectrometry/ Mass Spectrometry), 웨스턴 블랏팅 및 ELISA(enzyme— linked immunosorbentassay) 등이 있으나 이에 제한되는 것은 아니다.  Liquid chromatography-mass spectrometry (LC-MS), liquid chromatography-mass spectrometry / mass spectrometry (LC-MS / MS), western blotting, and enzyme—linked immunosorbentassay (ELISA). It is not.

본 발명에 따른 췌장암 진단용 조성물에서, CA19-9 단백질, LRG1 단백질, In pancreatic cancer diagnostic composition according to the invention, CA19-9 protein, LRG1 protein,

TTR 단백질, C1R 단백질, CLU 단백질 또는 KLKB1 단백질의 발현 수준을 측정하는 제제는 CA19-9 단백질, LRG1 단백질 , TTR 단백질, C1R 단백질, CLU 단백질 또는 KLKB1 단백질에 각각 특이적으로 결합하는 항체, 올리고펩타이드, 리간드 , PNA(peptide nucleic acid) 또는 앱타머 (aptamer)를 포함할 수 있다. Agents that measure the expression level of TTR protein, C1R protein, CLU protein or KLKB1 protein may be antibodies, oligopeptides, specific binding to CA19-9 protein, LRG1 protein, TTR protein, C1R protein, CLU protein or KLKB1 protein, respectively. It may include a ligand, PNA (peptide nucleic acid) or aptamer (aptamer).

본 발명에 사용된 용어 "항체 "는 항원과 특이적으로 결합하여 항원 -항체 반응을 일으키는 물질을 가리킨다. 본 발명의 목적상, 항체는 CA19-9 단백질, LRG1 단백질 , TTR 단백질, C1R 단백질, CLU 단백질 또는 KLKB1 단백질에 대해 각각 특이적으로 결합하는 항체를 의미한다. 본 발명의 항체는 다클론 항체, 단클론 항체 및 재조합 항체를 모두 포함한다. 상기 항체는 당업계에 널리 공지된 기술을 이용하여 용이하게 제조될 수 있다. 예를 들어, 다클론 항체는 상기 췌장암 마커 단백질 항원을 동물에 주사하고 동물로부터 채혈하여 항체를 포함하는 혈청을 수득하는 과정을 포함하는 당업계에 널리 공지된 방법에 의해 생산될 수 있다. 이러한 다클론 항체는 염소, 토끼, 양, 원숭이, 말, 돼지, 소, 개 등의 임의의 동물로부터 제조될 수 있다. 또한, 단클론 항체는 당업계에 널리 공지된 하이브리도마 방법 (hybridoma method; Kohler 및 Milstein (1976) European Journal of Immunology 6:51 1-519 참조), 또는 파지 항체 라이브러리 기술 (Clackson et al, Nature, 352:624-628, 1991 ; Marks et al, J. Mol. Biol, 222:58, 1-597, 1991 참조)을 이용하여 제조될 수 있다. 상기 방법으로 제조된 항체는 겔 전기영동, 투석, 염 침전, 이온교환 크로마토그래피, 친화성 크로마토그래피 등의 방법을 이용하여 분리, 정제될 수 있다. 또한, 본 발명의 항체는 2개의 전장의 경쇄 및 2개의 전장의 중쇄를 갖는 완전한 형태뿐만 아니라, 항체 분자의 기능적인 단편을 포함한다. 항체 분자의 기능적인 단편이란, 적어도 항원 결합 기능을 보유하고 있는 단편을 의미하며, Fab, F(ab'), F(ab')2 및 Fv 등이 있다. As used herein, the term "antibody" refers to a substance that specifically binds to an antigen and results in an antigen-antibody reaction. For the purposes of the present invention, an antibody refers to an antibody that specifically binds to CA19-9 protein, LRG1 protein, TTR protein, C1R protein, CLU protein or KLKB1 protein, respectively. Antibodies of the invention include all polyclonal antibodies, monoclonal antibodies and recombinant antibodies. Such antibodies can be readily prepared using techniques well known in the art. For example, polyclonal antibodies can be produced by methods well known in the art, including the steps of injecting the pancreatic cancer marker protein antigen into an animal and collecting blood from the animal to obtain serum comprising the antibody. Such polyclonal antibodies can be prepared from any animal, such as goats, rabbits, sheep, monkeys, horses, pigs, cattle, dogs, and the like. In addition, monoclonal antibodies are widely used in the art Known hybridoma methods (see hybridoma method; Kohler and Milstein (1976) European Journal of Immunology 6:51 1-519), or phage antibody library techniques (Clackson et al, Nature, 352: 624-628, 1991; Marks et al, J. Mol. Biol, 222: 58, 1-597, 1991). Antibodies prepared by the above method can be isolated and purified using methods such as gel electrophoresis, dialysis, salt precipitation, ion exchange chromatography, affinity chromatography, and the like. In addition, antibodies of the invention include functional fragments of antibody molecules, as well as complete forms with two full length light chains and two full length heavy chains. A functional fragment of an antibody molecule means a fragment having at least antigen binding function, and includes Fab, F (ab '), F (ab') 2 and Fv.

본 발명에 사용된 용어 "PNA(Peptide Nucleic Acid)"는 인공적으로 합성된, As used herein, the term "Peptide Nucleic Acid" is artificially synthesized,

DNA 또는 RNA와 비슷한 중합체를 가리키며, 1991년 덴마크 코펜하겐 대학교의 Nielsen, Egholm, Berg와 Buchardt 교수에 의해 처음으로 소개되었다. DNA는 인산-리보스당 골격을 갖는데 반해 , ΡΝΑ는 펩타이드 결합에 의해 연결된 반복된 Ν-(2-아미노에틸) -글리신 골격을 가지며, 이로 인해 DNA 또는 RNA에 대한 결합력과 안정성이 크게 증가되어 분자 생물학, 진단 분석 및 안티센스 치료법에 사용되고 있다. ΡΝΑ는 문헌 [Nielsen ΡΕ, Egholm Μ, Berg RH, Buchardt 0 (December 1991 ). "Sequence-selective recognition of DNA by strand displacement with a It refers to a polymer similar to DNA or RNA, and was first introduced in 1991 by professors Nielsen, Egholm, Berg and Buchardt at the University of Copenhagen, Denmark. DNA has a phosphate-ribose sugar backbone, whereas ΡΝΑ has a repeating Ν- (2-aminoethyl) -glycine backbone linked by peptide bonds, which greatly increases binding and stability to DNA or RNA, leading to molecular biology. It is used in diagnostic analysis and antisense therapies. ΡΝΑ is described in Nielsen ΡΕ, Egholm Μ, Berg RH, Buchardt 0 (December 1991). "Sequence-selective recognition of DNA by strand displacement with a

thymine-substituted polyamide". Science 254 (5037): 1497-50이에 상세하게 개시되어 있다. thymine-substituted polyamide ". Science 254 (5037): 1497-50 is disclosed in detail.

본 발명에서 "앱타머 "는 올리고핵산 또는 펩타이드 분자이며, 앱타머의 일반적인 내용은 문헌 [Bock LC et al., Nature 355(6360):5646(1992); Hoppe-Seyler F, Butz K "Peptide aptamers: powerful new tools for molecular medicine". J Mol Med.  "Aptamers" in the present invention are oligonucleic acid or peptide molecules, the general contents of which are described in Bock LC et al., Nature 355 (6360): 5646 (1992); Hoppe-Seyler F, Butz K "Peptide aptamers: powerful new tools for molecular medicine". J Mol Med.

78(8):42630(2000); Cohen BA, Colas P, Brent R. "An artificial cell-cycle inhibitor isolated from a combinatorial library". Proc Natl Acad Sci USA. 95(24): 142727(1998)]에 상세하게 개시되어 있다. 78 (8): 42630 (2000); Cohen BA, Colas P, Brent R. "An artificial cell-cycle inhibitor isolated from a combinatorial library". Proc Natl Acad Sci USA. 95 (24): 142727 (1998).

본 발명에 사용된 용어 "mRNA의 발현 수준 측정"이란 췌장암을 진단하기 위하여 생물학적 시료에서 췌장암 진단용 단백질을 암호화하는 유전자들의 mRNA 존재 여부와 발현 정도를 확인하는 과정으로 mRNA의 양을 측정하는 것을 의미한다.  The term "measurement of expression level of mRNA" used in the present invention means measuring the amount of mRNA by confirming the presence and expression level of mRNA of genes encoding the pancreatic cancer diagnostic protein in a biological sample in order to diagnose pancreatic cancer. .

이를 위한 분석 방법으로는 역전사 중합효소반응 (RT-PCR), 경쟁적 역전사 중합효소반응 (Competitive RT-PCR), 실시간 역전사 중합효소반웅 (Real-time RT-PCR), RNase 보호 분석법 (RPA; RNase protection assay), 노던 블랏팅 (Northern blotting), DNA 칩 등이 있으나 이에 제한되는 것은 아니다. Analytical methods for this include reverse transcriptase (RT-PCR), competitive reverse transcriptase Competitive RT-PCR, Real-time RT-PCR, RNase protection assay (RPA), Northern blotting, and DNA chips It doesn't happen.

본 발명에 따른 췌장암 진단용 조성물에서, CA19-9, LRG1, TTR, C1R, CLU 또는 KLKB1 단백질을 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제는 CA19-9, LRG1 , TTR, C 1R, CLU 또는 KLKB 1 단백질을 암호화하는 유전자의 mRNA에 각각 특이적으로 결합하는 프라이머, 프로브 또는 안티센스  In the composition for diagnosing pancreatic cancer according to the present invention, the agent for measuring the expression level of mRNA of a gene encoding a CA19-9, LRG1, TTR, C1R, CLU or KLKB1 protein may be CA19-9, LRG1, TTR, C 1R, CLU or Primers, probes, or antisenses, each specifically binding to mRNA of a gene encoding KLKB 1 protein

뉴클레오티드를 포함한다. 본 발명에 따른 CA19-9, LRG1 , TTR, C1R, CLU 및 Nucleotides. CA19-9, LRG1, TTR, C1R, CLU and according to the present invention

KL B 1 단백질의 정보는 UniProt 등에 알려져 있으므로, 당업자라면 이를 The information of KL B 1 protein is known from UniProt et al.

바탕으로 상기 단백질을 암호화하는 유전자의 mRNA에 각각 특이적으로 Based on the mRNA of the gene encoding the protein

결합하는 프라이머, 프로브 또는 안티센스 뉴클레오티드를 용이하게 디자인할 수 있을 것이다. . Primers, probes or antisense nucleotides that bind will be readily designed. .

본 발명에서 사용된 용어 "프라이머"는 표적 유전자 서열을 인지하는 단편으로서, 정방향 및 역방향의 프라이머 쌍을 포함하나, 바람직하게는, 특이성 및 민감성을 가지는 분석 결과를 제공하는 프라이머 쌍이다. 프라이머의 핵산 서열이 시료 내 존재하는 비 -표적 서열과 불일치하는 서열이어서, 상보적인 프라이머 결합 부위를 함유하는 표적 유전자 서열만 증폭하고 비특이적 증폭을 유발하지 않는 프라이머일 때, 높은 특이성이 부여될 수 있다.  As used herein, the term “primer” refers to a fragment that recognizes a target gene sequence, which includes primer pairs in the forward and reverse directions, but is preferably a primer pair that provides an analysis result with specificity and sensitivity. High specificity can be imparted when the nucleic acid sequence of the primer is a sequence that is inconsistent with the non-target sequence present in the sample, so that only the target gene sequence containing the complementary primer binding site is amplified and does not cause nonspecific amplification. .

본 발명에서 사용된 용어 "프로브' '란 시료 내의 검출하고자 하는 표적 물질과 특이적으로 결합할 수 있는 물질을 의미하며, 상기 결합을 통하여  As used herein, the term “probe” refers to a substance that can specifically bind to a target substance to be detected in a sample.

특이적으로 시료 내의 표적 물질의 존재를 확인할 수 있는 물질을 의미한다. Specifically, it means a substance capable of confirming the presence of a target substance in a sample.

프로브의 종류는 당업계에서 통상적으로 사용되는 물질로서 제한은 없으나, 바람직하게는 PNA(peptide nucleic acid), LNA(locked nucleic acid), 펩타이드, The type of probe is a material commonly used in the art, but there is no limitation, but preferably, PNA (peptide nucleic acid), LNA (locked nucleic acid), peptide,

폴리펩타이드, 단백질, RNA 또는 DNA 일 수 있으며, 가장 바람직하게는 PNA이다. 보다 구체적으로, 상기 프로브는 바이오 물질로서 생물에서 유래되거나 이와 융사한 것 또는 생체 외에서 제조된 것을 포함하는 것으로, 예를 들어, 효소, 단백질, 항체, 미생물 > 동식물 세포 및 기관, 신경세포> 1 八, 및 RNA일 수 있으며, DNA는 cDNA, 게놈 DNA, 올리고뉴클레오타이드를 포함하며, RNA는 게놈 RNA, mRNA, 올리고뉴클레오타이드를 포함하며 , 단백질의 예로는 항체, 항원, 효소, 펩타이드 등을 포함할 수 있다. 본 발명에서 사용된 용어 "안티센스"는 안티센스 올리고머가 왓슨 -크릭 염기쌍 형성에 의해 RNA 내의 표적 서열과 흔성화되어, 표적서열 내에서 전형적으로 mRNA와 RNA:올리고머 헤테로이중체의 형성을 허용하는, It may be a polypeptide, protein, RNA or DNA, most preferably PNA. More specifically, the probe is a bio-material, including or derived from an organism, or produced in vitro, for example, enzymes, proteins, antibodies, microorganisms > flora and fauna cells and organs, neurons > 1 八, And RNA, wherein the DNA includes cDNA, genomic DNA, oligonucleotides, RNA includes genomic RNA, mRNA, oligonucleotides, and examples of proteins may include antibodies, antigens, enzymes, peptides, and the like. . As used herein, the term “antisense” means that an antisense oligomer is localized with a target sequence in RNA by Watson-Crick base pairing, allowing formation of mRNA and RNA: oligomeric heterodimers typically within the target sequence.

뉴클레오티드 염기의 서열 및 서브유닛간 백본을 갖는 올리고머를 의미한다. 올리고머는 표적 서열에 대한 정확한 서열 상보성 또는 근사 상보성을 가질 수 있다. Oligomer having a sequence of nucleotide bases and an intersubunit backbone. The oligomer may have exact sequence complementarity or approximate complementarity to the target sequence.

또한, 본 발명은 상기 췌장암 진단용 조성물을 포함하는 췌장암 진단용 키트를 제공한다. 예를 들면, 상기 키트는 RT-PCR 키트, DNA 칩 키트, ELISA 키트, 단백질 칩 키트, 래피드 (rapid) 키트 또는 MRM(Multiple reaction monitoring) 키트일 수 있다.  In addition, the present invention provides a pancreatic cancer diagnostic kit comprising the pancreatic cancer diagnostic composition. For example, the kit may be an RT-PCR kit, a DNA chip kit, an ELISA kit, a protein chip kit, a rapid kit, or a multiple reaction monitoring (MRM) kit.

본 발명에 따른 췌장암 진단용 조성물 또는 이를 포함하는 진단용 키트는, CA19-9과 LRG1 그리고 TTR, C 1R, CLU 및 KLKB 1으로 이루어진 군으로부터 선택된 어느 하나 이상의 마커를 포함하는 췌장암 마커들을 사용함으로써,  Pancreatic cancer diagnostic composition or a diagnostic kit comprising the same according to the present invention, by using pancreatic cancer markers including any one or more markers selected from the group consisting of CA19-9 and LRG1 and TTR, C 1R, CLU and KLKB 1,

CA19-9의 단독 마커를 사용하는 조성물 또는 키트나 CA19-9와 LRG1의 2개의 마커를 사용하는 조성물 또는 키트에 비해 진단 성능이 매우 우수하다. The diagnostic performance is very good compared to a composition or kit using a single marker of CA19-9 or a composition or kit using two markers of CA19-9 and LRG1.

상기 췌장암 진단용 키트는 분석 방법에 적합한 한 종류 또는 그 이상의 다른 구성성분 조성물, 용액 또는 장치를 더 포함할 수 있다.  The pancreatic cancer diagnostic kit may further include one or more other component compositions, solutions or devices suitable for the analysis method.

예를 들면, 상기 진단용 키트는 역전사 중합효소반웅을 수행하기 위해 필요한 필수 요소를 더 포함할 수 있다. 역전사 중합효소반응 키트는 마커 단백질을 암호화하는 유전자에 대해 특이적인 프라이머 쌍을 포함한다.  For example, the diagnostic kit may further include essential elements necessary for performing reverse transcription polymerase reaction. The reverse transcription polymerase kit includes primer pairs specific for the gene encoding the marker protein.

프라이머는 상기 유전자의 핵산서열에 특이적인 서열을 가지는 The primer has a sequence specific to the nucleic acid sequence of the gene

뉴클레오타이드로서, 약 7 bp 내지 50 bp의 길이, 보다 바람직하게는 약 10 bp 내지 30 bp의 길이를 가질 수 있다. 또한 대조군 유전자의 핵산 서열에 특이적인 프라이머를 포함할 수 있다. 그 외 역전사 중합효소반웅 키트는 테스트 류브 또는 다른 적절한 용기, 반응 완층액 (pH 및 마그네슘 농도는 다양), As a nucleotide, it may have a length of about 7 bp to 50 bp, more preferably about 10 bp to 30 bp. It may also include primers specific for the nucleic acid sequence of the control gene. Other reverse transcription polymerase reaction kits may be used for the test lubrication or other suitable container, reaction complete fluid (pH and magnesium concentrations vary),

데옥시뉴클레오타이드 (dNTPs), Taq-폴리머라아제 및 역전사효소와 같은 효소, Enzymes such as deoxynucleotides (dNTPs), Taq-polymerases and reverse transcriptases,

DNase, RNase 억제제 DEPC-수 (DEPC-water), 멸균수 등을 포함할 수 있다. DNase, RNase inhibitor DEPC-water, sterile water, and the like.

또한, 본 발명의 진단용 키트는 DNA 칩을 수행하기 위해 필요한 필수 요소를 포함할 수 있다. DNA 침 키트는 유전자 또는 그의 단편에 해당하는 cDNA 또는 을리고뉴클레오티드 (oligonucleotide)가 부착되어 있는 기판, 및 형광표지 프로브를 제작하기 위한 시약, 제제, 효소 등을 포함할 수 있다. 또한 기판은 대조군 유전자 또는 그의 단편에 해당하는 cDNA 또는 올리고뉴클레오티드를 포함할 수 있다. In addition, the diagnostic kit of the present invention may include the necessary elements necessary to perform the DNA chip. DNA needle kit includes a substrate to which a cDNA or oligonucleotide corresponding to a gene or fragment thereof is attached, and a fluorescent label Reagents, preparations, enzymes, and the like, for making probes. The substrate may also comprise cDNA or oligonucleotide corresponding to the control gene or fragment thereof.

또한, 본 발명의 진단용 키트는 ELISA를 수행하기 위해 필요한 필수 요소를 포함할 수 있다. ELISA 키트는 상기 단백질에 대해 특이적인 항체를 포함한다. 항체는 마커 단백질에 대한 특이성 및 친화성이 높고 다른 단백질에 대한 교차 반웅성이 거의 없는 항체로, 단클론 항체, 다클론 항체 또는 재조합 항체이다. 또한 ELISA 키트는 대조군 단백질에 특이적인 항체를 포함할 수 있다. 그 외 ELISA 키트는 결합된 항체를 검출할 수 있는 시약, 예를 들면, 표지된 2차 항체, 발색단 (chromophores), 효소 (예: 항체와 컨주게이트됨) 및 그의 기질 또는 항체와 결합할 수 있는 다른 물질 등을 포함할 수 있다.  In addition, the diagnostic kit of the present invention may include necessary elements necessary to perform an ELISA. ELISA kits contain antibodies specific for the protein. Antibodies are antibodies that have high specificity and affinity for marker proteins and have little cross reaction to other proteins. They are monoclonal antibodies, polyclonal antibodies, or recombinant antibodies. The ELISA kit can also include antibodies specific for the control protein. Other ELISA kits are capable of binding reagents capable of detecting bound antibodies, such as labeled secondary antibodies, chromophores, enzymes (eg conjugated with the antibody) and substrates or antibodies thereof. Other materials and the like.

또한, 본 발명에 따른 췌장암 진단용 조성물 또는 이를 포함하는 진단용 키트는 췌장암 환자와 정상인을 구분하는 용도 외에도, 췌장암 초기 병기 (1기 또는 2기)의 환자와 정상인을 구분하는 용도로 사용될 수 있다.  In addition, the composition for diagnosing pancreatic cancer according to the present invention or a diagnostic kit including the same may be used for distinguishing a patient from a pancreatic cancer early stage (stage 1 or 2) and a normal person, in addition to distinguishing a pancreatic cancer patient from a normal person.

따라서, 본 발명은 (a) CA19-9의 발현 수준을 측정하는 제제, (b) LRGl의 발현 수준을 측정하는 제제, 및 (C) TTR, C 1 R, CLU 및 KLKB 1로 이루어진  Accordingly, the present invention comprises (a) an agent for measuring the expression level of CA19-9, (b) an agent for measuring the expression level of LRGl, and (C) TTR, C 1 R, CLU and KLKB 1

군으로부터 선택된 어느 하나 이상의 마커의 발현 수준을 측정하는 제제를 포함하는, 췌장암 초기 병기, 예컨대 1기 또는 2기 병기의 췌장암 진단용 For diagnosing pancreatic cancer at an early stage of pancreatic cancer, such as stage 1 or stage 2, comprising an agent measuring the expression level of any one or more markers selected from the group

조성물을 제공한다. To provide a composition.

또한, 본 발명에 따른 췌장암 진단용 조성물 또는 이를 포함하는 진단용 키트는 췌장암 환자와 정상인을 구분하는 용도 외에도, 기타 암 환자로부터 췌장암 환자를 선별적으로 검출하는 용도로 사용될 수 있다. 따라서, 본 발명은 (a) CA19-9의 발현 수준을 측정하는 제제, (b) LRGl의 발현 수준을 측정하는 제제, 및 (C) TTR, C 1R, CLU 및 KLKB 1로 이루어진 군으로부터 선택된 어느 하나 이상의 마커의 발현 수준을 측정하는 제제를 포함하는 췌장암과 기타 암을 구분하기 위한 조성물을 제공한다.  In addition, the composition for diagnosing pancreatic cancer according to the present invention or a diagnostic kit including the same may be used for selectively detecting a pancreatic cancer patient from other cancer patients, in addition to distinguishing a pancreatic cancer patient from a normal person. Accordingly, the present invention is directed to any one selected from the group consisting of (a) an agent measuring the expression level of CA19-9, (b) an agent measuring the expression level of LRGl, and (C) a TTR, C 1R, CLU and KLKB 1 Provided are compositions for distinguishing pancreatic cancer from other cancers, including agents that measure the expression level of one or more markers.

나아가, 본 발명은 상기 췌장암 진단용 조성물 또는 상기 췌장암 진단용 키트를 이용하여 대상의 췌장암 진단하는 방법 또는 췌장암 진단의 정보를 제공하는 방법을 제공한다. 상기 진단방법은 하기의 단계를 포함한다:  Furthermore, the present invention provides a method for diagnosing pancreatic cancer of a subject or providing information for pancreatic cancer diagnosis using the pancreatic cancer diagnostic composition or the pancreatic cancer diagnostic kit. The diagnostic method includes the following steps:

췌장암 발병 여부를 진단하고자 하는 대상으로부터 시료를 얻는 단계; 상기 대상 시료로부터 (a)CA19-9, (b) LRG1 및 (C) TTR, C1R, CLU 및 Obtaining a sample from a subject to diagnose whether pancreatic cancer develops; (A) CA19-9, (b) LRG1 and (C) TTR, C1R, CLU and

KLKB1으로 이루어진 군으로부터 선택된 어느 하나 이상의 마커를 포함하는 췌장암 마커들의 단백질 발현 수준 또는 mRNA의 발현 수준을 측정하는 단계; 상기 대상 시료의 (a)CA19-9, (b) LRG1 및 (c) TTR, C1R, CLU 및 Measuring protein expression level or mRNA expression level of pancreatic cancer markers comprising any one or more markers selected from the group consisting of KLKB1; (A) CA19-9, (b) LRG1 and (c) TTR, C1R, CLU and

KLKB1으로 이루어진 군으로부터 선택된 어느 하나 이상의 마커를 포함하는 췌장암 마커들의 발현 수준을, 각각 상웅하는 정상 대조군 시료의 마커의 발현 수준과 비교하는 단계; 및 상기 마커의 발현 수준 비교결과를 이용하여 대상의 췌장암 여부를 결정하는 단계. Comparing the expression levels of pancreatic cancer markers comprising any one or more markers selected from the group consisting of KLKB1 with the expression levels of the markers in the normal control sample, respectively; And determining whether the subject has pancreatic cancer using a result of comparing the expression levels of the markers.

본 발명에 따른 대상의 췌장암 진단하는 방법 또는 췌장암 진단의 정보를 제공하는 방법에 적용되는 상기 "대상 "은 췌장암의 발병 여부를 진단하고자 하는 대상으로서 환자, 환자 의심군 또는 정상군을 포함하며, 예를 들면 암진단을 받지 않은 건강인으로서 건강 검진에서 PDAC를 조기 진단하고자 하는 대상이거나, 췌장암 환자 중 수술로 암이 제거된 환자의 동종 암 재발을 진단하기 위한 정기적인 검사를 위한 대상을 포함한다. 일 실시예에서는 상기 대상은 포유류를, 또 다른 실시예에서는 인간을 의미할 수 있다.  The "subject" applied to a method for diagnosing pancreatic cancer or a method for providing information for diagnosing pancreatic cancer according to the present invention includes a patient, a patient suspect group, or a normal group as a subject to diagnose whether pancreatic cancer develops. For example, a healthy person who has not been diagnosed with cancer and who wants to diagnose PDAC early in the medical examination, or includes a subject for regular examination for diagnosing allogeneic cancer recurrence in patients with pancreatic cancer who have been surgically removed. In one embodiment, the subject may mean a mammal, and in another embodiment, a human.

상기 마커의 발현 수준 비교결과를 이용하여 대상의 췌장암 여부를 결정하는 단계는, 구체적으로 췌장암 발병 여부를 진단하고자 하는 대상에서의 CA19-9 단백질의 발현 수준 또는 CA19-9 단백질을 암호화하는 유전자의 mRNA 발현 수준이 정상 대조군에서의 발현 수준보다 높고, LRG1 단백질의 발현 수준 또는 LRG1 단백질을 암호화하는 유전자의 mNRA 발현 수준이 정상  Determining whether the target pancreatic cancer using the expression level comparison results of the marker, specifically, the expression level of the CA19-9 protein or mRNA of the gene encoding the CA19-9 protein in the subject to diagnose whether the pancreatic cancer The expression level is higher than that in the normal control group, and the expression level of the LRG1 protein or the mNRA expression level of the gene encoding the LRG1 protein is normal.

대조군에서의 발현 수준보다 높으며 , TTR 단백질의 발현 수준 또는 TTR 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상 대조군에서의 발현 수준보다 낮거나, C1R 단백질의 발현 수준 또는 C1R 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상 대조군에서의 발현 수준보다 높거나, CLU 단백질의 발현 수준 또는 CLU 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상 대조군에서의 발현 수준보다 낮거나, KLKB1 단백질의 발현 수준 또는 KLKB1 단백질을 암호화하는 유전자의 mRNA의 발현 수준이 정상 대조군에서의 발현 수준보다 낮은 경우 췌장암 발병 가능성이 높다고 판정할 수 있다. Higher than the expression level in the control group, the expression level of the TTR protein or the mRNA of the gene encoding the TTR protein is lower than the expression level in the normal control, the expression level of the C1R protein or the mRNA of the gene encoding the C1R protein The expression level of is higher than the expression level in the normal control, or the expression level of the CLU protein or mRNA of the gene encoding the CLU protein is lower than the expression level in the normal control, the expression level of the KLKB1 protein or the KLKB1 protein. If the expression level of the mRNA of the gene coding for is lower than the expression level in the normal control it can be determined that the risk of pancreatic cancer is high.

상기 방법에서 "시료 "란 생물학적 시료 (biological sample)로서 췌장암 발병에 의해 단백질 발현 수준 또는 유전자 발현 수준이 차이가 나는 조직, 세포, 혈액, 혈청, 혈장, 타액, 뇌척수액 또는 뇨와 같은 시료 등을 의미하며, 바람직하게는 혈액, 혈청 또는 혈장을 의미한다. In the above method, a "sample" is a biological sample that is a tissue, cell, or tissue that has a difference in protein expression level or gene expression level due to pancreatic cancer. It means a sample such as blood, serum, plasma, saliva, cerebrospinal fluid or urine, and preferably means blood, serum or plasma.

상기 CA19-9 및 LRG1 단백질 또는 상기 단백질을 암호화하는 유전자의 mRNA는 췌장암 환자에서의 발현 수준이 정상 대조군에서의 발현 수준과 비교하여 증가하고, TTR, CLU 및 KLKB1 단백질 또는 상기 단백질을 암호화하는 유전자의 mRNA는 췌장암 환자에서의 발현 수준이 정상 대조군에서의 발현 수준과 비교하여 감소하며, C1R 단백질 또는 상기 단백질을 암호화하는 유전자의 mRNA는 췌장암 환자에서의 발현 수준이 정상 대조군에서의 발현 수준과 비교하여 증가하므로, 췌장암 발병 여부를 진단하고자 하는 대상에서의 상기 (a)CA19-9, (b) LRG1 및 (c)TTR, C 1 R, CLU 및 KLKB1으로 이투어진 군으로부터 선택된 어느 하나를 포함하는 마커들의 단백질 또는 상기 단백질을 암호화하는 유전자의 mRNA 발현 수준을 측정함으로써 췌장암 발병 가능성을 판정할 수 있다.  MRNA of the CA19-9 and LRG1 protein or the gene encoding the protein is increased in the level of expression in pancreatic cancer patients compared to the expression level in the normal control, and the TTR, CLU and KLKB1 protein or the gene encoding the protein mRNA levels in pancreatic cancer patients decreased compared to expression levels in normal controls, while mRNA levels of C1R protein or genes encoding these proteins increased in pancreatic cancer patients compared to expression levels in normal controls. Therefore, the markers including any one selected from the group consisting of (a) CA19-9, (b) LRG1 and (c) TTR, C 1 R, CLU and KLKB1 in a subject to diagnose pancreatic cancer. The likelihood of developing pancreatic cancer can be determined by measuring the mRNA expression level of the protein or gene encoding the protein.

예를 들어, CA19-9 및 LRG1 단백질 또는 상기 단백질을 암호화하는 유전자의 mRNA의 췌장암 환자에서의 발현 수준이 정상 대조군에서의 발현 수준과 비교하여 증가하고, TTR 단백질 또는 상기 단백질올 암호화하는 유전자의 mRNA의 췌장암 환자에서의 발현 수준이 정상 대조군에서의 발현 수준과 비교하여 감소하는 경우 상기 대상은 췌장암 발병 가능성이 높다고 판정할 수 있다.  For example, the expression level in pancreatic cancer patients of CA19-9 and LRG1 proteins or mRNA of the gene encoding the protein increases compared to the expression level in the normal control, and the mRNA of the TTR protein or the protein encoding the protein When the expression level in pancreatic cancer patients decreases as compared with the expression level in the normal control group, the subject may be determined to have a high probability of developing pancreatic cancer.

상기 '췌장암 발병 여부를 진단하고자 하는 대상에서의 CA19-9 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA 발현 수준이 정상 대조군에서의 발현 수준보다 높다'는 것은 다양한 방법에 의해 측정될 때 췌장암 발병 여부를 진단하고자 하는 대상에서의 CA19-9 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA 발현 수준이 정상 대조군에서의 발현 수준보다 1.0배를 초과, 1.5배를 초과, 2배를 초과, 3배를 초과, 5배를 초과 또는 10배를 초과하는 것을 의미한다. 상기 표현은 LRG1 또는 C1R 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA 발현 수준을 지칭할 때 동일하게 적용된다.  The expression level of the CA19-9 protein or the mRNA expression level of the gene encoding the protein in a subject to be diagnosed with pancreatic cancer is higher than that of the normal control group when measured by various methods. The expression level of CA19-9 protein or mRNA expression level of the gene encoding the protein in the subject to be diagnosed is more than 1.0 times, more than 1.5 times, and more than twice the expression level in the normal control group. By more than 3 times, by more than 5 times or by more than 10 times. The expression applies equally when referring to the expression level of the LRG1 or C1R protein or the mRNA expression level of the gene encoding the protein.

또한, 상기 '췌장암 발병 여부를 진단하고자 하는 대상에서의 TTR 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA 발현 수준이 정상 대조군에서의 발현 수준보다 낮다'는 것은 다양한 방법에 의해 측정될 때 췌장암 발병 여부를 진단하고자 하는 대상에서의 TTR 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA 발현 수준이 정상 대조군에서의 발현 수준보다 0.1배 미만, 0.2배 미만, 0.3배 미만, 0.5배 미만 또는 1배 미만인 것을 의미한다. 상기 표현은 CLU 또는 KLKB 1 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA 발현 수준을 지칭할 때 동일하게 적용된다. In addition, the expression level of the TTR protein or the mRNA expression of the gene encoding the protein in a subject to diagnose whether the pancreatic cancer The level is lower than the expression level in the normal control group 'means that the expression level of the TTR protein or the mRNA expression level of the gene encoding the protein in the subject to be diagnosed with pancreatic cancer when measured by various methods in the normal control group. Less than 0.1 times, less than 0.2 times, less than 0.3 times, less than 0.5 times or less than 1 times the expression level of. The expression applies equally when referring to the expression level of a CLU or KLKB 1 protein or the mRNA expression level of a gene encoding said protein.

하나의 구현예에서 , 상기 '췌장암 발병 가능성이 높다고 판정하는 것'은 췌장암 진단 함수를 이용하여 수행될 수 있다. 상기 췌장암 진단 함수의 예로는 하기 함수식 1을 들 수 있다:  In one embodiment, the 'determining the high likelihood of developing pancreatic cancer' may be performed using a pancreatic cancer diagnostic function. Examples of the pancreatic cancer diagnostic function include the following formula (1):

<함수식 1>

Figure imgf000028_0001
<Function 1>
Figure imgf000028_0001

상기 식에서,  Where

X는 췌장암 진단용 마커들의 발현 수준 측정값,  X is a measure of expression level of pancreatic cancer diagnostic markers,

αι는 SVM에서의 라그랑주 승수,  αι is the Lagrange multiplier in SVM,

y,는 정상군 /췌장암군의 구분자,  y, is the separator of normal group / pancreatic cancer group ,

X i는 기준 측정값을, 그리고  X i is the reference measurement, and

b는 보정치를 의미한다.  b means a correction value.

상기 함수는 SVM(Support Vector Machine)으로부터 도출된다. SVM은 라그랑주 최적화 이론 (Lagrangian optimization theory)에 기반하여 주어진 조건을 만족하는 함수를 추정하는 알고리즘으로, 이 중에서 최대 마진 분류자 (Maximum margin classifier)를 사용하는 분류분석 방법을 적용하는 경우를 서포트 백터 분류 (Support Vector Classification, SVC)라 한다. 상기 함수에 CA19-9 및 LRG1과, TTR, C 1 R, CLU 및 KLKB1 중 어느 하나의 MRM 상대 측정값을 대입하였을 때, 함수 값이 1이면 췌장암 발병 가능성이 높은 것으로 진단하고, 함수 값이 -1이면 정상으로 진단한다.  The function is derived from a support vector machine (SVM). SVM is an algorithm that estimates a function that satisfies a given condition based on the Lagrangian optimization theory. Among them, the SVM supports the classification of the classification method using the maximum margin classifier. It is called (Support Vector Classification, SVC). When M19 relative values of any one of CA19-9 and LRG1 and TTR, C 1 R, CLU and KLKB1 were substituted into the function, a value of 1 diagnosed as having a high probability of developing pancreatic cancer, and a value of- If 1, the diagnosis is normal.

본 발명의 방법은 췌장암 발병 가능성을 CA19-9 및 LRG1과, TTR, C1R, CLU 및 KLKB 1 중 어느 하나의 단백질 또는 이의 mRNA의 발현 수치를 췌장암 진단 함수에 대입하여 그 결과로 췌장암 발병 가능성을 즉각적으로 판정할 수 있는바, 의사의 임상학적 판단이 필요하지 않다ᅳ The method of the present invention assigns expression levels of any one of CA19-9 and LRG1, and TTR, C1R, CLU, and KLKB 1 protein or mRNA thereof into the pancreatic cancer diagnostic function, and as a result, the possibility of developing pancreatic cancer is immediately determined. Can be judged by There is no need for a doctor's clinical judgment.

본 연구에서는 진단 함수를 SVM으로 구축하였으나, 이는 용도에 따라 Neural Network, Random Forest 등의 여러 기계학습법 (Machine Learning)을 비롯한 여러 종류의 판별함수 구축법 (Discriminant Analysis)으로 구현될 수 있다. 또한, (a) 췌장암 발병 여부를 진단하고자 하는 대상으로부터 시료를 얻는 단계; (b) 상기 시료로부터 CA19-9 단백질의 발현 수준 또는 CA19-9 단백질을 암호화하는 유전자의 mRNA 발현 수준, 및 LRG1 단백질의 발현 수준 또는 LRG1 단백질을 암호화하는 유전자의 mRNA 발현 수준을 측정하는 단계; (c) 상기 시료로부터 TTR, C1R, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 어느 하나의 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA의 발현 수준올 측정하는 단계; 및 (d) 상기 (b) 및 (c)에서 측정된 수치를 하기 함수식 1에 대입하여 췌장암 발병 가능성을 판정하는 단계를 포함하는, 췌장암의 진단방법을 제공한다: In this study, the diagnostic function is constructed by SVM, but it can be implemented by various kinds of discriminant analysis methods, including various machine learning methods such as Neural Network and Random Forest, depending on the purpose. In addition, (a) obtaining a sample from a subject to diagnose whether or not pancreatic cancer; (b) measuring the expression level of CA19-9 protein or mRNA expression level of gene encoding CA19-9 protein and the expression level of LRG1 protein or mRNA expression level of gene encoding LRG1 protein from the sample; (c) measuring the expression level of any one protein selected from the group consisting of TTR, C1R, CLU and KLKB1 from the sample, or the expression level of mRNA of a gene encoding the protein; And (d) substituting the numerical values measured in (b) and (c) into the following Formula 1 to determine the possibility of developing pancreatic cancer.

<함수식 1>  <Function 1>

n

Figure imgf000029_0001
상기 식에서, X는 CA19-9 및 LRG1 , TTR, C1R, CLU 및 KLKB1 중 어느 하나의 단백질의 신규 측정값을, oti는 SVM에서의 라그랑주 승수를, yi는 n
Figure imgf000029_0001
Wherein X is a new measurement of the protein of any one of CA19-9 and LRG1, TTR, C1R, CLU and KLKB1, oti is the Lagrange multiplier in SVM, yi is

정상군 /췌장암군의 구분자를, X i는 기준 측정값을, 그리고 b는 보정치를 의미한다. 본 발명의 방법에서, 상기 단백질 발현 수준은 해당 단백질에 각각 특이적으로 결합하는 항체를 이용하여 측정 및 비교할 수 있다. 상기 항체와 생물학적 시료 내의 해당 단백질이 항원 -항체 복합체를 형성하도록 하고, 이를 검출하는 방법을 이용한다. The delimiter of the normal / pancreatic cancer group, X i is the reference measurement, and b is the correction value. In the method of the present invention, the protein expression level can be measured and compared using an antibody that specifically binds to the protein of interest. The antibody and the protein of interest in the biological sample form an antigen-antibody complex, and a method of detecting the same is used.

본 발명에서 사용된 용어 "항원 -항체 복합체 "는 생물학적 시료 중의 해당 유전자의 존재 또는 부존재를 확인하기 위한 단백질 항원과 이를 인지하는 항체의 결합물을 의미한다. 상기 항원 -항체 복합체의 검출은 당업계에 공지된 바와 같은 방법, 예를 들어 분광학적, 광화학적, 생물화학적, 면역화학적, 전기적, 흡광적 , 화학적 및 기타 방법을 이용하여 검출할 수 있다. As used herein, the term “antigen-antibody complex” means a combination of a protein antigen and an antibody that recognizes it to identify the presence or absence of the gene of interest in a biological sample. Detection of such antigen-antibody complexes is known in the art. Detection can be made using methods as described, for example, spectroscopic, photochemical, biochemical, immunochemical, electrical, absorbing, chemical and other methods.

본 발명의 목적상, 상기 단백질 발현 수준 측정 또는 비교 분석  For the purposes of the present invention, the protein expression level measurement or comparative analysis

방법으로는 단백질 칩 분석, 면역측정법, 리간드 바인딩 어세이, Methods include protein chip analysis, immunoassays, ligand binding assays,

MALDI-TOF(Matrix Assisted Laser Desorption/Ionization Time of Flight Mass Matrix Assisted Laser Desorption / Ionization Time of Flight Mass (MALDI-TOF)

Spectrometry)분석, SELDI-TOF(Sulface Enhanced Laser Desorption/Ionization Time of Flight Mass Spectrometry)분석 , 방사선 면역분석 , 방사 면역 확산법 , 오우크테로니 면역 확산법, 로케트 면역전기영동, 조직면역 염색, 보체 고정 분석법 , 2차원 전기영동 분석 , 액상 크로마토그래피 -질량분석 (liquid chromatography-Mass  Spectrometry analysis, Surface Enhanced Laser Desorption / Ionization Time of Flight Mass Spectrometry (SELDI-TOF) analysis, radioimmunoassay, radioimmunoproliferation method, oukteroni immunodiffusion method, rocket immunoelectrophoresis, tissue immunostaining, complement fixation assay, 2D Electrophoresis, Liquid Chromatography-Mass

Spectrometry, LC-MS), LC-MS/MS(liquid chromatography-Mass Spectrometry/ Mass Spectrometry), 웨스턴 블¾" 및 ELISA(enzyme linked immunosorbent assay) 등이 있으나 이에 제한되는 것은 아니다. Spectrometry, LC-MS), LC -MS / MS (liquid chromatography-Mass Spectrometry / Mass Spectrometry), Western block ¾ "and ELISA (but include enzyme linked immunosorbent assay) are not limited thereto.

본 발명에서, CA19-9, LRG1 , C1R, CLU 및 KLKB1 단백질 각각의 발현 수준 자체를 측정 및 비교하기 위해서, LC-MRM 방법이 사용될 수 있다.  In the present invention, the LC-MRM method can be used to measure and compare the expression level of each of the CA19-9, LRG1, C1R, CLU and KLKB1 proteins themselves.

구체적으로 생물학적 시료 중의 단백질을 부피0 /0 기준으로 95% 증류슈,Specifically, a biological protein in the sample by volume 0/0 95% based on distillation shoe,

5% 아세토니트릴 , 0.1% 포름산의 용액과 5% 증류수 , 95% 아세토니트릴 및 으1% 포름산의 용액을 50분간 95:5 내지 15:85의 부피 비율로 농도구배를 가하면서 LC 분석 컬럼을 통과시켜 분리할 수 있다. 용액 흔합 비율에 따라 _특정 물질에 대한 분해능이 달라질 수 있기 때문에 농도 구배를 실시하며, 상기 범위는 다양한 단백질들을 동시에 분리하기 위한 최적 범위이다. 우선 컬럼을 Sol A(95% 증류슈, 5% 아세토니트릴 , 0.1% 포름산)으로 10분간 평형화한 후 Sol B(5% 증류수 , 95% 아세토니트릴 , 0.1% 포름산)로 50분간 5%에서 85%까지, 5분간 85%의 농도 구배를 통해 템타이드를 용출하였다. A solution of 5% acetonitrile, 0.1% formic acid and a solution of 5% distilled water, 95% acetonitrile and 1% formic acid was passed through the LC analytical column with a concentration gradient of 95: 5 to 15:85 for 50 minutes. Can be separated. Concentration gradients are carried out because the resolution for a specific substance may vary depending on the solution mixing ratio, and the above range is an optimal range for simultaneously separating various proteins. First equilibrate the column with Sol A (95% distilled water, 5% acetonitrile, 0.1% formic acid) for 10 minutes, then use Sol B (5% distilled water, 95% acetonitrile, 0.1% formic acid) for 5 minutes to 85%. Until 5 minutes, eluted the tempide through a concentration gradient of 85%.

질량 분석에서는 MS/MS 모드인 MRM(Multiple reaction monitoring)으로 정량을 실시할 수 있다. SIM(Selected Ion Monitoring)이 질량분석기의 소스 부분에서 한 번 충돌하여 생긴 이온을 이용하는 방법인 반면, MRM은 한 번 깨진 이온 중에서 특정 이온을 한 번 더 선택하여 연속적으로 연결된 또 다른 MS의 소스를 한 번 더 통과시켜 층돌사킨 후 이 중에서 얻은 이온들을 이용하는 방법이다. SIM에서는 선택한 정량이온이 혈장에서도 검출되는 이온인 경우에 정량에 방해가 될 수 있다는 문제점이 있다. 반면, MRM을 이용하는 경우, 같은 질량을 가진 이온이라도 한 번 더 깨지면 분자구조가 달라지면서 차별화된 경향을 나타내므로, 이를 정량이온으로 사용하게 되면 백그라운드에서 방해되는 피크가 제거되어 한 층 더 깨끗한 베이스 라인을 얻을 수 있다. 더불어 Stable isotope standard(SIS) 펩타이드를 합성해 측정하고 이를 표적 펩타이드의 측정치와 비교함으로써 보다 우수한 분석 감도에서 정확하게 원하는 물질들을 동시에 분석할 수 있다. In mass spectrometry, quantitation can be performed by MRM (Multiple Reaction Monitoring), an MS / MS mode. Whereas Selected Ion Monitoring (SIM) is a method that uses ions generated by collisions once in the source section of a mass spectrometer, MRM selects one ion from one broken ion one more time to source another MS in series. It is a method of using ions obtained from these after passing through layers again. In SIM, there is a problem that the selected quantitative ion may interfere with the quantification when the selected quantitative ion is an ion that is also detected in plasma. On the other hand, when using MRM, If ions are broken once more, the molecular structure is different and tends to be differentiated. Therefore, when used as a quantitative ion, a disturbing peak in the background can be removed to obtain a cleaner baseline. In addition, by synthesizing and measuring the stable isotope standard (SIS) peptide and comparing it with the measurement of the target peptide, it is possible to simultaneously analyze the desired substances with better analytical sensitivity.

상기 분석 방법들을 통하여, 정상 대조군에서의 단백질 발현 수준과 췌장암 개체에서의 단백질 발현 수준을 비교할 수 있고, 췌장암 마커 유전자에서 단백질로의 유의한 발현량 증감여부를 판단하여, 췌장암 발병 가능성 여부를 진단할 수 있다.  Through the above analysis methods, it is possible to compare the protein expression level in the normal control group and the protein expression level in the pancreatic cancer individual, and to determine whether there is a significant increase or decrease in the expression level of the pancreatic cancer marker gene to the protein to diagnose the possibility of pancreatic cancer. Can be.

또한, 본 발명의 방법에서, CA19-9, LRG1, C1R, CLU 및 KLKB1 단백질을 암호화하는 각각의 유전자의 mRNA 발현 수준의 측정 또는 비교는 역전사효소 중합효소반응, 경쟁적 역전사효소 중합효소반웅, 실시간 역전사효소 중합효소반웅, RNase 보호 분석법, 노던 블랏팅 또는 DNA 칩 등을 사용할 수 있으나, 이에 제한되는 것은 아니다. 상기 측정 방법들을 통하여 정상 대조군에서의 mRNA 발현량과 췌장암 발병 여부를 진단하고자 하는 대상의 mRNA 발현량을 확인할 수 있고, 이들 발현량 정도를 비교함으로써 췌장암 발병 가능성 여부를 진단 또는 예측할 수 있다.  In addition, in the method of the present invention, the measurement or comparison of mRNA expression levels of the respective genes encoding CA19-9, LRG1, C1R, CLU and KLKB1 proteins may be reverse transcriptase polymerase reaction, competitive reverse transcriptase polymerase reaction, real time reverse transcription. Enzyme polymerase reaction, RNase protection assay, Northern blotting or DNA chip, etc. may be used, but is not limited thereto. Through the above measurement methods, it is possible to confirm the mRNA expression level of the subject to be diagnosed with the occurrence of pancreatic cancer and the expression level of the normal control group, and to compare the degree of expression of the pancreatic cancer can be diagnosed or predicted.

한편, 본 발명은 췌장암 진단방법을 위한 정보를 제공하기 위하여, (a) 췌장암 발병 여부를 진단하고자 하는 대상으로부터 시료를 얻는 단계; (b) 상기 시료로부터 CA19-9 단백질의 발현 수준 또는 CA19-9 단백질을 암호화하는 유전자의 mRNA 발현 수준, 및 LRG1 단백질의 발현 수준 또는 LRG1 단백질을 암호화하는 유전자의 mRNA 발현 수준을 각각 측정하는 단계; (c) 상기  On the other hand, the present invention to provide information for a method for diagnosing pancreatic cancer, the method comprising: (a) obtaining a sample from a subject to diagnose whether or not pancreatic cancer develops; (b) measuring the expression level of CA19-9 protein or mRNA expression level of gene encoding CA19-9 protein, and the expression level of LRG1 protein or mRNA expression level of gene encoding LRG1 protein, respectively, from the sample; (c) the above

시료로부터 TTR, C1R, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 어느 하나의 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 단계; (d) 상기 CA19-9 단백질의 발현 수준 또는 CA19-9 단백질을 암호화하는 유전자의 mRNA 발현 수준, 및 상기 LRG1 단백질의 발현 수준 또는 LRG1 단백질을 암호화하는 유전자의 mNRA 발현 수준을 각각 정상 대조군 시료에서의 발현 수준과 비교하는 단계; 및 (e) 상기 TTR, C1R, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 어느 하나의 단백질의 발현 수준 또는 상기 단백질을 암호화하는 유전자의 mRNA의 발현 수준을 각각 정상 대조군 시료에서의 발현 수준과 비교하는 단계를 포함하는, 췌장암 마커의 검출 방법을 제공한다. 본 발명의 췌장암 진단용 마커, 조성물, 키트 및 진단방법에 있어서, 상기 췌장암은 IPMN일 수 있으며, 구체적으로는 고위험군 IPMN일 수 있다. 상기 조성물은 저위험군 IPMN와 구별하여 고위험군 IPMN을 선별하는 것이거나, 정상군, IPMN과 췌관 선종암올 제외한 췌장 질환을 갖는 환자, 또는 저위험 Measuring the expression level of any one protein selected from the group consisting of TTR, C1R, CLU, and KLKB1 from the sample, or the expression level of mRNA of a gene encoding the protein; (d) the expression level of the CA19-9 protein or the mRNA expression level of the gene encoding the CA19-9 protein, and the expression level of the LRG1 protein or the mNRA expression level of the gene encoding the LRG1 protein, respectively, in the normal control sample. Comparing with expression level; And (e) the expression level of any one protein selected from the group consisting of TTR, C1R, CLU and KLKB1, or the expression level of mRNA of the gene encoding the protein, respectively, as a normal control group. Provided is a method of detecting pancreatic cancer markers, the method comprising comparing with expression levels in a sample. In the markers, compositions, kits, and diagnostic methods for diagnosing pancreatic cancer of the present invention, the pancreatic cancer may be IPMN, specifically, high risk group IPMN. The composition may be selected from high-risk IPMN by distinguishing it from low-risk IPMN, or in patients with normal, IPMN and pancreatic adenocarcinoma except pancreatic adenocarcinoma, or low-risk.

IPMN을 갖는 대상인 대조군과 구별하여, 고위험군 IPMN을 선별적으로 진단할 수 있다. 고위험군 IPMN은 High grade dysplasia와 invasive type IPMN을 포함할 수 있으며, 상기 고위험 IPMN는 IPMN 유래 췌관 선종암을 포함할 수 있다. High-risk IPMNs can be diagnosed selectively, distinguishing them from controls that are subjects with IPMN. High risk group IPMN may include high grade dysplasia and invasive type IPMN, and the high risk IPMN may include IPMN-derived pancreatic adenocarcinoma.

본 발명의 추가 일예에서, LRGl(Leucine-rich alpha-2-glycoprotein 1 , LRG1)를 포함하는 췌관내 점액성 유두종양 (Intraductal papillary mucinous neoplasm, IPMN) 마커 단백질 또는 이를 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는, 고위험군 IPMN의 선별 진단용 조성물에 관한 것이다. 상기  In a further embodiment of the invention, the expression level of mRNA of the intraductal papillary mucinous neoplasm (IPMN) marker protein or gene encoding the same, including LRGl (Leucine-rich alpha-2-glycoprotein 1, LRG1) It relates to a composition for screening diagnosis of high-risk group IPMN, including an agent for measuring the amount. remind

IPMN 마커는 CA19-9(carbohydmte antigen 19-9), TTR, C1R, CLU 및 KLKBl으로 이루어진 군으로부터 선택된 1종 이상의 마커를 추가로 포함할 수 있다. 예를 들면, 상기 IPMN 마커는 TTR, C1R, CLU 및 KLKB 1으로 이루어진 군으로부터 선택된 1종 마커와 LRG1을 포함하는 마커들, 또는 TTR, C1R, CLU 및 KLKB 1으로 이루어진 군으로부터 선택된 2종의 마커와 LRG1을 포함하는 조합 마커일 수 있다. The IPMN marker may further comprise one or more markers selected from the group consisting of CA19-9 (carbohydmte antigen 19-9), TTR, C1R, CLU and KLKBl. For example, the IPMN marker is one marker selected from the group consisting of TTR, C1R, CLU and KLKB 1 and markers including LRG1, or two markers selected from the group consisting of TTR, C1R, CLU and KLKB 1 And LRG1.

본 다른 일예는, CLU(Clusterin preproprotein); 및  Another example of this is CLU (Clusterin preproprotein); And

LRG1 (Leucine-rich alpha-2-glycoprotein 1, LRG1), CA 19-9(carbohydrate antigen 19-9), TTR(Transthyretin, ATTR, Prealbumin, TBPA), ClR(Complement Clr subcomponent precursor) 및 KLKB l (Plasma Kallikrein protein;)으로 이루어진 군으로부터 선택된 하나 이상의 마커를 포함하는 IPMN 마커 단백질 또는 이를 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는, 고위험군 IPMN의 선별 진단용 조성물에 관한 것이다.  LRG1 (Leucine-rich alpha-2-glycoprotein 1, LRG1), CA 19-9 (carbohydrate antigen 19-9), TTR (Transthyretin, ATTR, Prealbumin, TBPA), ClR (Complement Clr subcomponent precursor) and KLKB l (Plasma It relates to an IPMN marker protein comprising at least one marker selected from the group consisting of Kallikrein protein;), or an agent for measuring the expression level of mRNA of the gene encoding the same, a composition for screening diagnosis of high-risk group IPMN.

본 발명의 또 다른 일예는 대상의 시료에 대해, 상기 IPMN 마커  Another example of the present invention, the sample of the subject, the IPMN marker

단백질들의 발현 수준 또는 이를 암호화하는 유전자의 mRNA 발현 수준을 각각 측정하는 단계, 상기 측정된 마커의 발현 수준을, 대조군 마커의 발현 수준과 비교하는 단계, 및 Measuring the expression level of the proteins or m RNA expression level of the gene encoding the protein, respectively, Comparing the measured expression level of the marker with the expression level of the control marker, and

상기 마커 발현 수준의 비교 결과를 이용하여 상기 대상의 고위험 IPMN 여부를 결정하는 단계를 포함하는, 고위험군 IPMN을 진단하는 방법에 관한 것.이다.  And a method for diagnosing a high risk group IPMN, comprising determining whether the subject has a high risk IPMN using the comparison result of the marker expression levels.

상기 마커의 발현 수준을 측정하는 단계 이전에, 대상이 IPMN을 갖는 것인지 여부를 확인하는 단계를 추가로 포함할 수 있다. 상기 확인하는 단계는 영상진단법, 조직검사법 또는 유전자 마커를 이용한 방법에 의해 수행될 수 있으며, 예를 들면 복부 초음파 검사, 복부 전산화 단층 촬영 (Computed tomography, CT), 내시경 역행성 췌담관 조영술 (endoscopic retrograde  Prior to measuring the expression level of the marker, the method may further include determining whether the subject has IPMN. The checking may be performed by imaging, histology or genetic markers. For example, abdominal ultrasonography, computed tomography (CT), endoscopic retrograde pancreatic duct angiography (endoscopic retrograde)

cholangiopancreatography, ERCP), 자기공명 췌담도 조영술 (magnetic resonance cholangiopancreatography, MRCP), 초음파 내시경 '검사 (Endoscopic ultrasonography, EUS) 등을 포함하나 이에 한정되는 것은 아니다. 또한 바이오 마커를 이용한 진단은 알려진 췌장암 진단 마커인 CA-19-9등을 이용하여 수행할 수 있다. cholangiopancreatography, ERCP), magnetic resonance pancreatobiliary also not limited to one including angiography (magnetic resonance cholangiopancreatography, MRCP), the ultrasonic endoscope, test (Endoscopic ultrasonography, EUS) or the like. In addition, diagnosis using a biomarker can be performed using a known pancreatic cancer diagnostic marker such as CA-19-9.

조직검사법은 FNA(fine needle aspiration) biopsy 등을 들 수 있다. Biopsy methods include fine needle aspiration (FNA) biopsy.

상기 대조군은 정상군 , IPMN과 췌관 선종암을 제의한 췌장 질환을 갖는 환자, 또는 저위험 IPMN을 갖는 대상인 경우, 상기 IPMN 마커를 활용하여 정상인 및 다양한 췌장질환과 구별되게 고위험군 IPMN을 진단할 수 있으며, 또한 대조군이 저위험군 IPMN 환자인 경우, 저위험군 IPMN과 구별되게 고위험군 IPMN을 선별적으로 진단할 수 있다.  The control group can diagnose high-risk IPMN in the normal group, patients with pancreatic disease suggesting IPMN and pancreatic adenocarcinoma, or patients with low-risk IPMN, using the IPMN marker to distinguish the normal and various pancreatic diseases. In addition, when the control group is a low-risk IPMN patient, the high-risk IPMN can be diagnosed selectively from the low-risk IPMN.

상기 방법은, 대상의 고위험 IPMN으로 결정된 경우, 외과적 절제술, 약물 투여 등의 처치방법을 수행하는 단계를 추가로 포함할 수 있다.  The method may further comprise performing a method of treatment, such as surgical resection, drug administration, etc., if determined as a high risk IPMN of the subject.

상기 방법은, 대상의 저위험 IPMN으로 결정된 경우, 약물 투여, 또는 예후의 모니터링 등의 처리를 수행하는 단계를 추가로 포함할 수 있다.  The method may further comprise performing a treatment such as drug administration, prognosis monitoring, or the like, when determined as the subject's low risk IPMN.

기타, 상기 IPMN 마커, 발현수준 측정, 및 결정하는 단계 등은 상술한 바와 같다. 이하, 본 발명을 실시예를 통하여 더욱 상세히 설명한다. 그러나, 하기 실시 예는 본 발명을 예시하기 위한 것으로, 본 발명이 이들 실시예에 의해 제한되는 것은 아니다. 실시예 1: 실험을 위한 셈플의 준비 In addition, the IPMN marker, the expression level measurement, and determining the steps are as described above. Hereinafter, the present invention will be described in more detail with reference to Examples. However, the following examples are only for illustrating the present invention, and the present invention is not limited by these examples. Example 1 Preparation of Samples for Experiment

췌장암을 효과적으로 진단하기 위한 단백질 조합을 발굴하기 위해, 하기 표 2 및 표 3에서와 같이 5개 병원의 환자의 동의 하에 췌장암, 기타 암, 췌장염 및 담낭염 환자군 (표 2) 과 정상군 (표 3)을 구성하였다.  In order to identify protein combinations for the effective diagnosis of pancreatic cancer, pancreatic cancer, other cancers, pancreatitis and cholecystitis patients group (Table 2) and normal group (Table 3) with the consent of the patients of five hospitals as shown in Table 2 and Table 3 below It was configured.

시험 1은 PDAC 구분 시험을 위한 샘플군으로서, 대조군은 정상, 췌장염 및 담낭염 군으로 구성되었고, 실험군은 췌장암 (PDAC) 군으로 구성되었다.  Test 1 was a sample group for PDAC classification test, control group consisted of normal, pancreatitis and cholecystitis group, and experimental group consisted of pancreatic cancer (PDAC) group.

시험 2는 PDAC 초기 병기 구분 시험을 위한 샘플군으로서, 대조군은 정상 : 췌장염 및 담낭염 군으로 구성되었고, 실험군은 췌장암 (PDAC) 1기 및 2기 군으로 구성되었다. Test 2 was a sample group for PDAC initial staging test, control group consisted of normal : pancreatitis and cholecystitis group, experimental group consisted of stage 1 and 2 of pancreatic cancer (PDAC).

시험 3은 암 /췌장암 선택성 시험을 위한 샘플군으로서, 대조군은 기타 암 군으로 구성되었고, 실험군은 췌장암 군으로 구성되었다. 기타암은 유방암 52례, 대장암 45례, 갑상선암 52례이다.  Test 3 was a sample group for cancer / pancreatic cancer selectivity test, control group consisted of other cancer groups, and experimental group consisted of pancreatic cancer groups. Other cancers include 52 breast cancers, 45 colon cancers and 52 thyroid cancers.

시험 4는 CA19-9가 임상적으로 성능을 발휘하지 못하는 상태에서의 PDAC 구분 시험을 위한 샘플군으로서, 대조군은 CA19-9의 수치가 37 U/m 미만인 정상, 췌장염 및 담낭염 군으로 구성되었고, 실험군은 CA19-9의 수치가 미만인 췌장암 (PDAC).군으로 구성되었다. Test 4 is a sample group for PDAC discrimination without CA19-9 performing clinically. The control group consisted of normal, pancreatitis and cholecystitis groups with CA19-9 levels below 37 U / m. The experimental group had pancreatic cancer (PDAC) with levels lower than CA19-9 . It was composed of groups.

【표 2】  Table 2

췌장암  Pancreatic cancer

구분 훈련세트 * 시험 1 시험 2 시험 3 시험 4  Category Training Set * Exam 1 Exam 2 Exam 3 Exam 4

(1/2/3/4기)  (1/2/3/4)

396 316 80 50 80 29 합계  396 316 80 50 80 29 Total

(20/228/31/1 17) (16/182/25/93) (4/46/6/24) (4/46/0/0) (4/46/6/24) (3/21/1/4) (20/228/31/1 17) (16/182/25/93) (4/46/6/24) (4/46/0/0) (4/46/6/24) (3/21 / 1/4)

75 60 15 15 15 1075 60 15 15 15 10

AMC AMC

(10/63/1/1) (8/50/1/1) (2/13/0/0) (2/13/0/0) (2/13/0/0) (2/8/0/0) (10/63/1/1) (8/50/1/1) (2/13/0/0) (2/13/0/0) (2/13/0/0) (2/8 / 0/0)

128 102 26 6 26 7128 102 26 6 26 7

NCC NCC

(3/27/25/73) (2/22/20/58) (1/5/5/15) (1/5/0/0) (1/5/5/15) (1/3/1/2) (3/27/25/73) (2/22/20/58) (1/5/5/15) (1/5/0/0) (1/5/5/15) (1/3 / 1/2)

96 76 19 10 19 596 76 19 10 19 5

SMC SMC

(1 /50/2/43) (1/40/1/34) (0/10/1/9) (0/10/0/0) (0/10/1/9) (0/3/0/2) (1/50/2/43) (1/40/1/34) (0/10/1/9) (0/10/0/0) (0/10/1/9) (0/3 / 0/2)

50 40 10 10 10 150 40 10 10 10 1

SNUH SNUH

(3/45/2/0) (2/36/2/0) (1/9/0/0) (1/9/0/0) (1/9/0/0) (0/1/0/0) 47 38 9 9 9 6(3/45/2/0) (2/36/2/0) (1/9/0/0) (1/9/0/0) (1/9/0/0) (0/1 / 0/0) 47 38 9 9 9 6

YMC YMC

(3/43/1/0) (3/34/1/0) (0/9/0/0) (0/9/0/0) (0/9/0/0) (0/6/0/0)  (3/43/1/0) (3/34/1/0) (0/9/0/0) (0/9/0/0) (0/9/0/0) (0/6 / 0/0)

【표 3】 Table 3

Figure imgf000035_0001
Figure imgf000035_0001

- AMC: Asan Medical Center (서울아산병원) -AMC: Asan Medical Center (Seoul Asan Hospital)

- NCC: National Cancer Center (국립암센터 )  -NCC: National Cancer Center

- SMC: Samsung Medical Center (삼성서울병원)  -SMC: Samsung Medical Center (Samsung Seoul Hospital)

- SNUH: Seoul National University Hospital (서울대학교병원)  -SNUH: Seoul National University Hospital (Seoul National University Hospital)

- YMC: Yonsei Medical Center (세브란스병원)  -YMC: Yonsei Medical Center (Severance Hospital)

* 훈련 세트에서 도출된 classifier로 모든 시험 수행 실시예 2: MRM-MS 방법에 의한 췌장암 진단마커 조합의 발굴 및 성능 분석  * Perform all tests with classifier derived from training set Example 2: Discovery and performance analysis of pancreatic cancer diagnostic marker combination by MRM-MS method

<2-1> 혈액 시료 전처리  <2-1> Blood Sample Pretreatment

. 각 혈액 시료 40 / 를 depletion column에 통과시켜 혈액에서 가장 많은 비율을 차지하고 있는 7개의 단백질을 결실시키고, 3 kDa 필터로 농축한 후, BCA 정량을 수행하여 이중 200 에 해당하는 혈장을 취해 6 M 우레아 (urea)로 변성시키고, 20 mM DTT 및 50 mM 이오도아세트산 (iodoacetic acid)을 사용하여 환원 및 알킬화시켰다. 여기에 트립신을 50:1(단백질:트립신, w/w)의 비율로 37 °C에서 16시간 동안 처리하여 단백질을 펩타이드로 만든 후, 상기 펩타이드를 C18 OASIS 컬럼 (Waters, USA)을 사용하여 탈염하고 동결건조하였다. 상기 동결건조된 펩타이드를 용액 A(98% 증류수, 2% 아세토니트릴 , 0.1% 포름산)에 녹이고, 이에 대하여 MRM 분석을 수행하였다. <2-2> 트랜지션 선정 . 40 / of each blood sample is passed through a depletion column to delete the seven proteins that make up the largest proportion in the blood, concentrated with a 3 kDa filter, and then subjected to BCA quantification to obtain 200 equivalents of plasma and 6 M urea. (urea) and reduced and alkylated with 20 mM DTT and 50 mM iodoacetic acid. Herein, trypsin was treated at 37 ° C. for 16 hours at a ratio of 50: 1 (protein: trypsin, w / w) to make the protein as a peptide, and then the peptide was C18 OASIS. Desalted and lyophilized using a column (Waters, USA). The lyophilized peptide was dissolved in Solution A (98% distilled water, 2% acetonitrile, 0.1% formic acid), and MRM analysis was performed. <2-2> Transition Selection

MRM 분석을 수행하기 위해, 특정 단백질의 특징적인 전하 대  To perform MRM analysis, the characteristic charge versus specific protein

질량비 (m/z)를 가지는 펩타이드를 선정하고 (Q1), 이 펩타이드를 전기적인 충격으로 단편화시켰을 때 발생하는 여러 절편 이온 중 해당 펩타이드에 대해 특징적인 m/z를 가지는 단편 이온을 선정하였다 (Q3). 이 Q1과 Q3의 조합은 특정 단백질에 특이적인 이온들의 조합으로서 이를 트랜지션이라 명칭하며, 고분해능 (triple quadrupole) 질량 분광 분석기에서 이 특징적인 Q1과 Q3으로 이온들을 순차적으로 통과시켰을 때 얻어지는 신호를 정량적 정보로 환산하여 정량 분석올 수행하였다. 미국 워싱턴 대학교의 MacCoss 연구팀에서 개발한 스카이라인 (SKYLine)이라는 공개 소프트웨어를 이용하여 NIST(National Institute of Standards and A peptide having a mass ratio (m / z) was selected (Q1), and a fragment ion having a characteristic m / z of the peptide was selected among the fragment ions generated when the peptide was fragmented by an electrical shock (Q3). ). This combination of Q1 and Q3 is a combination of ions specific to a particular protein, termed a transition, and is a quantitative information on the signal obtained by sequentially passing ions through this characteristic Q1 and Q3 in a triple quadrupole mass spectrometer. Quantitative analysis was performed in terms of. The National Institute of Standards and NIST, using an open source software called SKYLine, developed by the MacCoss team at the University of Washington, USA

Technology)라이브러리의 펩타이드 탠덤 질량 스펙트럼 (peptide tandem mass spectra)을 기반으로 ms/ms 데이터가 존재하는 펩타이드에 대해, 총 강도가 높은 순으로 1개의 단백질당 최대 10개의 펩타이드를 선정하였다. 펩타이드의 길이는 아미노산 최소 7개부터 최대 24개로 선정하였다. For peptides with ms / ms data based on the peptide tandem mass spectra of the library, up to 10 peptides per protein were selected in order of highest total intensity. Peptides were selected from a minimum of 7 amino acids and a maximum of 24 amino acids.

단, 트립신에 의해 절단되어 생성될 수 있는 전체 펩타이드 증에서 아래에 해당되는 아미노산을 포함하거나 특정 모티프 (motif)를 갖고 있는 펩타이드는 다음과 같이 신호 값이 좋지 않다고 알려져 있어서 제외하였다:  However, peptides containing the following amino acids or having specific motifs were excluded from all peptides that could be produced by cleavage by trypsin because the signal values are known to be poor as follows:

© 해당 펩타이드 내에 메티오닌이 존재할 경우, 생체 내 ROS(reactive oxygen species)에 의해 산화가 발생하여 질량 값이 32Da증가;  When methionine is present in the peptide, oxidation occurs by reactive oxygen species (ROS) in vivo, increasing the mass value by 32 Da;

® 해당 펩타이드 내에 히스티딘이 존재할 경우, R-그룹의 양전하로 인해 해당 펩타이드의 전하 상태가 바뀜;  When histidine is present in the peptide, the charge state of the peptide changes due to the positive charge of the R-group;

© 해당 펩타이드 내에 NxS/T 모티프가 존재할 경우 , Ν-당화가 발생하여 질량 값이 이동 (shift)함;  When NxS / T motifs are present in the peptide, Ν-glycosylation occurs and the mass value shifts;

@ 해당 펩타이드 내에 트립신에 의해 잘릴 수 있는 R이나 K 다음에 프를린이 존재하는 경우, 미절단 (missed cleavage)이 발생할 수 있음.  @ Missed cleavage may occur if plin is present after R or K that can be cut by trypsin in the peptide.

전구체 (precursor) 전하는 +2가 전하를 갖는 펩타이드를 선정하고, 이온 전하는 +1가 전하, 이온 타입은 y-이온을 사용하였다. 단백질 블라스트 (Protein Blast) P 및 스카이라인 (Skyline) 프로그램을 이용하여 독특한 트랜지션 및 펩타이드를 선별하고, 최종 선별된 트랜지션은 예측하는 정체 시간 (Retention time, RT) 범위 내에 속한 것들만 사용하였다. RT 예측을 위해, 600개의 SIS 펩타이드 RM 분석을 진행하고, 이를 통하여 소수성 도표 (hydrophobicity scale)과 RT 크로마토그램에 기초한 검량선 (calibration curve)을 계산하였다. Precursor charges select peptides with a +2 charge and ion The charge used was +1 charge and the ion type used y-ion. Unique transitions and peptides were selected using Protein Blast P and Skyline programs, and the final selected transitions were only those that were within the predicted retention time (RT) range. In order to predict the RT, 600 SIS peptide RM analyzes were performed, and a calibration curve based on the hydrophobicity scale and the RT chromatogram was calculated.

<2-3> LC 및 MRM <2-3> LC and MRM

LC는 애질런트사의 1260-모세관 LC를 사용하고, 펩타이드의 분리를 위해 모세관 RR 0.5 x 150 3.5 um의 컬럼을 사용하였다. 시료는 5 ^를 주입하였고, 유속은 20 /분으로 설정하였다. 우선 컬럼을 Sol A (부피 기준으로 95% 증류슈, 5% 아세토니트릴 , 0.1% 포름산)으로 10분간 평형화한 후 Sol A와 Sol B (부피 기준으로 5% 증류수, 95% 아세토니트릴, 0.1% 포름산)를 50분간 95:5에서  The LC used a 1260-capillary LC from Agilent and used a column of capillary RR 0.5 × 150 3.5 um for the separation of peptides. The sample was injected with 5 ^ and the flow rate was set at 20 / min. First equilibrate the column with Sol A (95% distilled shoe, 5% acetonitrile, 0.1% formic acid by volume) for 10 minutes, then Sol A and Sol B (5% distilled water, 95% acetonitrile, 0.1% formic acid by volume). ) For 50 minutes at 95: 5

15:85까지, 5분간 15:85의 부피 비율로 농도 구배를 가하여 펩타이드를 Peptides were added to a concentration gradient of 15:85 at 15:85 for 5 minutes.

용출하였다. Eluted.

질량분석기 (Mass spectrometer)로서 애질런트사의 triple quadrupole 6490-QQQ 장비를 이용하여 선정 단백질들에 대한 트랜지션에 대해 MRM 모드로  As a mass spectrometer, Agilent's triple quadrupole 6490-QQQ instrument is used for MRM mode for transitions to selected proteins.

모니터링하였다. 배치 (Batch) 간 편차를 보정하기 위해 각 시료에 Monitored. Each sample to compensate for deviations between batches.

스파이킹 (spiking)된 5 fmol 베타-갈락토시다아제 펩타이드 (GDFQFNISR[C 13N15], 547.3/646.4)도 동시에 모니터링하였다. The spiked 5 fmol beta-galactosidase peptide (GDFQFNISR [C 13 N15], 547.3 / 646.4) was also monitored simultaneously.

<2-4> 데이터 정량 분석 <2-4> Data Quantitative Analysis

정량성을 확인하기 위해, 내부 표준 펩타이드인 베타-갈락토시다아제 펩타이드 (GDFQFNISR[C13N15], 547.3/646.4 m/z)를 0.09, 0.27, 0.82, 2.5, 7.4, 22.2, 66.7 및 200 fm이로 각각 희석한 다음, 여기에 표적 펩타이드 분석 조건과 동일하게 혈장 10 ug을 매트릭스로 넣어서 분석을 진행하였다. 또한 내인성 (endogenous) 신호를 확인할 목적으로 내부 표준 펩타이드를 넣지 않은 경우도 분석에 포함시켰으며, 모든 9개의 농도 점에서 3회 반복하여 MRM 정량하여 표준 곡선 (standard curve)을 결정하였다.  To confirm quantitation, the internal standard peptide beta-galactosidase peptide (GDFQFNISR [C13N15], 547.3 / 646.4 m / z) was 0.09, 0.27, 0.82, 2.5, 7.4, 22.2, 66.7 and 200 fm respectively. After dilution, 10 ug of plasma was added to the matrix in the same manner as the target peptide analysis conditions, and the analysis was performed. Also included in the analysis was the case where no internal standard peptide was added for the purpose of confirming the endogenous signal, and the standard curve was determined by quantitating MRM three times at all nine concentration points.

각 개인별 MRM 결과는 스카이라인 (MacCoss Lab, verl .4.1)을 사용하여 해당 MRM 트랜지션의 이온 추출 크로마토그래피 (XIC, Extract ion chromatography)를 생성하였으며, 각 트랜지션의 피크 면적을 계산하고 이를 다시 시간 경과에 따라 도식화하였다. 더불어 각 표적 펩타이드에 대한 SIS(Stable isotope standard) 펩타이드를 합성하여 측정하고, 해당 표적 펩타이드 측정치와의 비율을 계산하여 혈액 내의 양을 각 단백질 별로 정량 분석하였다. MRM results for each individual are correlated using Skyline (MacCoss Lab, verl .4.1). Extraction ion chromatography (XIC) of MRM transitions was generated and the peak areas of each transition were calculated and plotted again over time. In addition, SIS (Stable isotope standard) peptides for each target peptide were synthesized and measured, and the ratio of the target peptide measurement was calculated to quantitatively analyze the amount of blood in each protein.

' 상기 MRM 정량 분석 결과를 이용하여 표 1의 방법으로 도출한 4개의 조합 마커에 포함된 단백질들의 췌장암 환자군에서의 발현 양상은 다음과 같다. 도 1 및 2에서 보는 바와 같이 CA19-9 및 LRG1 단백질의 발현이 정상군에 비해 췌장암 환자군에서 특이적으로 증가됨을 확인할 수 있었고, 상기 CA19-9 및 LRG1을 췌장암 진단용 마커로 선발하였다. 'Expression of pancreatic cancer in the patient population of the protein contained in the MRM quantitative analysis of four markers a combination by using the result obtained by the method of the Table 1 are as follows. As shown in Figures 1 and 2 it was confirmed that the expression of CA19-9 and LRG1 protein is specifically increased in the pancreatic cancer patient group compared to the normal group, the CA19-9 and LRG1 was selected as a diagnostic marker for pancreatic cancer.

도 3 내지 6에서 보는 바와 같이, TTR, CLU 및 KLKB1 단백질의 발현이 정상군에 비해 췌장암 환자군에서 특이적으로 감소됨올 확인할 수 있었고, C1R 단백질의 발현이 정상군에 비해 췌장암 환자군에서 특이적으로 증가됨을 확인할 수 있었다. 실시예 3: ELISA 방법에 의한 췌장암 진단용 단백질 조합의 발굴 및 성능 분석  As shown in Figures 3 to 6, it was confirmed that the expression of TTR, CLU and KLKB1 protein was specifically decreased in the pancreatic cancer patient group compared to the normal group, and the expression of the C1R protein was specifically increased in the pancreatic cancer patient group compared to the normal group. Could confirm. Example 3: discovery and performance analysis of pancreatic cancer diagnostic protein combination by ELISA method

췌장암 환자군 및 정상군을 대상으로 LRG1 , TTR 및 CLU 단백질의 발현량올 ELISA 법에 의해 측정하였다. LRG1의 경우 IBL사의 hLRGl ELISA 키트를 이용하였고, TTR의 경우 AssayPro사의 프리알부민 ELISA 키트를 이용하였으며, CLU의 경우 R&D Systems사의 Human Clusterin Quantikine 키트를 이용하였고, 각 ELISA 측정은 제조사의 프로토콜에 따라 수행하였다.  The expression levels of LRG1, TTR and CLU proteins were measured in the pancreatic cancer patients and normal groups by ELISA. In the case of LRG1, IBL's hLRGl ELISA kit was used, and in the case of TTR, AssayPro's prialbumin ELISA kit was used, and in the case of CLU, R & D Systems' Human Clusterin Quantikine kit was used, and each ELISA measurement was performed according to the manufacturer's protocol. .

구체적으로, 실험하기 전에 ELISA 키트와 분석할 검체를 실온에 놓아둔 다음, 검체를 전용 희석액으로 희석 (LRG1 : 1,000배; TTR: 80,000배; CLU:  Specifically, the ELISA kit and the sample to be analyzed were left at room temperature prior to the experiment, and then the sample was diluted with a dedicated dilution (LRG1: 1,000 times; TTR: 80,000 times; CLU:

2,091배)하였다. 각 웰에 표준, 대조군 및 검체를 각각 50 씩 분주하였다. 각 웰에 커버 실러를 덮고 2시간 동안 실온에 둔 다음, 각 웰에 있는 용액을 버리고 증류수로 세척하는 과정을 4회 반복하였다. 이후, 200 의 컨주게이트를 각 웰에 분주하였다. 각 웰에 새로운 커버 실러로 덮고 2시간 동안 실온에 둔 다음, 증류수로 세척하는 과정을 4회 반복하였다. 이후, 의 기질 용액을 각 웰에 분주한 다음 실온에 30분간 두었다. 그리고 나서, 50 의 정지 용액을 각 웰에 분주한 다음, 540πηι 또는 570ηπι에서 흡광도를 측정하고, 농도값을 계산하여 결과를 정리하였다. 2,091 times). Each well was dispensed with 50 standard, control and sample samples, respectively. Each well was covered with a cover sealer and allowed to stand at room temperature for 2 hours. The solution in each well was discarded and washed four times with distilled water. Thereafter, 200 conjugates were dispensed into each well. Each well was covered with a fresh cover sealer, left at room temperature for 2 hours, and then washed four times with distilled water. Thereafter, the substrate solution of was dispensed into each well and then left at room temperature for 30 minutes. Then 50 stop solutions are added to each well After dispensing, absorbance was measured at 540πηι or 570ηπι, and the results were summarized by calculating concentration values.

상기 ELISA 정량 분석 결과, 도 7 내지 9에서 보는 바와 같이, LRG1 단백질의 발현이 정상군에 비해 췌장암 환자군에서 특이적으로 증가하였고, TTR 단백질의 발현이 정상군에 비해 췌장암 환자군에서 특이적으로 감소하였으며, CLU 단백질의 발현이 정상군에 비해 췌장암 환자군에서 특이적으로 감소되는 것으로 확인되었고, 이는 실시예 2의 MRM-MS 결과와 동일하였다. 실시예 4: 면역비탁법 (immimoturbidimetr assay)에 의한 췌장암진단용 마커의 발굴 및 성능 분석  As a result of the ELISA quantitative analysis, as shown in FIGS. 7 to 9, the expression of LRG1 protein was specifically increased in the pancreatic cancer patient group compared to the normal group, and the expression of TTR protein was specifically decreased in the pancreatic cancer patient group compared to the normal group. , The expression of CLU protein was confirmed to be specifically reduced in the pancreatic cancer patient group compared to the normal group, which was the same as the MRM-MS results of Example 2. Example 4 Identification and Performance Analysis of Pancreatic Cancer Diagnosis Markers by Immunoturbidimetr Assay

췌장암 환자군 및 정상군을 대상으로 TTR 단백질의 발현량을  The expression level of TTR protein in pancreatic cancer patients and normal patients

면역비탁법 (imnumoturbidimetric assay)에 의해 측정하였다. 상기 측정은 Roche Diagnostics사의 COBAS INTEGRA 800 Prealbumin을 이용하여 제조사의 프로토콜에 따라 수행하였다. It was measured by an immunonubibimetric assay. The measurement using the R oc he Diagnostics Inc. COBAS INTEGRA 800 Prealbumin was performed according to the manufacturer's protocol.

구체적으로, 실험하기 전에 기기와 분석할 검체를 실온에 놓아둔 다음, 검체를 50 씩 분주하였다. 분주한 검체를 전용 희석액으로 4배 희석하였다. 상기 희석한 검체 200 을 기기에 투입하고, 기기에서 출력하는 농도값으로 결과를 정리하였다.  Specifically, the device and the sample to be analyzed were placed at room temperature before the experiment, and then 50 samples were dispensed. Aliquoted samples were diluted 4-fold with dedicated dilutions. The diluted sample 200 was put into the apparatus, and the results were summarized by the concentration value output from the apparatus.

상기 면역비탁법에 의한 정량 분석 결과, 도 10에서 보는 바와 같이, TTR 단백질의 발현이 정상군에 비해 췌장암 환자군에서 특이적으로 감소되는 것으로 확인되었고, 이는 실시예 2 및 3의 MRM-MS 및 ELISA 결과와 동일하였다. 실시예 5: MRM-MS 방법에 의한 CA19-9, LRG1 및 TTR조합마커의 진단 성능  As a result of the quantitative analysis by the immunobinding method, as shown in FIG. 10, it was confirmed that the expression of TTR protein was specifically reduced in the pancreatic cancer patient group compared to the normal group, which was MRM-MS and ELISA of Examples 2 and 3. Same as the result. Example 5: Diagnostic Performance of CA19-9, LRG1 and TTR Combination Markers by MRM-MS Method

<5-l> PDAC 구분을 위한 CA19-9, LRG1 및 TTR조합 마커의 진단 성능 실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 <5-l> Diagnostic Performance of CA19-9, LRG1 and TTR Combination Markers for PDAC Classification Using MRM-MS method of Example 2, Diagnostic Performance of Pancreatic Cancer Classification of Combination Markers of CA19-9, LRG1 and TTR Was analyzed. The CA19-9 protein is

Roche Diagnostics社 COBAS Elecsys CA 19-9 기기를 이용한 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 MRM 정량 분석에 의해 측정하였다. By Chemiluminescent Enzyme Immunoassay (CLEIA) using Roche Diagnostics COBAS Elecsys CA 19-9 instrument, LRG1 and TTR proteins were analyzed by MRM quantitative analysis. Measured.

췌장암 진단 함수를 사용한 경우 CA19-9, LRG1 및 TTR의 조합의 췌장암 진단 마커로서의 성능을 ROC 그래프의 AUC와 Sn|Sp=0.9로 나타내었다. ROC 그래프는 민감도 (sensitivity)와 특이도 (specificity)가 어떤 관계를 갖고 변하는지를 이차원 평면 상에 표현한 것인데, ROC 그래프 아래의 면적(八1 ; 0≤八;。< 1)이 넓을수록 정확하다고 판단할 수 있다. Sn|Sp=0.9는 특이도 (specificity)가 0.9일 때의 민감도 (sensitivity) 값으로, 검출 민감도를 나타내는 수치이며, 그 값이 클수록 정확하다고 판단할 수 있다. When pancreatic cancer diagnostic function was used, the performance as a pancreatic cancer diagnostic marker of the combination of CA19-9, LRG1 and TTR was compared with AUC and Sn | Sp = 0.9 . The ROC graph represents the relationship between sensitivity and specificity on a two-dimensional plane. The larger the area under the ROC graph (八 1; 0≤ 八;。 <1), the more accurate it is. can do. Sn | Sp = 0.9 is a sensitivity value when the specificity is 0.9, which is a numerical value representing the detection sensitivity, and it can be determined that the larger the value is, the more accurate it is.

상기 AUC 및 SniSp=0.9의 측정 결과를 표 4 및 도 1 1에 나타내었다. The measurement results of the AUC and Sni Sp = 0.9 are shown in Table 4 and FIG. 1.

【표 4】  Table 4

Figure imgf000040_0001
상기 표 4 및 도 11에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.9312이고, | =0.9가 0.8250으로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 CA19— 9, LRG1 및 TTR을 각각 단독 사용 또는 2개씩 조합하여 사용할 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다.
Figure imgf000040_0001
As shown in Table 4 and FIG. 11, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9312, and | = 0 . 9 was 0.8250, indicating that pancreatic cancer was a very good diagnostic marker. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using CA19-9, LRG1 and TTR alone or in combination of two.

<5-2> PDAC 초기 병기 구분을 위한 CA19-9, LRG1 및 TTR조합 마커의 진단 성능 <5-2> Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers for Early Stage Identification of PDAC

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 초기 병기 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 5 및 도 12에 나타내었다. Using the MRM-MS method of Example 2, the diagnostic performance for the early stage division of pancreatic cancer of the combination marker of CA19-9, LRG1 and TTR was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and TTR proteins by MRM quantitative analysis. The AUC and Sn | Table 5 shows the measurement results of Sp = 0.9 And shown in FIG. 12.

【표 5 ]  Table 5

Figure imgf000041_0001
상기 표 5 및 도 12에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.9070이고, Sn|Sp=0 9가 으7600으로서 췌장암 초기 병기 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 초기 병기 진단 성능이 더 우수함을 확인할 수 있었다.
Figure imgf000041_0001
As shown in Table 5 and Figure 12, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9070, Sn | Sp = 0 9 has been shown to be very good as a diagnostic marker for the early staging of pancreatic cancer. In particular, the combination of CA19-9, LRG1, and TTR according to the present invention was confirmed that the early stage diagnosis of pancreatic cancer is superior to when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.

<5-3> 암 /췌장암 구분을 위한 CA19-9, LRG1 및 TTR조합 마커의 진단 성능 <5-3> Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers for Cancer / Pancreatic Cancer

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 암 및 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 Using the MRM-MS method of Example 2, the diagnostic performance for the cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and TTR was analyzed. The CA19-9 protein is chemiluminescent enzyme immunoassay (CLEIA), LRG1 and TTR protein is

MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 5 및 도 13에 나타내었다. Measured by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 5 and FIG.

상기 표 5 및 도 13에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.8994이고, Sn|Sp=0 9가 0.8250으로서 암과 췌장암 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 암 /췌장암 구분 성능이 더 우수함을 확인할 수 있었다. As shown in Table 5 and Figure 13, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8994, Sn | Sp = 0 9 was 0.8250, indicating a very good performance as a diagnostic marker for cancer and pancreatic cancer. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention is a commercial pancreatic cancer diagnostic marker CA19-9 It was confirmed that the cancer / pancreatic cancer separation performance is better than when used alone.

<5-4> CA19-9 < 37 U/m£인 실험군을 대상으로 한 CA19-9, LRG1 및 TTR 조합 마커의 PDAC 구분 진단 성능 <5-4> PDAC Classification Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers in Experimental Groups with CA19-9 <37 U / m £

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 CA19-9 < 37 U/m£인 실험군을 대상으로 분석하였다. 주로 임상에서는 측정자의 CA19-9 축정치가 37 U/ 이상일 때 췌장암으로 판단한다. 따라서 CA19-9 < 37 U/ii 인 실험군에서는 CA19-9가 췌장암 진단 마커로서의 성능을 발휘할 수 없다. 상기 CA19-9 단백질은 Roche  Using the MRM-MS method of Example 2, the diagnostic performance for the pancreatic cancer classification of the combination marker of CA19-9, LRG1 and TTR was analyzed in the experimental group CA19-9 <37 U / m £. In clinical practice, pancreatic cancer is determined when the CA19-9 axis value is over 37 U /. Therefore, in the experimental group CA19-9 <37 U / ii, CA19-9 can not perform as a diagnostic marker for pancreatic cancer. The CA19-9 protein is Roche

Diagnostics社 COBAS Elecsys CA 19-9 기기를 이용한 화학발광효소 면역 Chemiluminescent Enzyme Immunization with Diagnostics COBAS Elecsys CA 19-9 Instrument

분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 MRM 정량 분석에 의해 By Assay (CLEIA), LRG1 and TTR Proteins by MRM Quantitative Assay

측정하였다. Measured.

췌장암 진단 함수를 사용한 경우 CA19-9, LRG1 및 TTR의 조합의 췌장암 진단 마커로서의 성능을 ROC 그래프의 AUC와 Sn|Sp=o.9로 나타내었다. ROC When pancreatic cancer diagnostic function was used, the performance as a pancreatic cancer diagnostic marker of the combination of CA19-9, LRG1 and TTR was compared with AUC and Sn | Sp = o. 9 . ROC

그래프는 민감도 (sensitivity)와 특이도 (specificity)가 어떤 관계를 갖고 변하는지를 이차원 평면 상에 표현한 것인데, ROC 그래프 아래의 면적(ᅀ1 :; 0 <八1^ < 1)이 넓을수록 정확하다고 판단할 수 있다. Sn|Sp=0 9는 특이도 (specificity)가 0.9일 때의 민감도 (sensitivity) 값으로, 검출 민감도를 나타내는 수치이며, 그 값이 클수록 정확하다고 판단할 수 있다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 5 및 도 14에 나타내었다. The graph is a representation of the relationship between sensitivity and specificity on a two-dimensional plane. The larger the area under the ROC graph (ᅀ 1 :; 0 <八 1 ^ <1), the more accurate it is. can do. Sn | Sp = 0 9 is a sensitivity value when the specificity is 0.9, and is a numerical value indicating the detection sensitivity, and it can be determined that the larger the value is, the more accurate it is. The AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 5 and FIG.

상기 표 5 및 도 14에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.8295이고, Sn|Sp= 9가 0.5172로서 췌장암 진단 As shown in Table 5 and Figure 14, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8295, Sn | Sp = 9 is 0.5172 to diagnose pancreatic cancer

마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. 실시예 6: ELISA 방법에 의한 CA19-9, LRG1 및 TTR조합마커의 진단 성.능 실시예 5에서 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석했던 것을 ELISA 방법으로 성능 재현 여부를 확인하였으며, ELISA 방법에서도 CA19-9, LRG1 및 TTR의 조합은 췌장암 진단 성능이 우수함을 확인할 수 있었다. The performance as a marker was found to be very good. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. Example 6 Diagnosis of CA19-9, LRG1 and TTR Combination Markers by ELISA Method Combination of CA19-9, LRG1 and TTR using the MRM-MS method in Example 5 The diagnostic performance of the markers for pancreatic cancer classification was analyzed. The ELISA method was used to determine whether the performance was reproducible. In the ELISA method, the combination of CA19-9, LRG1, and TTR was confirmed to be excellent in pancreatic cancer diagnosis.

<6-l> PDAC 구분을 위한 CA19-9, LRG1 및 TTR 조합 마커의 진단 성능 실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA 방법에 의해 측정하였다. <6-l> Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers for PDAC Classification Using the ELISA method of Example 3, the diagnostic performance of the CA19-9, LRG1, and TTR combination markers for pancreatic cancer classification was analyzed. It was. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by ELISA method.

상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 6 및 도 15에 나타내었다. The AUC and Sn | Sp = 0 . The measurement result of 9 is shown in Table 6 and FIG. 15.

【표 6】  Table 6

Figure imgf000043_0001
상기 표 6 및 도 15에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.9315이고, |^=0 9가 0.8250으로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. <6-2> PDAC 초기 병기 구분을 위한 CA19-9, LRG1 및 TTR조합 마커의 진단 성능
Figure imgf000043_0001
As shown in Table 6 and FIG. 15, the combination of CA19-9, LRG1, and TTR according to the present invention showed that AUC is 0.9315 and | ^ = 0 9 is 0.8250, which is very excellent as a pancreatic cancer diagnostic marker. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. <6-2> Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers for Early Stage Identification of PDAC

실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 초기 병기 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA  Using the ELISA method of Example 3, the diagnostic performance of the early stages of pancreatic cancer classification of the combination markers of CA19-9, LRG1 and TTR was analyzed. The CA19-9 protein is chemiluminescent enzyme immunoassay (CLEIA), LRG1 and TTR protein is ELISA

방법에 의해 측정하였다. 상기 AUC 및 Sn|Sp=o.9의 측정 결과를 표 6 및 도 16에 나타내었다. It measured by the method. The AUC and Sn | The measurement result of Sp = o.9 is shown in Table 6 and FIG. 16.

상기 표 6 및 도 16에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.9144이고, Sn|Sp=0 9가 0.7800으로서 췌장암 초기 병기 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 초기 병기 진단 성능이 더 우수함을 확인할 수 As shown in Table 6 and Figure 16, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9144, Sn | Sp = 0 9 was 0.7800, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention can be confirmed that the early stage of pancreatic cancer diagnostic performance better than when using a single pancreatic cancer diagnostic marker CA19-9 alone

<6-3> 암 /췌장암 구분.을 위한 CA19-9, LRG1 및 TTR조합 마커의 진단 성능 <6-3> Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers for Cancer / Pancreatic Cancer.

실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 암 및 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA  Using the ELISA method of Example 3, the diagnostic performance for the cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and TTR was analyzed. The CA19-9 protein is chemiluminescent enzyme immunoassay (CLEIA), LRG1 and TTR protein is ELISA

방법에 의해 측정하였다. 상기 AUC 및 Sn|Sp= 9의 측정 결과를 표 6 및 도 17에 나타내었다. It measured by the method. The AUC and Sn | The measurement result of Sp = 9 is shown in Table 6 and FIG.

상기 표 6 및 도 17에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.8981이고, Sn|Sp=0.9가 0.8250으로서 암과 췌장암 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 암 /췌장암 구분 성능이 더 우수함을 확인할 수 있었다. As shown in Table 6 and Figure 17, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8981, Sn | Sp = 0 . 9 is 0.8250, which is very good as a diagnostic marker for cancer and pancreatic cancer. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is better than when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.

<6-4> CA19-9 < 37 U/m 인 실험군을 대상으로 한 CA19-9, LRG1 및 TTR 조합 마커의 PDAC 구분 진단 성능 <6-4> PDAC Classification Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers in Experimental Groups with CA19-9 <37 U / m

실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 CA19-9 < 37 U/ ^인 실험군을 대상으로 분석하였다. 주로 임상에서는 측정자의 CA19-9 측정치가 37 U/ 이상일 때 췌장암으로 판단한다. 따라서 ᅀ19-9 < 37 1;/111£인 실험군에서는 CA19-9가 췌장암 진단 마커로서의 성능을 발휘할 수 없다. 상기 CA19-9 단백질은 화학발광효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 ELISA 방법에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0 9의 측정 결과를 표 6 및 도 18에 나타내었다. 상기 표 6 및 도 18에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.8287이고, Sn|Sp=0.9가 0.5172로서 췌장암 진단 Using the ELISA method of Example 3, a combination marker of CA19-9, LRG1, and TTR The diagnostic performance of pancreatic cancer was analyzed in the experimental group with CA19-9 <37 U / ^. In clinical practice, pancreatic cancer is determined when the CA19-9 level is 37 U /. Therefore, in the experimental group of # 19-9 <371; / 111 £, CA19-9 could not exert the performance as a diagnostic marker for pancreatic cancer. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and TTR proteins were measured by ELISA method. The AUC and Sn | The measurement result of Sp = 0 9 is shown in Table 6 and FIG. As shown in Table 6 and Figure 18, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8287, Sn | Diagnosis of pancreatic cancer with Sp = 0.9 = 0.5172

마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. 실시예 7: 면역비탁법에 의한 CA19-9, LRG1 및 TTR조합마커의 진단 성능 실시예 5에서 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석했던 것을 면역비탁법으로 성능 재현 여부를 확인하였으며, 면역비탁법에서도 CA19-9, LRG1 및 TTR의 조합은 췌장암 진단 성능이 우수함을 확인할 수 있었다.  The performance as a marker was found to be very good. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. Example 7 Diagnosis Performance of CA19-9, LRG1 and TTR Combination Markers by Immunodiluting Method Using the MRM-MS Method in Example 5, Diagnosis Performance of Pancreatic Cancer Classification of Combination Markers of CA19-9, LRG1 and TTR It was confirmed that the performance was reproduced by the immuno-binding method, the combination of CA19-9, LRG1 and TTR in the immuno-binding method was confirmed that the pancreatic cancer diagnostic performance is excellent.

<7-l> PDAC 구분을 위한 CA19-9, LRG1 및 TTR조합 마커의 진단 성능 실시예 4의 면역비탁법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정하였다. 상기' AUC 및 Sn|Sp=0.9의 측정 결과를 표 7 및 도 19에 나타내었다. <7-l> Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers for PDAC Separation Using the immunobinding method of Example 4, the diagnostic performance of the combination markers of CA19-9, LRG1, and TTR for pancreatic cancer was determined. Analyzed. The CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification. The 'AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 7 and FIG. 19.

Figure imgf000045_0001
CA19-9 0.8259 0.7250
Figure imgf000045_0001
CA19-9 0.8259 0.7250

CA19-9+LRG1+TTR 0.9146 0.7600 CA19-9 + LRG1 + TTR 0.9146 0.7600

7-2 CA19-9+TTR 0.8678 0.6800 7-2 CA19-9 + TTR 0.8678 0.6800

CA19-9 0.7924 0.6400 CA19-9 0.7924 0.6400

CA19-9+LRG1+TTR 0.8965 0.8250CA19-9 + LRG1 + TTR 0.8965 0.8250

7-3 CA19-9+TTR 0.8367 0.7500 7-3 CA19-9 + TTR 0.8367 0.7500

CA19-9 0.7964 0.6875 CA19-9 0.7964 0.6875

CA19-9+LRG1+TTR 0.8439 0.5172CA19-9 + LRG1 + TTR 0.8439 0.5172

7-4 CA19-9+TTR 0.7255 0.3103 7-4 CA19-9 + TTR 0.7255 0.3103

CA19-9 0.5198 0.2414 상기 표 7 및 도 19에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.9402이고, Sn|Sp=o.9가 으8250으로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, L G1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. CA19-9 0.5198 0.2414 As shown in Table 7 and FIG. 19, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9402, and Sn | Sp = o. 9 , 8250, was shown to be very good as a diagnostic marker for pancreatic cancer. In particular, the combination of CA19-9, L G1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.

<7-2> PDAC 초기 병기 구분을 위한 CA19-9, LRG1 및 TTR조합 마커의 진단 성능 <7-2> Diagnostic Performance of CA19-9, LRG1, and TTR Combination Markers for Early Stage Identification of PDAC

실시예 4의 면역비탁법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 초기 병기 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 7 및 도 20에 나타내었다. Using the immunobinding method of Example 4, the diagnostic performance for the early stage division of pancreatic cancer of the combination marker of CA19-9, LRG1 and TTR was analyzed. The CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification. The AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 7 and FIG. 20.

상기 표 7 및 도 20에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.9146이고, Sn|Sp=0 9가 0.7600으로서 췌장암 초기 병기 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 초기 병기 진단 성능이 더 우수함을 확인할 수 있었다. <7-3> 암 /췌장암 구분을 위한 CA19-9JLRG1 및 TTR 조합 마커의 진단 성능 As shown in Table 7 and FIG. 20, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.9146 and Sn | Sp = 0 9 was 0.7600, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer. In particular, the combination of CA19-9, LRG1, and TTR according to the present invention was confirmed that the early stage diagnosis of pancreatic cancer is superior to when using a commercial pancreatic cancer diagnostic marker CA19-9 alone. <7-3> Diagnostic Performance of CA19-9JLRG1 and TTR Combination Markers for Cancer / Pancreatic Cancer

실시예 4의 면역비탁법을 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 암 및 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0 9의 측정 결과를 표 7 및 도 21에 나타내었다. Using the immunobinding method of Example 4, the diagnostic performance for the cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and TTR was analyzed. The CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein was determined by ELISA, and the TTR protein was determined by immunobidification. The AUC and Sn | The measurement result of Sp = 0 9 is shown in Table 7 and FIG. 21.

상기 표 7 및 도 21에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.8965이고, Sn|Sp=0 9가 0.8250으로서 암과 췌장암 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했올 때보다 암 /췌장암 구분 성능이 더 우수함을 확인할 수 있었다. As shown in Table 7 and Figure 21, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8965, Sn | Sp = 0 9 was 0.8250, which is very good as a diagnostic marker for cancer and pancreatic cancer. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention was able to confirm that the cancer / pancreatic cancer discrimination performance is better than when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.

<7-4> CA19-9 < 37 U/n 실험군을 대상으로 한 CA19-9, LRG1 및 TTR 조합 마커의 PDAC 구분 진단 성능 <7-4> Diagnosis of PDAC Classification of CA19-9, LRG1, and TTR Combination Markers in CA19-9 <37 U / n Experimental Groups

실시예 4의 면역비탁법올 이용하여, CA19-9, LRG1 및 TTR의 조합 마커의 췌장암 구분에 대한 진단 성능을 CA19-9 < 37 U/ ^인 실험군을 대상으로  The diagnostic performance of the pancreatic cancer classification of the combination markers of CA19-9, LRG1 and TTR using the immunobinding method of Example 4 was performed in the experimental group having CA19-9 <37 U / ^.

분석하였다. 주로 임상에서는 측정자의 CA19-9 측정치가 37 U/ 이상일 때 췌장암으로 판단한다. 따라서 CA19-9 < 37 U/ 인 실험군에서는 CA19-9가 췌장암 진단 마커로서의 성능을 발휘할 수 없다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 단백질은 ELISA 방법에 의해, TTR 단백질은 면역비탁법에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 7 및 도 22에 나타내었다. Analyzed. In clinical practice, pancreatic cancer is determined when the CA19-9 level is 37 U /. Therefore, in the experimental group CA19-9 <37 U / CA19-9 can not perform as a diagnostic marker for pancreatic cancer. The CA19-9 protein was measured by chemiluminescence enzyme immunoassay (CLEIA), the LRG1 protein by ELISA method, and the TTR protein by immunobinding method. The AUC and Sn | Sp = 0 . The measurement result of 9 is shown in Table 7 and FIG. 22.

상기 표 7 및 도 22에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 AUC가 0.8439이고, Sn|Sp=0 9가 0.5172로서 췌장암 진단 As shown in Table 7 and Figure 22, the combination of CA19-9, LRG1 and TTR according to the present invention has an AUC of 0.8439, Sn | Sp = 0 9 is 0.5172 to diagnose pancreatic cancer

마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 TTR의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용할 때보다 췌장암 진단 성능이 더 우수함올 확인할 수 있었다. 실시예 8: MRM-MS 방법에 의한 CA19-9, LRG1 및 C1R조합마커의 진단 성능 The performance as a marker was found to be very good. In particular, the combination of CA19-9, LRG1 and TTR according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. Example 8 Diagnosis of CA19-9, LRG1 and C1R Combination Markers by MRM-MS Method Performance

<8-l> PDAC 구분을 위한 CA19-9, LRG1 및 C1R 조합 마커의 진단 성능 실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 C1R의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 C 1R 단백질은 MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=09의 측정 결과를 표 8 및 도 23에 나타내었다. <8-l> Diagnostic Performance of CA19-9, LRG1 and C1R Combination Markers for PDAC Classification Using MRM-MS method of Example 2, Diagnostic Performance of Pancreatic Cancer Classification of Combination Markers of CA19-9, LRG1 and C1R Was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and C 1R proteins were determined by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = 09 is shown in Table 8 and FIG.

【표 8 ]  Table 8

Figure imgf000048_0001
상기 표 8 및 도 23에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 C1R의 조합은 AUC가 0.9296이고, Sn|Sp=0.9가 으8375로서 췌장암 진단
Figure imgf000048_0001
As shown in Table 8 and FIG. 23, the combination of CA19-9, LRG1 and C1R according to the present invention has an AUC of 0.9296, and Sn | Sp = 0 . 9 Pancreatic Cancer Diagnosis as ER8375

마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9: LRG1 및 C1R의 조합은 상용 췌장암 진단 마커인 CA19-9을 단독으로 사용할 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. The performance as a marker was found to be very good. In particular, the combination of CA19-9 : LRG1 and C1R according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.

<8-2> PDAC 초기 병기 구분을 위한 CA19-9, LRG1 및 C1R조합 마커의 진단 성능 <8-2> Diagnostic Performance of CA19-9, LRG1, and C1R Combination Markers for Early Stage Identification of PDAC

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 C1R의 조합 마커의 췌장암 초기 병기 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 C1R 단백질은 M M 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0 9의 측정 결과를 표 9 및 도 24에 나타내었다. Using the MRM-MS method of Example 2, the diagnostic performance for the early stage pancreatic cancer classification of the combination markers of CA19-9, LRG1 and C1R was analyzed. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and C1R proteins by MM quantitative analysis. The AUC and Sn | The measurement result of Sp = 0 9 is shown in Table 9 and FIG.

【표 9】  Table 9

. AUC Sn sp=o.9 . AUC Sn s p = o.9

CA19-9+LRG1+C1R 0.9097 0.7800 CA19-9+LRG1 0.9094 0.7400 CA19-9 + LRG1 + C1R 0.9097 0.7800 CA19-9 + LRG1 0.9094 0.7400

CA19-9+C1R 0.8658 0.6600  CA19-9 + C1R 0.8658 0.6600

LRG1+C 1R 0.7297 0.3800 LRG1 + C 1R 0.7297 0.3800

CA19-9 0.7924 0.6400 CA19-9 0.7924 0.6400

LRG1 0.6362 0.3800  LRG1 0.6362 0.3800

CIR 0.5137 0.1400 상기 표 9 및 도 24에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 C1R의 조합은 AUC가 0.9097이고, Sn|Sp=o.9가 0.7800으로서 췌장암 초기 병기 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 C1R의 조합은 CA19-9, LRG1 및 C1R을 각각 단독 또는 2개씩 조합하여 사용할 때보다 췌장암 초기 병기 진단 성능이 더 우수함을 확인할 수 있었다. CIR 0.5137 0.1400 As shown in Table 9 and Figure 24 above, the combination of CA19-9, LRG1 and C1R according to the present invention has an AUC of 0.9097, Sn | S p = o. 9 is 0.7800, which is very good as a diagnostic marker for the early stage of pancreatic cancer. In particular, the combination of CA19-9, LRG1 and C1R according to the present invention was confirmed to be superior to the early stage diagnosis of pancreatic cancer when using CA19-9, LRG1 and C1R alone or in combination of two.

<8-3> 암 /췌장암 구분을 위한 CA19-9, LRG1 및 C1R 조합 마커의 진단 실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 C1R의 조합 마커의 암 및 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해., LRG1 및 C1R 단백질은 MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=o.9의 측정 결과를 표 10 및 도 25에 나타내었다. <8-3> Diagnosis of CA19-9, LRG1 and C1R Combination Markers for Cancer / Pancreatic Cancer The MRM-MS method of Example 2 was used to distinguish between cancer and pancreatic cancer of the combination markers of CA19-9, LRG1 and C1R. The diagnostic performance was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA). The LRG1 and C1R proteins were determined by MRM quantitative analysis. The AUC and Sn | Sp = o. The measurement result of 9 is shown in Table 10 and FIG. 25.

【표 10】  Table 10

Figure imgf000049_0001
상기 표 10 및 도 25에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 C1R의 조합은 AUC가 0.9088이고, Sn|Sp=0 9가 0.8375로서 암과 췌장암 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 C1R의 조합은 상용 췌장암 마커인 CA19-9을 단독으로 사용할 때보다 암 /췌장암 구분 성능이 더 우수함을 확인할 수 있었다.
Figure imgf000049_0001
As shown in Table 10 and Figure 25, CA19-9, LRG1 according to the present invention And C1R have a AUC of 0.9088 and Sn | Sp = 0 9 was 0.8375, which shows a very good performance as a diagnostic marker for cancer and pancreatic cancer. In particular, the combination of CA19-9, LRG1 and C1R according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is better than when using a commercial pancreatic cancer marker CA19-9 alone.

<8-4>。八19-9 < 37 11/111£인 실험군을 대상으로 한 CA19-9. LRG1 및 C1R 조합 마커의 PDAC 구분 진단 성능 <8-4>. 八 19-9 CA19-9 for the experimental group <37 11/111 £. PDAC-sensitive Diagnostic Performance of LRG1 and C1R Combination Markers

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 C1R의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 C1R 단백질은 MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0 9의 측정 결과를 표 10 및 도 26에 나타내었다. Using the MRM-MS method of Example 2, the diagnostic performance for pancreatic cancer classification of the combination markers of CA19-9, LRG1 and C1R was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and C1R proteins were determined by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = 0 9 is shown in Table 10 and FIG. 26.

상기 표 10 및 도 26에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 C1R의 조합은 AUC가 0.8160이고, Sn|Sp=0 9가 0.5517로서 췌장암 진단 As shown in Table 10 and Figure 26, the combination of CA19-9, LRG1 and C1R according to the present invention has an AUC of 0.8160, Sn | Sp = 0 9 is 0.5517 to diagnose pancreatic cancer

마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 C1R의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. 실시예 9: MRM-MS 방법에 의한 CA19-9 LRG1 및 CLU조합마커의 진단 성능  The performance as a marker was found to be very good. In particular, the combination of CA19-9, LRG1 and C1R according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. Example 9 Diagnostic Performance of CA19-9 LRG1 and CLU Combination Markers by MRM-MS Method

<9- l> PDAC 구분을 위한 CA19-9, LRG1 및 CLU 조합 마커의 진단 성능 실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 MRM 정량 분석에 의해 측정되었다. 상기 AUC 및 Sn|Sp=0 9의 측정 결과를 표 1 1 및 도 27에 나타내었다. <9-l> Diagnostic Performance of CA19-9, LRG1 and CLU Combination Markers for Separating PDACs Using the MRM-MS method of Example 2, the diagnostic performance of CA19-9, LRG1 and CLU combination markers for pancreatic cancer Was analyzed. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = 0 9 is shown in Table 11 and FIG.

【표 1 1】

Figure imgf000050_0001
CA19-9+LRG1 0.9305 0.8125 [Table 1 1]
Figure imgf000050_0001
CA19-9 + LRG1 0.9305 0.8125

CA19-9+CLU 0.8662 0.7250  CA19-9 + CLU 0.8662 0.7250

LRG1+CLU 0.8004 0.6125  LRG1 + CLU 0.8004 0.6125

CA19-9 0.8259 0.7250 CA19-9 0.8259 0.7250

LRG1 0.7104 0.4375 LRG1 0.7104 0.4375

CLU ᅳ 0.6456 0.2250 상기 표 1 1 및 도 27에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의,조합은 AUC가 0.9338이고, Sn|Sp=a9가 0.8500으로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 CA19-9JLRG1 및 CLU를 각각 단독 또는 2개씩 조합하여 사용할 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. CLU ᅳ 0.6456 0.2250 As shown in Table 1 1 and FIG. 27, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9338, and Sn | Sp = a9 was 0.8500, indicating a very good performance as a diagnostic marker for pancreatic cancer. In particular, the combination of CA19-9, LRG1 and CLU according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using CA19-9JLRG1 and CLU alone or in combination of two.

<9-2> PDAC 초기 병기 구분을 위한 CA19-9, LRG1 및 CLU 조합 마커의 진단 성능 <9-2> Diagnostic Performance of CA19-9, LRG1, and CLU Combination Markers for Early Stage Identification of PDAC

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 췌장암 초기 병기 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ο MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 12 및 도 28에 나타내었다. Using the MRM-MS method of Example 2, the diagnostic performance for the early stage classification of pancreatic cancer of the combination marker of CA19-9, LRG1 and CLU was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and CLU proteins by ο MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 12 and FIG.

【표 12】  Table 12

시험구분 마커조합 AUC  Test Marker Combination AUC

CA19-9+LRG1+CLU 0.9027 0.7800 CA19-9 + LRG1 + CLU 0.9027 0.7800

9-2 CA19-9+TTR 0.8440 0.6400 9-2 CA19-9 + TTR 0.8440 0.6400

CA19-9 0.7924 0.6400 CA19-9 0.7924 0.6400

CA19-9+LRG1+CLU 0.9093 0.8500CA19-9 + LRG1 + CLU 0.9093 0.8500

9-3 CA19-9+TTR 0.8494 0.7125 9-3 CA19-9 + TTR 0.8494 0.7125

CA19-9 0.7964 0.6875 CA19-9 0.7964 0.6875

CA19-9+LRG1+CLU 0.8384 0.5862CA19-9 + LRG1 + CLU 0.8384 0.5862

9-4 CA19-9+TTR 0.6753 0.2069 9-4 CA19-9 + TTR 0.6753 0.2069

CA19-9 0.5198 0.2414 상기 표 12 및 도 28에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 AUC가 0.9027이고, Sn|Sp=0 9가 0.7800으로서 췌장암 초기 병기 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히 본, 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 상용 췌장암 진단 마커인 CA19-9을 단독으로 사용할 때보다 췌장암 초기 병기를 진단하는 성능이 더 우수함을 확인할 수 있었다. CA19-9 0.5198 0.2414 As shown in Table 12 and Figure 28, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9027, Sn | Sp = 0 9 was 0.7800, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer. In particular, the combination of the CA19-9, LRG1 and CLU according to the present invention was confirmed that the performance of diagnosing the early stage of pancreatic cancer is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone.

<9-3> 암 /췌장암 구분을 위한 CA19-9JLRG1 및 CLU 조합 마커의 진단 섶± <9-3> Diagnosis of CA19-9JLRG1 and CLU Combination Markers for Cancer / Pancreatic Cancer

실시예 2의 MRM-MS 방법을 미용하여, CA19-9, LRG1 및 CLU의 조합 마커의 암 및 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 12 및 도 29에 나타내었다. The MRM-MS method of Example 2 was analyzed to analyze the diagnostic performance of cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and CLU. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were determined by MRM quantitative analysis. The AUC and Sn | Sp = 0 . The measurement result of 9 is shown in Table 12 and FIG. 29.

상기 표 12 및 도 29에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 AUC가 0.9093이고, Sn|Sp=o.9가 0.8500으로서 암과 췌장암 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 상용 췌장암 마커인 CA19-9을 단독으로 사용할 때보다 암 /췌장암 구분 성능이 더 우수함을 확인할 수 있었다. As shown in Table 12 and 29, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9093, Sn | Sp = o. 9 is 0.8500, which shows excellent performance as a diagnostic marker for cancer and pancreatic cancer. In particular, the combination of CA19-9, LRG1 and CLU according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is better than when using the commercial pancreatic cancer marker CA19-9 alone.

<9-4> CA19-9 < 37 U/ 인 실험군을 대상으로 한 CA19-9. LRG1 및 CLU 조합 마커의 PDAC 구분 진단 성능 <9-4> CA19-9 for an experimental group with CA19-9 <37 U /. PDAC-sensitive Diagnosis Performance of LRG1 and CLU Combination Markers

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 MRM 정량 분석에 의해 측정되었다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 12 및 도 30에 나타내었다. Using the MRM-MS method of Example 2, the diagnostic performance for pancreatic cancer classification of the combination markers of CA19-9, LRG1 and CLU was analyzed. The CA19-9 protein was measured by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were measured by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 12 and FIG.

상기 표 12 및 도 30에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 AUC가 0.8384이고, Sn|Sp=0 9가 0.5862로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. 실시예 10: ELISA 방법에 의한 CA19-9, LRG1 및 CLU조합마커의 진단 성능 실시예 9에서 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석했던 것을 ELISA 방법으로 성능 재현 여부를 확인하였으며, ELISA 방법에서도 CA19-9, LRG1 및 CLU의 조합은 췌장암 진단 성능이 우수함을 확인할 수 있었다. As shown in Table 12 and Figure 30, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.8384, Sn | Sp = 0 9 is 0.5862 to diagnose pancreatic cancer The performance as a marker was found to be very good. In particular, the combination of CA19-9, LRG1 and CLU according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. Example 10 Diagnosis Performance of CA19-9, LRG1 and CLU Combination Markers by ELISA Method In Example 9, the diagnostic performance for the pancreatic cancer classification of the combination markers of CA19-9, LRG1 and CLU was examined using the MRM-MS method. It was confirmed whether the performance was reproduced by the ELISA method, the combination of CA19-9, LRG1 and CLU in the ELISA method was confirmed that the pancreatic cancer diagnostic performance is excellent.

<10-1> PDAC 구분올 위한 CA19-9, LRG1 및 CLU 조합 마커의 진단 성능 실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다ᅳ 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 정량 분석에 의해 측정되었다. 상기 AUC 및 Sn|Sp=o.9의 측정 결과를 표 13 및 도 31에 나타내었다. <10-1> Diagnostic Performance of CA19-9, LRG1 and CLU Combination Markers for PDAC Classification Using the ELISA method of Example 3, the diagnostic performance of the CA19-9, LRG1 and CLU combination markers for pancreatic cancer was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were determined by ELISA quantitative analysis. The AUC and Sn | The measurement result of Sp = o.9 is shown in Table 13 and FIG. 31.

【표 13】  Table 13

Figure imgf000053_0001
상기 표 13 및 도 31에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 AUC가 0.9399이고, Sn|Sp=0.9가 0.8000으로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9: LRG1 및 CLU의 조합은 CA19-9, LRG1 및 CLU를 각각 단독 또는 2개씩 조합하여 사용할 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다.
Figure imgf000053_0001
As shown in Table 13 and Figure 31, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9399, Sn | Sp = 0.9 was 0.8000, indicating a very good performance as a diagnostic marker for pancreatic cancer. In particular, CA19-9 according to the present invention : Combination of LRG1 and CLU was confirmed that the pancreatic cancer diagnosis performance is better than when using CA19-9, LRG1 and CLU alone or in combination of two.

<10-2> PDAC 초기 병기 구분을 위한 CA19-9, LRG1 및 CLU 조합 마커의 진단 성능 <10-2> Diagnostic Performance of CA19-9, LRG1, and CLU Combination Markers for Early Stage Identification of PDAC

실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 췌장암 초기 병기 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 14 및 도 32에 나타내었다. Using the ELISA method of Example 3, the diagnostic performance of the early stage of pancreatic cancer classification of the combination marker of CA19-9, LRG1 and CLU was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and CLU proteins were determined by ELISA quantitative analysis. The AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 14 and FIG.

【표 14]  Table 14

Figure imgf000054_0001
상기 표 14 및 도 32에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 AUC가 0.9193이고, Sn|Sp=0.9가 0.6400으로서 췌장암 초기 병기 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히 본, 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 상용 췌장암 진단 마커인 CA19-9을 단독으로 사용할 때보다 췌장암 초기 병기를 진단하는 성능이 더 우수함을 확인할 수 있었다. <10-3> 암 /췌장암 구분을 위한 CA19-9, LRG1 및 CLU 조합 마커의 진단 실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 암 및 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 정량 분석에 의해 측정하였다ᅳ 상기 AUC 및 Sn|Sp=a9의 측정 결과를 표 14 및 도 33에 나타내었다.
Figure imgf000054_0001
As shown in Table 14 and Figure 32, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9193, Sn | As Sp = 0.9 was 0.6400, it was found to be very good as a diagnostic marker for early stage pancreatic cancer. In particular, the combination of the CA19-9, LRG1 and CLU according to the present invention was confirmed that the performance of diagnosing the early stage of pancreatic cancer is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. <10-3> Diagnosis of CA19-9, LRG1 and CLU Combination Markers for Cancer / Pancreatic Cancer Using the ELISA method of Example 3, the diagnostic performance for the cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and CLU was analyzed. The CA19-9 protein was determined by chemiluminescence enzyme immunoassay (CLEIA) and the LRG1 and CLU proteins were determined by ELISA quantitative analysis. The AUC and Sn | The measurement result of Sp = a9 is shown in Table 14 and FIG. 33.

상기 표 14 및 도 33에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 AUC가 0.9079이고, Sn|Sp=0 9가 0.8000으로서 암과 췌장암 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 상용 췌장암 마커인 CA19-9을 단독으로 사용할 때보다 암 /췌장암 구분 성능이 더 우수함을 확인할 수 있었다. As shown in Table 14 and Figure 33, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.9079, Sn | Sp = 0 9 was 0.8000, which shows a very good performance as a diagnostic marker for cancer and pancreatic cancer. In particular, the combination of CA19-9, LRG1 and CLU according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is better than when using the commercial pancreatic cancer marker CA19-9 alone.

<10-4> CA19-9 < 37 U/ ^인 실험군을 대상으로 한 CA19-9. LRG1 및 CLU 조합 마커의 PDAC 구분 진단 성능 <10-4> CA19-9 <19 U / ^ CA19-9 for the experimental group. PDAC-sensitive Diagnosis Performance of LRG1 and CLU Combination Markers

실시예 3의 ELISA 방법을 이용하여, CA19-9, LRG1 및 CLU의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 CLU 단백질은 ELISA 정량 분석에 의해 측정되었다. 상기 AUC 및 Sn|Sp=o.9의 측정 결과를 표 14 및 도 34에 나타내었다. Using the ELISA method of Example 3, the diagnostic performance for the pancreatic cancer classification of the combination marker of CA19-9, LRG1 and CLU was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA) and the LRG1 and CLU proteins were determined by ELISA quantitative analysis. The AUC and Sn | Sp = o. The measurement result of 9 is shown in Table 14 and FIG. 34.

상기 표 14 및 도 34에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 CLU의 조합은 AUC가 0.8435이고, Sn|Sp=0 9가 0.4828로서 췌장암 진단 As shown in Table 14 and Figure 34, the combination of CA19-9, LRG1 and CLU according to the present invention has an AUC of 0.8435, Sn | Pan = cancer diagnosis as Sp = 0 9 is 0.4828

마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, L G1 및 CLU의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. 실시예 11: MRM-MS 방법에 의한 CA19-9, LRG1 및 KLKB1 조합마커의 진단 성능 The performance as a marker was found to be very good. In particular, the combination of CA19-9, L G1 and CLU according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. Example 11 Diagnostic Performance of CA19-9, LRG1 and KLKB1 Combination Markers by MRM-MS Method

<1 1-1> PDAC 구분을 위한 CA19-9, LRG1 및 KLKB1 조합 마커의 진단 성능 <1 1-1> Diagnostic Performance of CA19-9, LRG1, and KLKB1 Combination Markers for PDAC Classification

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 KLKB1의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 15 및 도 35에 나타내었다. Combination of CA19-9, LRG1 and KLKB1 using the MRM-MS method of Example 2 The diagnostic performance of markers for pancreatic cancer was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis. The AUC and Sn | Sp = 0 . The measurement result of 9 is shown in Table 15 and FIG. 35.

【표 15】  Table 15

Figure imgf000056_0002
Figure imgf000056_0002

, 샵기 표 15 및 도 35에서 보는 바와 같이, 본 발명에 따른 CA19-9,LRG1 및 KLKB1의 조합은 AUC가 0.9382이고, Sn|Sp=09가 0.8625로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 KLKB1의 조합은 CA19-9,LRG1 및 KLKB1을 각각 단독 또는 2개씩 조합하여 사용할 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. , As shown in Table 15 and FIG. 35, the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.9382, and Sn | Sp = 09 was 0.8625, indicating a very good performance as a diagnostic marker for pancreatic cancer. In particular, the combination of CA19-9, LRG1 and KLKB1 according to the present invention was confirmed that the pancreatic cancer diagnostic performance is superior to when using CA19-9, LRG1 and KLKB1 alone or in combination of two.

<11-2> PDAC 초기 병기 구분을 위한 CA19-9,LRG1 및 KLKB1 조합 마커의 진단 성능 <11-2> Diagnostic Performance of CA19-9, LRG1 and KLKB1 Combination Markers for Early Stage Identification of PDAC

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 KLKB1의 조합 마커의 췌장암 초기 병기 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정되었다. 상기 AUC 및 Sn|Sp=o.9의 측정 결과를 표 16 및 도 36에 나타내었다. Using the MRM-MS method of Example 2, the diagnostic performance of the early stages of pancreatic cancer classification of the combination markers of CA19-9, LRG1 and KLKB1 was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = o.9 is shown in Table 16 and FIG. 36.

【표 16】  Table 16

시험구분 마커 조합 AUC

Figure imgf000056_0001
Test Marker Combination AUC
Figure imgf000056_0001

11-2 CA19-9+LRG1+KLKB1 0.9148 으 8000 CA19-9+TTR 0.8440 0.6400 11-2 CA19-9 + LRG1 + KLKB1 0.9148 U 8000 CA19-9 + TTR 0.8440 0.6400

CA19-9 0.7924 0.6400 CA19-9 0.7924 0.6400

CA19-9+LRG1+KLKB1 0.8924 0.8625CA19-9 + LRG1 + KLKB1 0.8924 0.8625

1 1 -3 CA19-9+TTR 0.8494 0.7125 1 1 -3 CA19-9 + TTR 0.8494 0.7125

CA19-9 0.7924 0.6400 CA19-9 0.7924 0.6400

CA19-9+LRG1+KLKB1 0.8349 0.6207CA19-9 + LRG1 + KLKB1 0.8349 0.6207

1 1 -4 CA19-9+TTR 0.6753 0.2069 1 1 -4 CA19-9 + TTR 0.6753 0.2069

CA19-9 0.5198 0.2414 상기 표 16 및 도 36에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 KLKB1의 조합은 AUC가 0.9148이고, Sn|Sp=0 9가 0.8000으로서 췌장암 초기 병기 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 KLKB1의 조합은 상용 췌장암 진단 마커인 CA19-9 0.5198 0.2414 As shown in Table 16 and FIG. 36 above, the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.9148 and Sn | Sp = 0 9 was 0.8000, indicating a very good performance as a diagnostic marker for early staging of pancreatic cancer. In particular, the combination of CA19-9, LRG1 and KLKB1 according to the present invention is a commercial pancreatic cancer diagnostic marker.

CA19-9을 단독으로 사용할 때보다 췌장암 초기 병기 진단 성능이 더 우수함을 확인할 수 있었다.  The early stage diagnosis of pancreatic cancer was superior to that of CA19-9 alone.

<1 1 -3> 암 /췌장암 구분을 위한 CA19-9, LRG1 및 KLKB1 조합 마커의 진단 ^능 <1 1 -3> Diagnostic Capability of CA19-9, LRG1, and KLKB1 Combination Markers for Cancer / Pancreatic Cancer

실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 KLKB1의 조합 마커의 암 및 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정하였다. 상기 AUC 및 Sn|Sp=o.9의 측정 결과를 표 16 및 도 37에 나타내었다. Using the MRM-MS method of Example 2, the diagnostic performance for the cancer and pancreatic cancer classification of the combination markers of CA19-9, LRG1 and KLKB1 was analyzed. The CA19-9 protein was determined by chemiluminescent enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = o.9 is shown in Table 16 and FIG. 37.

상기 표 16 및 도 37에서 보는 바와 같이, 본 발명에 따른 CA19— 9, LRG1 및 KLKB1의 조합은 AUC가 0.8924이고, Sn|Sp=0.9가 0.8625로서 암과 췌장암 구분을 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 KLKB1의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 암 /췌장암 구분 성능이 더 우수함올 확인할 수 있었다. As shown in Table 16 and FIG. 37, the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.8924, and Sn | Sp = 0.9 was 0.8625, indicating a very good performance as a diagnostic marker for cancer and pancreatic cancer. In particular, the combination of CA19-9, LRG1 and KLKB1 according to the present invention was confirmed that the cancer / pancreatic cancer discrimination performance is superior to when using a commercial pancreatic cancer diagnostic marker CA19-9 alone.

<1 1-4> CA19-9 < 37 U/ ^인 실험군을 대상으로 한 CA19-9, LRG1 및 KLKB1 흐합 마커의 PDAC 구분 진단 성능 실시예 2의 MRM-MS 방법을 이용하여, CA19-9, LRG1 및 KLKB1의 조합 마커의 췌장암 구분에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 KLKB1 단백질은 MRM 정량 분석에 의해 측정하였다ᅳ 상기 AUC 및 Sn|Sp=a9의 측정 결과를 표 16 및 도 38에 나타내었다. <1 1-4> PDAC Classification Diagnostic Performance of CA19-9, LRG1, and KLKB1 Confusion Markers in CA19-9 <37 U / ^ Using the MRM-MS method of Example 2, the diagnostic performance for the pancreatic cancer classification of the combination marker of CA19-9, LRG1 and KLKB1 was analyzed. The CA19-9 protein was determined by chemiluminescence enzyme immunoassay (CLEIA), and the LRG1 and KLKB1 proteins were determined by MRM quantitative analysis. The AUC and Sn | The measurement result of Sp = a9 is shown in Table 16 and FIG. 38.

상기 표 16 및 도 38에서 보는 바와 같이, 본 발명에 따른 CA19-9, LRG1 및 KLKB1의 조합은 AUC가 0.8349이고, Sn|Sp=0 9가 0.6207로서 췌장암 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 CA19-9, LRG1 및 KLKB1의 조합은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 췌장암 진단 성능이 더 우수함을 확인할 수 있었다. 실시예 12: 췌장암 진단 - 데이터 통계 분석 As shown in Table 16 and FIG. 38, the combination of CA19-9, LRG1 and KLKB1 according to the present invention has an AUC of 0.8349, and Sn | Sp = 0 9 was 0.6207, indicating a very good performance as a diagnostic marker for pancreatic cancer. In particular, the combination of CA19-9, LRG1 and KLKB1 according to the present invention was confirmed that the pancreatic cancer diagnostic performance is better than when using a single pancreatic cancer diagnostic marker CA19-9 alone. Example 12 Pancreatic Cancer Diagnosis-Data Statistical Analysis

<12-1> CA19-9 + LRG1 + TTR <12-1> CA19-9 + LRG1 + TTR

통계 분석을 위해서 SVM(Support Vector Machine)을 이용하였다 . SVM은 라그랑주 최적화 이론 (Lagrangian optimization theory)에 기반하여 주어진 조건을 만족하는 함수를 추정하는 알고리즘으로, 이 중에 최대 마진 분류기 (Maximum margin classifier)를 사용하는 분류 분석방법을 사용하는 경우를 서포트 백터 분류 (Support Vector Classification, SVC)라고 한다. 본 실시예에서는 두 샘폴군 중 한 샘플군을 사용하여, 해당 샘플군 내의 두 집단 (정상 집단과 암환자 집단) 간 차아를 최대로 하는 SVC를 기계학습을 통해 도출하여 아래와 같은 췌장암 진단 함수를 구성하였다.  SVM (Support Vector Machine) was used for statistical analysis. SVM is an algorithm that estimates a function that satisfies a given condition based on the Lagrangian optimization theory. Among them, the SVM uses a classification method using the maximum margin classifier. Support Vector Classification (SVC). In this embodiment, using one sample group of two sample groups, the SVC that maximizes the difference between two groups (normal group and cancer patient group) within the sample group is derived through machine learning to construct a pancreatic cancer diagnosis function as follows. It was.

n  n

f(x) = sgn^^ ^y^ < x, xt > +b) f (x) = sgn ^^ ^ y ^ <x, x t > + b)

X는 췌장암 진단용 마커들의 발현 수준 측정값, X is a measure of expression level of pancreatic cancer diagnostic markers,

cti는 SVM에서의 라그랑주 승수,  cti is the Lagrange multiplier in SVM,

yi는 정상군 /췌장암군의 구분자,  yi is the delimiter of normal group / pancreatic cancer group,

X i는 기준 측정값을, 그리고  X i is the reference measurement, and

b는 보정치를 의미한다.  b means a correction value.

상기 식에서, 함수 값이 1이면 췌장암으로, -1이면 정상으로 판단한다. 상기 함수를 이용하여 췌장암 여부를 판단하였다. In the above formula, a value of 1 is determined to be pancreatic cancer, and a value of -1 is normal. remind Pancreatic cancer was determined using the function.

구체적으로, 3명의 정상 대조군으로부터 CA19-9 측정치 ,TTR 및 LRG1의 MRM 정량값으로서 각각 (7.4, 1.451, 3.2359), (6.3, 1.0718, 2.136) 및 (26.1, 1.2053, 3.1797)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(7.4, 1.451 3.2359) = -l,f(6.3, 1.0718,2.136) = -l,f(26.1, 1.2053, 3.1797) = -1로 계산되어 상기 대상을 정상으로 판별할 수 있었다.  Specifically, the CA19-9 measurement, TTR and LRG1 MRM quantitative values (7.4, 1.451, 3.2359), (6.3, 1.0718, 2.136) and (26.1, 1.2053, 3.1797) were obtained from three normal controls, respectively. As a result of assigning to the diagnostic function, the function value is calculated as f (7.4, 1.451 3.2359) = -l, f (6.3, 1.0718,2.136) = -l, f (26.1, 1.2053, 3.1797) = -1 Could be determined to be normal.

또한, 3명의 췌장암 환자로부터 CA19-9 측정치 ,TTR및 LRG1의 MRM 정량값으로서 각각 (45318,4.898, 1.2514),(145,2.4608, 1.6616)과 (889,2.5i53, 1.5474)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(45318, 4.898, 1.2514)= l,f(145, 2.4608, 1.6616) = l,f(889, 2.5153, 1.5474)= 1로 계산되어 상기 대상을 췌장암으로 판별할 수 있었다. Also, from the three patients with pancreatic cancer each MRM as a quantitative measurement value of CA19-9, TTR and LRG1 (4 5318, 4 .898, 1. 2 514), (1 45, 2. 46 08, 1.6616) and (889 , 2. 5 i53, 1.5474) the obtained result of substituting the diagnostic function the purpose, the function value f (45318, 4.898, 1.2514, respectively) = l, f (145, 2.4608, 1.6616) = l, f (889, 2.5153, 1.5474) = 1, the subject could be identified as pancreatic cancer.

<12-2> CA19-9 + LRG1 + C1R <12-2> CA19-9 + LRG1 + C1R

통계 분석을 위해서 SVM(Support Vector Machine)에 기초한 함수식 1을 이용하여 췌장암 여부를 판단하였다.  For statistical analysis, pancreatic cancer was determined by using Formula 1 based on SVM (Support Vector Machine).

3명의 정상 대조군으로부터 CA19-9 측정치, LRG1 및 C1R의 MRM 정량값으로서 각각 (7.4, 1.451, 1.0748), (6.3, 1.0718, 0.4531) 및 (26.1, 1.2053, 1.0929)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 (7.4, 1.451, 1.0748) = -1, f(6.3, 1.0718, 0.4531) = -l, f(26.1, 1.2053, 1.0929) =ᅳ 1로 계산되어 상기 대상을 정상으로 판별할 수 있었다.  (7.4, 1.451, 1.0748), (6.3, 1.0718, 0.4531) and (26.1, 1.2053, 1.0929) were obtained as CA19-9 measurements, MRG quantitative values of LRG1 and C1R from three normal controls, respectively, As a result of the substitution, the function value is calculated as (7.4, 1.451, 1.0748) = -1, f (6.3, 1.0718, 0.4531) = -l, f (26.1, 1.2053, 1.0929) = ᅳ 1 to return the subject to normal. Could be determined.

또한, 3명의 췌장암 환자로부터 CA19-9 측정치, LRG1. 및 C1R의 MRM 정량값으로서 각각 (45318, 4.893, 1.3742), (145, 2.4608, 1.483)과 (889, 2.5153, 1.474)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(45318, 4.893, 1.3742)= l,f(145, 2.4608, 1.483)= l,f(889, 2.5153, 1.474)= 1로 계산되어 상기 대상을 췌장암으로 판별할 수 있었다. In addition, CA19-9 measurements from three pancreatic cancer patients, LRG1 . And each of a MRM quantitative value of C1R (4 5318, 4 .89 3 , 1.37 42), (1 4 5, 2. 4 608, 1. 4 83) and (889, 2.5 15 3, 1.47 4), and as a result of substituting it into the diagnostic function, the function value is f (45318, 4.893, 1.3742) = l, f (145, 2.4608, 1.483) = l, f (889, 2.5153, 1.474) = 1 The subject was determined to be pancreatic cancer.

<12-3> CA19-9 + LRG1 + CLU <12-3> CA19-9 + LRG1 + CLU

통계 분석을 위해서 SVM(Support Vector Machine) 에 기초한 함수식 1을 이용하여 췌장암 여부를 판단하였다.3명의 정상 대조군으로부터 CA19-9 측정치, LRG1 및 CLU의 MRM 정량값으로서 각각 (7.4, 1.451, 3.3803), (6.3, 1.0718, 3.1325) 및 (26.1, 1.2053, 2.8642)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(7.4, 1.451, 3.3803) = -1, f(6.3, 1.0718, 3.1325) = -1, f(26.1, 1.2053, 2.8642) = -1로 계산되어 상기 대상을 정상으로 판별할 수 있었다. For statistical analysis, pancreatic cancer was determined using Function 1 based on SVM (Support Vector Machine). CA19-9 measurements from three normal controls, MRM quantitative values of LRG1 and CLU, respectively (7.4, 1.451, 3.3803), (6.3, 1.0718, 3.1325) And (26.1, 1.2053, 2.8642), and as a result of substituting it into the diagnostic function, the value of the function is f (7.4, 1.451, 3.3803) = -1, f (6.3, 1.0718, 3.1325) = -1, f ( 26.1, 1.2053, 2.8642) = -1 to determine that the subject was normal.

또한, 3명의 췌장암 환자로부터 CA19-9 측정치, LRG1 및 CLU의 MRM 정량값으로서 각각 (45318, 4.893, 1.6821), (145, 2.4608, 2.545)과 (889,2.5153,  In addition, CA19-9 measurements, MRM quantitative values of LRG1 and CLU from three pancreatic cancer patients (45318, 4.893, 1.6821), (145, 2.4608, 2.545) and (889,2.5153,

1.5101)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(45318, 4.893, 1.6821) = 1, f(145, 2.4608, 2.545) = 1, f(889, 2.5153, 1.5101)= 1로 계산되어 상기 대상을 췌장암으로 판별할 수 있었다. <12-4> CA19-9 + L G1 + KLKB1  1.5101), and as a result of substituting it into the diagnostic function, f (45318, 4.893, 1.6821) = 1, f (145, 2.4608, 2.545) = 1, f (889, 2.5153, 1.5101) = 1 The subject was determined to be pancreatic cancer. <12-4> CA19-9 + L G1 + KLKB1

통계 분석을 위해서 SVM(Support Vector Machine) 에 기초한 함수식 1을 이용하여 췌장암 여부를 판단하였다.3명의 정상 대조군으로부터 CA19-9 측정치, L G1 및 KLKB1의 MRM 정량값으로서 각각 (7.4, 1.451, 1.2801), (6.3, 1.0718, 0.961) 및 (26.1, 1.2053, 1.5657)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(7.4, 1.451, 1.2801) = -1, f(6.3, 1.0718, 0.961) = -1, f(26.1, 1.2053, 1.5657) = -1로 계산되어 상기 대상을 정상으로 판별할 수 있었다.  For statistical analysis, pancreatic cancer was determined using Function 1 based on SVM (Support Vector Machine). CA19-9 measurements from three normal controls, as MRM quantitative values of L G1 and KLKB1, respectively (7.4, 1.451, 1.2801). , (6.3, 1.0718, 0.961) and (26.1, 1.2053, 1.5657), and as a result of substituting it into the diagnostic function, the function values are respectively f (7.4, 1.451, 1.2801) = -1, f (6.3, 1.0718, 0.961) = -1, f (26.1, 1.2053, 1.5657) = -1 was able to determine that the subject is normal.

또한, 3명의 췌장암 환자로부터 CA19-9 측정치, LRG1 및 KLKB1의 MRM 정량값으로서 각각 (45318, 4.893, 0.555), (145,2.4608, 0.5347)과 (889,2.5153,  In addition, CA19-9 measurements from three pancreatic cancer patients, as MRM quantitative values of LRG1 and KLKB1 (45318, 4.893, 0.555), (145,2.4608, 0.5347) and (889,2.5153,

0.8084)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(45318, 4.893,0.555)= l,f(145, 2.4608,0.5347)= l,f(889, 2.5153, 0.8084) = 1로 계산되어 상기 대상을 췌장암으로 판별할 수 있었다. 실시예 13: 췌장암초기 병기 진단 - 데이터 통계 분석 통계 분석을 위해서 SVM(Support Vector Machine) 에 기초한 함수식 1을 이용하여 췌장암 초기 병기 여부를 판단하였다.3명의 정상 대조군으로부터 0.8084), and as a result of substituting it into the diagnostic function, the function value is f (45318, 4.893, 0.555) = l, f (145, 2.4608,0.5347) = l, f (889, 2.5153, 0.8084) = 1 The subject was determined to be pancreatic cancer. Example 13 Early Stage Pancreatic Cancer Diagnosis-Statistical Analysis of Data For the statistical analysis, the initial stage of pancreatic cancer was determined by using Equation 1 based on SVM (Support Vector Machine).

CA19-9 측정치, LRG1 및 KLKB1의 MRM 정량값으로서 각각 (7.4, 1.451, 1.2801), (6.3, 1.0718,0.961) 및 (26.1, 1.2053, 1.5657)올 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(7.4, 1.451, 1.2801) = -l,f(6.3, 1.0718, 0.961) = -1, f(26.1, 1.2053, 1.5657) = -1로 계산되어 상기 대상을 정상으로 판별할 수 있었다. 또한, 3명의 췌장암 초기 병기 환자로부터 CA19-9 측정치, LRG1 및 KLKB1의 MRM 정량값으로서 각각 (154.52, 4.0994, 1.2722), (190.16, 4.5008, 0.7645)과 (1052.8, 3.5696, 0.6775)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(154.52, 4.0994, 1.2722) = 1, f(190.16, 4.5008, 0.7645) = 1 , f(1052.8, 3.5696, 0.6775) = 1로 계산되어 상기 대상을 췌장암 초기 병기 환자로 판별할 수 있었다. 실시예 14: 췌장암과 기타 암의 구분 진단 - 데이터 통계 분석 통계 분석을 위해서 SVM(Support Vector Machine) 에 기초한 함수식 1을 이용하여 췌장암 초기 병기 여부를 판단하였다. 3명의 기타 암환자로부터 CA19-9 측정치, LRG1 및 KLKB1의 MRM 정량값으로서 각각 (8, 1.3985, 0.7085), (10.68, 0.9864, 0.776) 및 (7.32, 1.1431 , 0.9214)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(8, 1.3985, 0.7085) = -1, f(10.68, 0.9864, 0.776) = -1, f(7.32, 1.1431, 0.9214) = -1로 계산되어 상기 대상을 기타 암 환자로 판별할 수 있었다. 또한, 3명의 췌장암 환자로부터 CA19-9 측정치, LRG1 및 KLKB1의 MRM 정량값으로서 각각 (280.72, 4.0849, 0.9165), (4000, 5.7558, 0.7216)과 (120.32, 6.2917, 0.555)을 얻었고, 이를 상기 진단 함수에 대입한 결과, 함수 값이 각각 f(154.52> 4.0994, 1.2722) = 1, f(190.16, 4.5008, 0.7645) = 1, f(1052.8, 3.5696, 0.6775) = 1로 계산되어 상기 대상을 췌장암 환자로 판별할 수 있었다. 실시예 15: 실험을 위한 샘플의 준비 malignant subtype의 IPMN을 효과적으로 탐지하기 위하여 , 하기 표 As CA19-9 measurements, MRM quantitative values of LRG1 and KLKB1, (7.4, 1.451, 1.2801), (6.3, 1.0718,0.961) and (26.1, 1.2053, 1.5657), respectively, were obtained. The values were calculated as f (7.4, 1.451, 1.2801) = -l, f (6.3, 1.0718, 0.961) = -1, f (26.1, 1.2053, 1.5657) = -1, respectively, to determine the subject as normal. . In addition, three patients with early stage pancreatic cancer obtained CA19-9 measurements, MRM quantitative values of LRG1 and KLKB1 (154.52, 4.0994, 1.2722), (190.16, 4.5008, 0.7645) and (1052.8, 3.5696, 0.6775), respectively. As a result of substituting the diagnostic function, the function value is calculated as f (154.52, 4.0994, 1.2722) = 1, f (190.16, 4.5008, 0.7645) = 1, f (1052.8, 3.5696, 0.6775) = 1, respectively. The patient was diagnosed with early stage pancreatic cancer. Example 14 Diagnosis of Pancreatic Cancer from Other Cancers-Data Statistical Analysis For the purpose of statistical analysis, the initial stage of the pancreatic cancer was determined using the functional formula 1 based on SVM (Support Vector Machine). (8, 1.3985, 0.7085), (10.68, 0.9864, 0.776) and (7.32, 1.1431, 0.9214) were obtained as CA19-9 measurements, MRM quantitative values of LRG1 and KLKB1, respectively, from three other cancer patients, and this diagnostic function As a result, the function values are calculated as f (8, 1.3985, 0.7085) = -1, f (10.68, 0.9864, 0.776) = -1, f (7.32, 1.1431, 0.9214) = -1, respectively. Other cancer patients could be identified. In addition, three pancreatic cancer patients obtained CA19-9 measurements, MRM quantitative values of LRG1 and KLKB1 (280.72, 4.0849, 0.9165), (4000, 5.7558, 0.7216) and (120.32, 6.2917, 0.555), respectively. As a result of assigning to the function, the function value was calculated as f (154.52 > 4.0994, 1.2722) = 1, f (190.16, 4.5008, 0.7645) = 1, f (1052.8, 3.5696, 0.6775) = 1 Could be determined. Example 15 Preparation of Samples for Experiments To effectively detect IPMNs of malignant subtypes, the following table:

17에서와 같이 서울대학교 병원의 환자의 동의 하에 정상군과 As shown in 17, with the consent of the patients of Seoul National University Hospital,

실험군 (고위험군)으로 구분하였다. The test group was divided into high risk groups.

시험 5는 High grade dysplasia와 invasive type을 고위험 (malignant) subtype IPMN 실험군과, low dysplasia IPMN, intermediate dysplasia IPMN, 정상군 및 양성 염증 동반 질환자로서 담석증 환자를 대조군으로 구성하였다.  Test 5 consisted of high grade dysplasia and invasive types of high risk (malignant) subtype IPMN experimental group, low dysplasia IPMN, intermediate dysplasia IPMN, normal group and patients with gallstones as benign inflammatory diseases.

시험 6는 MMS 분석방법에 따라 고위험군과 저위험군을 선별 탐지하는 지 여부를 확인하고자, High grade dysplasia와 invasive type을 고위험 (malignant) subtype IPMN 실험군을 low dysplasia IPMN 및 intermediate dysplasia IPMN과 선별 탐지를 위한 실험군으로 구성되었다. Test 6 screens for high and low risk groups according to MMS analysis To determine whether the high grade dysplasia and invasive types of the high risk (malignant) subtype IPMN test group consisted of low dysplasia IPMN and intermediate dysplasia IPMN and the test group for screening detection.

시험 7는 ELISA 분석방법에 따라 고위험군과 저위혈군을 선별 탐지하는 지 여 .早

Figure imgf000062_0001
invasive type-i- Jl위 " ¾ (malignant) subtype IPMN 실험군을 low dysplasia IPMN 및 intermediate dysplasia IPMN과 선별 탐지를 위한 실험군으로 구성되었다. Test 7 screens for the detection of high-risk and low-gastric groups according to the ELISA assay.
Figure imgf000062_0001
The invasive type-i-Jl " ¾ (malignant) subtype IPMN test group consisted of a low dysplasia IPMN and an intermediate dysplasia IPMN test group for screening detection.

【표 17】  Table 17

Figure imgf000062_0002
실시예 16: MRM-MS 방법에 의한고위험 IPMN의 탐지
Figure imgf000062_0002
Example 16: Detection of High Risk IPMN by MRM-MS Method

실시예 2의 MRM-MS 방법을 이용하여, 하기 표 32의 마커의 고위험 IPMN에 대한 진단 성능을 분석하였다. 상기 CA19-9 단백질은 Roche Diagnostics社 COB AS Elecsys CA 19-9 기기를 이용한 화학발광 효소 면역 분석법 (CLEIA)에 의해, LRG1 및 TTR 단백질은 MRM 정량 분석에 의해 측정하였다. Using the MRM-MS method of Example 2, the diagnostic performance of the markers of Table 32 below for high risk IPMN was analyzed. The CA19-9 protein is Roche Diagnostics By chemiluminescent enzyme immunoassay (CLEIA) using a COB AS Elecsys CA 19-9 instrument, LRG1 and TTR proteins were measured by MRM quantitative analysis.

췌장암진단함수와같은방법으로진단함수를사용한 경우 CA19-9, LRG1 및 TTR의 조합의 진단 마커로서의 성능을 ROC 그래프의 AUC와 Sn|Sp= 9로 나타내었다. ROC 그래프는 민감도 (sensitivity)와 특이도 (specificity)가 어떤 관계를 갖고 변하는지를 이차원 평면 상에 표현한 것인데, ROC 그래프 아래의 면적 (AUC; 0≤AUC≤1)이 넓을수록 정확하다고 판단할 수 있다 . Sn|Sp=0.9When the diagnostic function was used in the same way as the pancreatic cancer diagnosis function, the performance as a diagnostic marker of the combination of CA19-9, LRG1, and TTR was compared to AUC and Sn | Sp = 9 . The ROC graph is a representation of the relationship between sensitivity and specificity on a two-dimensional plane. The larger the area under the ROC graph (AUC; 0≤AUC≤1), the more accurate it is. . Sn | Sp = 0.9

특이도 (specificity)가 0.9일 때의 민감도 (sensitivity) 값으로, 검출 민감도를 나타내는 수치이며, 그 값이 클수록 정확하다고 판단할 수 있다. It is a sensitivity value when specificity is 0.9, and it is a numerical value which shows detection sensitivity, and it can be judged that the larger the value is, the more accurate.

상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 18 및 도 39 내지 도 63에 나타내었다. The AUC and Sn | Sp = 0 . The measurement result of 9 is shown in Table 18 and FIGS. 39 to 63.

【표 18】  Table 18

마커 AUC Sn|Sp=0.9 결과도면 Marker AUC Sn | Sp = 0.9 Results

CA19-9 0.6948 0.2000 ** CA19-9 0.6948 0.2000 **

LRG1 0.7375 0.4000 39 LRG1 0.7375 0.4000 39

LRG1 + CA19-9 0.8438 0.5333 40 LRG1 + CA19-9 0.8438 0.5333 40

LRG1 + TTR 0.9479 0.7333 41  LRG1 + TTR 0.9479 0.7333 41

LRG1 + CLU 0.8146 0.6000 42  LRG1 + CLU 0.8 146 0.6000 42

LRG1 + C1R 0.8448 0.7333 43  LRG1 + C1R 0.8448 0.7333 43

LRG1 + KLKB1 0.8969 0.7333 44  LRG1 + KLKB1 0.8969 0.7333 44

LRG1+CA19-9+TTR 0.9500 0.9333 45  LRG1 + CA19-9 + TTR 0.9500 0.9333 45

LRG1+CA19-9+CLU 0.9104 0.8667 46  LRG1 + CA19-9 + CLU 0.9104 0.8667 46

LRG1+CA19-9+C1R 0.8708 0.6667 47  LRG1 + CA19-9 + C1R 0.8708 0.6667 47

LRG1+CA19-9+KLKB1 0.8938 0.8667 48  LRG1 + CA19-9 + KLKB1 0.8938 0.8667 48

LRG1+TTR+CLU 0.9653 0.8667 49  LRG1 + TTR + CLU 0.9653 0.8667 49

LRG1+TTR+C1R 0.9542 0.7333 50  LRG1 + TTR + C1R 0.9542 0.7333 50

LRG1+TTR+KLKB1 0.9010 0.8000 51  LRG1 + TTR + KLKB1 0.9010 0.8000 51

LRG1+CLU+C1R 0.9542 0.8000 52  LRG1 + CLU + C1R 0.9542 0.8000 52

LRG1+CLU+ LKB1 0.9031 0.8667 53  LRG1 + CLU + LKB1 0.9031 0.8667 53

LRG1+C1R+KLKB1 0.8500 0.7333 54  LRG1 + C1R + KLKB1 0.8500 0.7333 54

CLU + CA19-9 0.8479 0.7333 55 CLU + TTR 0.8885 0.6000 56CLU + CA19-9 0.8479 0.7333 55 CLU + TTR 0.8885 0.6000 56

CLU + KLKB1 0.8656 0.7333 57CLU + KLKB1 0.8656 0.7333 57

CLU+CA19-9+TTR 0.9365 0.6667 58CLU + CA19-9 + TTR 0.9365 0.6667 58

CLU+CA19-9+C 1R 0.8229 0.6000 59CLU + CA19-9 + C 1R 0.8229 0.6000 59

CLU+CA19-9+KLKB 1 0.8969 0.7333 60 CLU + CA19-9 + KLKB 1 0.8969 0.7333 60

CLU+TTR+C 1 R 0.9062 0.6667 61 CLU + TTR + C 1 R 0.9062 0.6667 61

CLU+TTR+KLKB 1 0.8604 0.6667 62CLU + TTR + KLKB 1 0.8604 0.6667 62

CLU+C1R+KL B 1 0.8917 0.8000 63 상기 표 18 및 도 39 내지 도 63에서 보는 바와 같이, 본 발명에 따른 마커 또는 2이상의 마커 조합은 대조군과 구별되게 고위험군 IPMN을 선별적으로 탐지하기 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 조합 마커들은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 고위험군 IPMN 탐지 성능이 더 우수함을 확인할 수 있었다. 실시예 17: MRM-MS 방법에 의한 저위험 IPMN와 고위험 IPMN의 선별 탐지 저위험 IPMN와 고위험 IPMN의 구별하여 탐지하기 위하여, 실시예 15의 시료 시험. 6에 대해서, 실시예 16의 MMS 분석법과 실질적으로 동일한 방법으로 하기 표 33에 나타낸 시험을 수행하였다. 상기 AUC 및 Sn|Sp=o.9의 측정 결과를 표 19 및 도 64 내지 도 89에 나타내었다. CLU + C1R + KL B 1 0.8917 0.8000 63 As shown in Table 18 and FIGS. 39 to 63, the markers according to the present invention or a combination of two or more markers are diagnostic markers for selectively detecting high-risk IPMNs, distinct from the control group. Its performance was shown to be very good. In particular, the combination markers according to the present invention were able to confirm that the high-risk IPMN detection performance is superior to that of using commercial pancreatic cancer diagnostic marker CA19-9 alone. Example 17 Screening Detection of Low Risk IPMN and High Risk IPMN by MRM-MS Method The sample test of Example 15 for the differential detection of low risk IPMN and high risk IPMN. For 6, the tests shown in Table 33 were performed in substantially the same manner as in the MMS assay of Example 16. The AUC and Sn | The measurement result of Sp = o.9 is shown in Table 19 and FIGS. 64 to 89.

【표 19】  Table 19

150 AUC Sn sP=o.9 결과도면150 AUC Sn s P = o.9 Result Drawing

CA19-9 0.6296 0.2000 **CA19-9 0.6296 0.2000 **

LRG1 0.7148 0.2667 64LRG1 0.7148 0.2667 64

LRG1 + CA19-9 0.8333 0.4667 65 LRG1 + CA19-9 0.8333 0.4667 65

LRG1 + TTR 0.8704 0.4000 66 LRG1 + TTR 0.8704 0.4000 66

LRG1 + CLU 0.8222 0.4667 67LRG1 + CLU 0.8222 0.4667 67

LRG1 + C1R 0.8593 0.4000 68LRG1 + C1R 0.8593 0.4000 68

L G1 + KLKB1 0.8630 0.4000 69 CA19-9+LRG1+TTR 0.9074 0.6000 70 L G1 + KLKB1 0.8630 0.4000 69 CA19-9 + LRG1 + TTR 0.9074 0.6000 70

CA19-9+LRG1+C1R 0.9000 0.6000 71  CA19-9 + LRG1 + C1R 0.9000 0.6000 71

CA19-9+LRG1+CLU 0.8667 0.6000 72  CA19-9 + LRG1 + CLU 0.8667 0.6000 72

CA19-9+LRG1+ LKB1 0.9037 0.8000 73  CA19-9 + LRG1 + LKB1 0.9037 0.8000 73

LRG1+TTR+CLU 0.8407 0.4667 74  LRG1 + TTR + CLU 0.8407 0.4667 74

LRG1+TTR+C1R 0.8185 0.4667 75  LRG1 + TTR + C1R 0.8185 0.4667 75

LRG1+TTR+KLKB1 0.8815 0.3333 76  LRG1 + TTR + KLKB1 0.8815 0.3333 76

LRG1+CLU+C1 R 0.8963 0.6000 77  LRG1 + CLU + C1 R 0.8963 0.6000 77

LRG1+CLU+KLKB1 0.8889 0.4000 78  LRG1 + CLU + KLKB1 0.8889 0.4000 78

LRG1+C1R+KL B1 0.9074 0.6000 79  LRG1 + C1R + KL B1 0.9074 0.6000 79

CLU + CA19-9 0.7407 0.4000 80  CLU + CA19-9 0.7407 0.4000 80

CLU + TTR 0.7333 0.3333 81  CLU + TTR 0.7333 0.3333 81

CLU + C1R 0.7778 0.6000 82  CLU + C1R 0.7778 0.6000 82

CLU + KLKB1 0.81 1 1 0.3333 83  CLU + KLKB1 0.81 1 1 0.3333 83

CLU+CA19-9+TTR 0.8741 0.6000 84  CLU + CA19-9 + TTR 0.8741 0.6000 84

CLU+CA19-9+C1R 0.8185 0.7333 85  CLU + CA19-9 + C1R 0.8185 0.7333 85

CLU+CA19-9+KLKB1 0.8741 0.6000 86  CLU + CA19-9 + KLKB1 0.8741 0.6000 86

CLU+TTR+C1 R 0.8481 0.3333 87  CLU + TTR + C1 R 0.8481 0.3333 87

CLU+TTR+KL B1 0.8333 0.4000 88  CLU + TTR + KL B1 0.8333 0.4000 88

CLU+C1R+KLKB1 0.8889 0.6000 89 상기 표 19 및 도 64 내지 도 89에서 보는 바와 같이, 본 발명에 따른 마커 또는 2이상의 마커 조합은 저위험군 IPMN와 구별되게 고위험군 IPMN올 선별적으로 탐지하기 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 조합 마커들은 상용 췌장암 진단 마커인 CA19-9를  CLU + C1R + KLKB1 0.8889 0.6000 89 As shown in Table 19 and FIGS. 64 to 89, the marker according to the present invention or a combination of two or more markers is a diagnostic marker for selectively detecting high-risk IPMN ol, distinguished from low-risk IPMN. Its performance was shown to be very good. In particular, the combinatorial markers according to the present invention may be used for the pancreatic cancer diagnostic marker CA19-9.

단독으로 사용했을 때보다 고위험군 IPMN 탐지 성능이 더 우수함을 확인할 수 It can be seen that the high-risk IPMN detection performance is better than the single use.

실시예 18: ELISA 방법에 의한 저위험 IPMN와고위험 IPMN의 선별탐지 실시예 17에서 MRM-MS 방법을 이용하여 마커의 췌장암 구분에 대한 진단 성능을 분석했던 것을 ELISA 방법으로 성능 재현 여부를 확인하였으며, ELISA 방법에서도 표 20의 마커 조합은 고위험 IPMN의 구별 진단 성능이 우수함을 확인할 수 있었다. Example 18 Screening Detection of Low-Risk IPMN and High-Risk IPMN by ELISA Method In Example 17, the diagnostic performance of the marker pancreatic cancer was analyzed using the MRM-MS method. In the ELISA method, the marker combination of Table 20 was confirmed to be excellent in distinguishing diagnostic performance of high-risk IPMN.

구체적으로, 저위험 IPMN와 고위험 IPMN의 구별하여 탐지하기 위하여, 실시예 15의 시험 7에 대해서, 실시예 6의 ELISA 분석법과 실질적으로 동일한 방법으로 하기 표 20에 나타낸 시험을 수행하였다. 상기 AUC 및 Sn|Sp=0.9의 측정 결과를 표 34 및 도 90 내지 도 100에 나타내었다. Specifically, in order to distinguish between low risk and high risk IPMNs, the test shown in Table 20 below was carried out on Test 7 of Example 15 in substantially the same manner as the ELISA assay of Example 6. The AUC and Sn | The measurement result of Sp = 0.9 is shown in Table 34 and FIGS. 90 to 100.

【표 20】  Table 20

Figure imgf000066_0001
상기 표 20 및 도 90 내지 도 100에서 보는 바와 같이, 본 발명에 따른 마커 또는 2이상의 마커 조합은 저위험군 IPMN와 구별되게 고위험군 IPMN을 선별적으로 탐지하기 위한 진단 마커로서의 성능이 매우 우수한 것으로 나타났다. 특히, 본 발명에 따른 마커들은 상용 췌장암 진단 마커인 CA19-9를 단독으로 사용했을 때보다 고위험군 IPMN 탐지 성능이 더 우수함을 확인할 수 있었다.
Figure imgf000066_0001
As shown in Table 20 and FIGS. 90 to 100, the marker according to the present invention, or a combination of two or more markers, was shown to have a very good performance as a diagnostic marker for selectively detecting a high risk group IPMN to be distinguished from a low risk group IPMN. In particular, the markers according to the present invention were confirmed to be superior to the high-risk IPMN detection performance than when using commercial pancreatic cancer diagnostic marker CA19-9 alone.

Claims

【특허청구범위】  [Patent Claims] 【청구항 1 ]  [Claim 1] (a)C A 19-9(carbohydrate antigen 19-9), (b) LRG 1 (Leucine-rich alpha-2-glycoprotein 1 , LRG) 및 (c) TTR(Transthyretin, ATTR, Prealbumin, TBPA); ClR(Complement Clr subcomponent precursor), CLU(Clusterin preproprotein) 및 KLKB1 (Plasma Kallikrein protein;)으로 이루어진 군으로부터 선택된 하나 이상의 마커를 포함하는 췌장암 진단용 마커 단백질 또는 이를 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는, 췌장암 진단용 조성물.  (a) carbohydrate antigen 19-9, (b) Leucine-rich alpha-2-glycoprotein 1, LRG, and (c) Transthyretin, ATTR, Prealbumin, TBPA; Preparation agent for measuring expression level of mRNA of pancreatic cancer diagnostic marker protein or gene encoding the same, including one or more markers selected from the group consisting of ClR (Complement Clr subcomponent precursor), CLU (Clusterin preproprotein) and KLKB1 (Plasma Kallikrein protein;) Containing, pancreatic cancer diagnostic composition. 【청구항 2】  [Claim 2] 제 1 항에 있어서, 상기 췌장암 진단은, 정상군과 구별하여 췌장암을 선별적으로 검출하거나, 다양한 암중에서 췌장암을 선별적으로 검출하거나, CAI 9-9의 수치가 37 U/m£ '미만인 췌장암을 검출하는 것인 조성물. The pancreatic cancer diagnosis according to claim 1, wherein the pancreatic cancer diagnosis is performed by detecting pancreatic cancer selectively from a normal group, selectively detecting pancreatic cancer among various cancers, or pancreatic cancer having a CAI 9-9 value of less than 37 U / m £ '. To detect the composition. 【청구항 3 ]  [Claim 3] 제 1 항에 있어서, 상기 췌장암은 췌관 선암종 또는 고위험군 췌관내 점액성 유두종양 (Intraductal papillary mucinous neoplasm, IPMN)인 조성물.  According to claim 1, wherein the pancreatic cancer is pancreatic adenocarcinoma or high-risk intra pancreatic mucous papilloma (Intraductal papillary mucinous neoplasm, IPMN) composition. 【청구항 4】  [Claim 4] 제 3 항에 있어서, 상기 췌관 선암종은 1기 또는 2기의 췌관 선암종인 조성물. ' The composition of claim 3, wherein the pancreatic adenocarcinoma is stage 1 or 2 pancreatic adenocarcinoma. ' 【청구항 5】  [Claim 5] 제 3 항에 있어서, 췌관 선암종은 IPMN 유래된 것이 아닌 것인 조성물.  4. The composition of claim 3, wherein the pancreatic adenocarcinoma is not IPMN derived. 【청구항 6】 [Claim 6] 제 1항에 있어서, 상기 LRG1 단백질은 NCPI Accession No: NP_443204.1의 아미노산 서열을 포함하고, 상기 TTR 단백질은 NCPI Accession No: NP—000362.1의 아미노산 서열을 포함하고, 상기 C1R 단백질은 NCPI Accession No: NP_001724.3의 아미노산 서열을 포함하고, 상기 CLU 단백질은 NCPI Accession No: NPJX) 1822.3의 아미노산 서열을 포함하고, 상기 KLKB1 단백질은 NCPI Accession No: NP_000883.2 아미노산 서열을 포함하는 것인 조성물. The method of claim 1, wherein the protein is LRG1 NCPI Accession No: NP_443204.1, and comprises the amino acid sequence of the TTR proteins NCPI Accession No: comprises the amino acid sequence of the NP-00036 2 .1, and the C1R proteins NCPI Accession No: NP_001724.3 comprises the amino acid sequence of, and the CLU protein NCPI Accession No: NPJX), and comprises the amino acid sequence of the 1822.3 KLKB1 proteins NCPI Accession No: 3. NP_000 88 comprises a second amino acid sequence Phosphorus composition. 【청구항 7】  [Claim 7] 제 1 항에 있어서, 상기 마커 단백질의 발현 수준을 측정하는 제제가 상기 단백질에 특이적으로 결합하는 항체, 올리고펩타이드, 리간드 , PNA(peptide nucleic acid) 또는 앱타머 (aptamer)를 포함하는 것을 특징으로 하는, 췌장암 진단용 조성물. According to claim 1, The agent for measuring the expression level of the marker protein is an antibody, oligopeptide, ligand, PNA (peptide nucleic acid) that specifically binds to the protein acid) or aptamer (aptamer), characterized in that, pancreatic cancer diagnostic composition. 【청구항 8】  [Claim 8] 제 1 항에 있어서, 상기 마커 mRNA의 발현 수준을 측정하는 제제가 상기 유전자에 특이적으로 결합하는 프라이머, 프로브 또는 안티센스 뉴클레오타이드를 포함하는 것을 특징으로 하는, 췌장암 진단용 조성물.  The pancreatic cancer diagnostic composition according to claim 1, wherein the agent for measuring the expression level of the marker mRNA comprises a primer, a probe or an antisense nucleotide specifically binding to the gene. 【청구항 9】  [Claim 9] 제 1 항 내지 제 8 항 중 어느 한 항에 따른 조성물을 포함하는, 췌장암 진단용 키트.  9. A kit for diagnosing pancreatic cancer, comprising the composition of claim 1. 【청구항 10】  [Claim 10] 제 9 항에 있어서, 상기 키트가 RT-PCR(Reverse transcription polymerase chain reaction) 키 H, DNA ¾ 키트, ELISA(Enzyme linked immunosorbent assay) 키트, 단백질 칩 키트, 래피드 (rapid) 키트 또는 MRM(Multiple reaction monitoring) 키트인 것을 특징으로 하는, 췌장암 진단용 키트. -  10. The method of claim 9, wherein the kit is a reverse transcription polymerase chain reaction (RT-PCR) key H, DNA ¾ kit, Enzyme linked immunosorbent assay (ELISA) kit, protein chip kit, rapid kit, or multiple reaction monitoring. ) Kit for pancreatic cancer, characterized in that the kit. - 【청구항 1 1】 [Claim 1 11] 대상의 시료에서 적어도 3종 이상의 췌장암 마커 단백질의 발현 수준 또는 이를 암호화하는 유전자의 mRNA 발현 수준을 측정하는 단계,  Measuring the expression level of at least three or more pancreatic cancer marker proteins or a mRNA expression level of a gene encoding the same in a sample of a subject, 상기 측정된 각 마커의 발현 수준을, 각각 정상 대조군 시료에서 얻어진 마커의 발현 수준과 비교하는 단계, 및  Comparing the measured expression levels of each marker with the expression levels of the markers obtained from the normal control samples, respectively, and 상기 발현 수준의 비교 결과를 이용하여 상기 대상의 췌장암 발병 위험성을 결정하는 단계를 포함하며,  Determining a risk of developing pancreatic cancer in the subject using the comparison result of the expression levels, 상기 적어도 3종 이상의 췌장암 마커들은 (a)CA19-9(carbohydrate antigen 19-9), (b) LRGl(Leucine-rich alpha-2-glycoprotein 1, LRG) 및 (c) TTR(Transthyretin, ATTR, Prealbumin, TBPA); ClR(Complement Clr subcomponent precursor), CLU(Clusterin preproprotein) 및 KLKBKPlasma Kallikrein protein;)으로 이루어진 군으로부터 선택된 하나 이상의 마커를 포함하는 췌장암 진단용 마커들인 것인, 췌장암의 진단방법.  The at least three or more pancreatic cancer markers include (a) CA19-9 (carbohydrate antigen 19-9), (b) Leucine-rich alpha-2-glycoprotein 1, LRG, and (c) TTR (Transthyretin, ATTR, Prealbumin). , TBPA); Complement Clr (component Clr subcomponent precursor), CLU (Clusterin preproprotein) and KLKBK Plasma Kallikrein protein;) pancreatic cancer diagnostic markers comprising one or more markers selected from the group consisting of. 【청구항 12] [Claim 12] 제 1 1 항에 있어서, 상기 결정 단계는, 상기 마커들의 발현 수준을 비교한 결과, 측정대상의 시료에서 (a)CAl9-9 및 (b)LRGl 발현 수준이 각각 정상 대조군에서의 발현 수준보다 높으며, 측정대상의 시료에서 (c) TTR, CLU, 및 KLKB1 발현 수준이 정상 대조군에서의 발현 수준보다 낮거나, 측정대상의 시료에서 C1R의 발현 수준이 정상 대조군에서의 발현 수준보다 높은 경우, 췌장암으로 결정하는 것인, 췌장암의 진단방법. The method of claim 1 1, wherein the level of expression than in the determining step, the result of comparing the expression level of the marker in the sample to be measured (a) CAl 9 -9 and (b) are respectively top LRGl expression level control High, and (c) TTR, CLU, and If the KLKB1 expression level is lower than the expression level in the normal control group, or the expression level of C1R in the sample to be measured is higher than the expression level in the normal control group, it is determined as pancreatic cancer. 【청구항 13 ]  【Claim 13】 제 1 1 항에 있어서, 상기 췌장암의 결정 단계는, 상기 마커들의 발현 수준을 하기 함수식 1에 대입하여 췌장암 발병 가능성을 판정하는 단계를 포함하는, 췌장암의 진단방법:  The method for diagnosing pancreatic cancer according to claim 1, wherein the determining of the pancreatic cancer comprises determining the possibility of developing pancreatic cancer by substituting the expression level of the markers into the following Formula 1. <함수식 1>  <Function 1> n  n fi^) = s^n(^ < x, χ > +h) 상기 식에서,  fi ^) = s ^ n (^ <x, χ> + h) X는 췌장암 마커중 어느 하나의 발현 수준 측정값,  X is a measure of the expression level of any one of the pancreatic cancer markers, oti는 SVM(Support Vector Machine)에서의 라그랑주 승수,  oti is the Lagrange multiplier in SVM (Support Vector Machine), yi는 정상군 /췌장암군의 구분자,  yi is the delimiter of normal group / pancreatic cancer group, X i는 기준 측정값, 그리고  X i is the reference measurement, and b는 보정치를 의미한다.  b means a correction value. 【청구항 14】  [Claim 14] 제 U 항에 있어서, 상기 시료가 혈액, 혈청 또는 혈장인, 췌장암의 진단방법.  The method of diagnosing pancreatic cancer according to claim U, wherein the sample is blood, serum or plasma. 【청구항 15】  [Claim 15] 제 11 항에 있어서, 상기 마커의 발현 수준 측정이 해당 단백질에 각각 특이적으로 결합하는 항체, 올리고펩타이드, 리간드 , PNA(peptide nucleic acid) 또는 앱타머 (aptamer)를 이용하는 것인, 췌장암의 진단방법.  The method for diagnosing pancreatic cancer according to claim 11, wherein the expression level measurement of the marker is performed using an antibody, an oligopeptide, a ligand, a peptide nucleic acid (PNA), or an aptamer that specifically binds to the corresponding protein. . [청구항 16】  [Claim 16] 제 1 1 항에 있어서, 상기 마커의 발현 수준 측정 또는 비교가, 단백질 칩 분석, 면역측정법, 리간드 바인딩 어세이, MALDI-TOF(Matrix Assisted Laser Desorption/Ionization Time of Flight Mass Spectrometry) 분석 ,  The method of claim 1, wherein the measurement or comparison of the expression level of the marker is performed by protein chip analysis, immunoassay, ligand binding assay, Matrix Assisted Laser Desorption / Ionization Time of Flight Mass Spectrometry (MALDI-TOF) analysis, SELDI-TOF(Sulface Enhanced Laser Desorption/Ionization Time of Flight Mass SELDI-TOF (Sulface Enhanced Laser Desorption / Ionization Time of Flight Mass) Spectrometry) 분석, 방사선 면역분석, 방사 면역 확산법, 오우크테로니 면역 확산법, 로케트 면역전기영동, 조직면역 염색, 보체 고정 분석법, 2차원 전기영동 분석 , 액상 크로마토그래피 -질량분석 (liquid chromatography-Mass Spectrometry, LC-MS), LC-MS/MS(liquid chromatography-Mass Spectrometry/ Mass Spectrometry), 웨스턴 블랏 및 ELISA(enzyme linked immunosorbentassay)으로 이루어진 군으로부터 선택되는 것을 이용하여 수행되는 것인, 췌장암의 진단방법. Spectrometry analysis, radioimmunoassay, radioimmunoassay, oukteroni immunodiffusion, rocket immunoelectrophoresis, tissue immunostaining, complement fixation assay, two-dimensional electrophoresis Selected from the group consisting of analysis, liquid chromatography-mass spectrometry (LC-MS), liquid chromatography-Mass Spectrometry / Mass Spectrometry (LC-MS / MS), western blot and enzyme linked immunosorbentassay (ELISA) It is carried out using the method of diagnosing pancreatic cancer. 【청구항 17]  [Claim 17] 제 1 1 항에 있어서, 상기 mRNA 발현 수준 측정이 역전사효소 중합효소 반웅, 경쟁적 멱전사효소 중합효소반웅, 실시간 역전사효소 중합효소반웅, RNase 보호 분석법, 노던 블랏팅 또는 DNA 칩에 의해 수행되는,것인, 췌장암의 진단방법.  The method of claim 11, wherein the measurement of mRNA expression level is performed by reverse transcriptase polymerase reaction, competitive transcriptase polymerase reaction, real time reverse transcriptase polymerase reaction, RNase protection assay, Northern blotting or DNA chip. Phosphorus, pancreatic cancer diagnostic method. [청구항 18】  [Claim 18] 제 1 1 항에 있어서, 상기 췌장암은 췌관 선암종 (PDAC) 가능성을 가진 대상인 방법. ,  The method of claim 1, wherein the pancreatic cancer is a subject with pancreatic adenocarcinoma (PDAC) likelihood. , 【청구항 19】  [Claim 19] 제 18 항에 있어서, 상기 췌관 선암종은 IPMN 유래된 췌관 선암종인 조성물.  19. The composition of claim 18, wherein the pancreatic adenocarcinoma is IPMN derived pancreatic adenocarcinoma. 【청구항 20】  [Claim 20] 저 1 1 1 항에 있어서, 상기 췌장암 진단은, 정상군 및 암이외의 췌장 관련 질환과 구별하여 췌장암을 선별적으로 검출하거나, 다양한 암중에서 췌장암을 선별적으로 검출하거나, CA19-9의 수치가 미만인 췌장암을 검출하는 것인 방법.  The pancreatic cancer diagnosis according to claim 1, wherein the pancreatic cancer is differentiated from the pancreas-related diseases other than the normal group and cancer, or the pancreatic cancer is selectively detected among various cancers, or the level of CA19-9 is increased. Detecting pancreatic cancer less than. 【청구항 21】  [Claim 21] 제 20항에 있어서, 상기 췌장암 진단은, 췌장염 및 담낭염으로 이루어진 군에서 선택된 1종 이상의 췌장 관련 질환으로부터 췌장암을 선별적으로 검출하는 것인 방법.  The method of claim 20, wherein the pancreatic cancer diagnosis is to selectively detect pancreatic cancer from at least one pancreatic related disease selected from the group consisting of pancreatitis and cholecystitis. 【청구항 22]  [Claim 22] 제 11 항에 있어서, 상기 췌장암은 췌관 선암종 또는 고위험군 췌관내 점액성 유두종양 (Intraductal papillary mucinous neoplasm, IPMN)인 방법 .  The method of claim 11, wherein the pancreatic cancer is pancreatic adenocarcinoma or high-risk pancreatic ductal intramucosal papillary mucinous neoplasm (IPMN). 【청구항 23】  [Claim 23] LRGl(Leucine-rich alpha-2-glycoprotein 1, LRG1)를 포함하는 췌관내 점액성 유두종양 (Intraductal papillary mucinous neoplasm, IPMN) 마커 단백질 또는 이를 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는, Intraductal papillary mucinous neoplasm (IPMN) marker protein comprising LRGl (Leucine-rich alpha-2-glycoprotein 1, LRG1) or It includes an agent for measuring the expression level of mRNA of the gene encoding, 고위험군 IPMN의 선별 진단용 조성물.  Composition for screening diagnosis of high risk group IPMN. 【청구항 24】  [Claim 24] 제 23항에 있어서, 상기 조성물은 저위험군 IPMN와 구별하여 고위험군 IPMN을 선별하는 것인 조성물.  24. The composition of claim 23, wherein the composition selects high risk group IPMNs in distinction from low risk group IPMNs. 【청구항 25】  [Claim 25] 제 23항에 있어서, 상기 IPMN 마커는 CA19-9(carbohydrate antigen 19-9), TTR, C1R, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 1종 이상의 마커를 추가로 포함하는 것인 조성물.  The composition of claim 23, wherein the IPMN marker further comprises one or more markers selected from the group consisting of carbohydrate antigen 19-9 (CA19-9), TTR, C1R, CLU, and KLKB1. 【청구항 26]  [Claim 26] 제 25항에 있어서, 상기 IPMN 마커는 TTR, C1R, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 1종 마커와 LRG1을 포함하는 마커들인 조성물.  The composition of claim 25, wherein the IPMN markers are markers comprising LRG1 and one marker selected from the group consisting of TTR, C1R, CLU, and KLKB1. 【청구항 27】  [Claim 27] ― 제 25항에 있어서, 상기 IPMN 마커는 TTR, C1R, CLU 및 KLKB1으로 이루어진 군으로부터 선택된 2종의 마커와 LRG1을 포함하는 조합 마커인 조성물.  The composition of claim 25, wherein the IPMN marker is a combination marker comprising LRG1 and two markers selected from the group consisting of TTR, C1R, CLU and KLKB1. 【청구항 28] [Claim 28] CLU(Clusterin preproprotein); 및  Cluster preproprotein (CLU); And LRG 1 (Leucine-rich alpha-2-glycoprotein 1, LRGl), CA 19-9(carbohydrate antigen 19-9), TTR(Transthyretin, ATTR, Prealbumin, TBPA), ClR(Complement Clr subcomponent precursor) 및 KLKB1 (Plasma Kallikrein protein;)으로 이루어진 군으로부터 선택된 하나 이상의 마커를 포함하는 IPMN 마커 단백질 또는 이를 암호화하는 유전자의 mRNA의 발현 수준을 측정하는 제제를 포함하는, 고위험군 IPMN의 선별 진단용 조성물.  LRG 1 (Leucine-rich alpha-2-glycoprotein 1, LRGl), CA 19-9 (carbohydrate antigen 19-9), TTR (Transthyretin, ATTR, Prealbumin, TBPA), ClR (Complement Clr subcomponent precursor) and KLKB1 (Plasma) Kallikrein protein;) IPMN marker protein comprising one or more markers selected from the group consisting of or a formulation for measuring the expression level of mRNA of the gene encoding the same, composition for screening diagnosis of high-risk group IPMN. 【청구항 29】  [Claim 29] 제 28 항에 있어서, 상기 IPMN 마커는 LRGl, CA19-9, TTR, C1R 및  The method of claim 28, wherein the IPMN marker is LRGl, CA19-9, TTR, C1R and KLKB1으로 이루어진 군으로부터 선택된 1종 마커와 CLU를 포함하는 조합 마커인 조성물. The composition is a combination marker comprising a CLU and one marker selected from the group consisting of KLKB1. 【청구항 30】  [Claim 30] 제 28 항에 있어서, 상기 IPMN 마커는 LRGl, CA19-9, TTR, C1R 및  The method of claim 28, wherein the IPMN marker is LRGl, CA19-9, TTR, C1R and KLKB1으로 이루어진 군으로부터 선택된 2종의 마커와 LRG1을 포함하는 조합 마커인 조성물. Combination comprising LRG1 and two markers selected from the group consisting of KLKB1 A composition that is a marker. 【청구항 31】  [Claim 31] 제 26항 내지 제 30항중 어느 한 항에 에 있어서, 상기 LRG1 단백질은 NCPI Accession No: NP_443204.1의 아미노산 서열을 포함하고, 상기 TTR 단백질은 NCPI Accession No: NP_000362.1의 아미노산 서열을 포함하고, 상기 C1R 단백질은 NCPI Accession No: NP_001724.3의 아미노산 서열을 포함하고, 상기 CLU 단백질은 NCPI Accession No: NP_001822.3의 아미노산 서열을 포함하고, 상기 KLKB1 단백질은 NCPI Accession No: NP_000883.2 아미노산 서열을 포함하는 것인 조성물.  31. The method according to any one of claims 26 to 30, wherein the LRG1 protein comprises an amino acid sequence of NCPI Accession No: NP_443204.1, the TTR protein comprises an amino acid sequence of NCPI Accession No: NP_000362.1, The C1R protein comprises the amino acid sequence of NCPI Accession No: NP_001724.3, the CLU protein comprises the amino acid sequence of NCPI Accession No: NP_001822.3, and the KLKB1 protein comprises the NCPI Accession No: NP_000883.2 amino acid sequence. A composition comprising. 【청구항 32] [Claim 32] 제 23항 또는 제 28항에 있어서, 상기 단백질의 발현 수준을 측정하는 제게가, 상기 단백질에 특이적으로 결합하는 항체, 올리고펩타이드, 리간드, PNA(peptide nucleic acid) 또는 앱타머 (aptamer)를 포함하는 조성물.  29. The method according to claim 23 or 28, wherein the method for measuring the expression level of the protein comprises an antibody, oligopeptide, ligand, peptide nucleic acid (PNA) or aptamer that specifically binds to the protein. Composition. 【청구항 33】  [Claim 33] 제 23항 또는 제 28항에 있어서, 상기 mRNA의 발현 수준을 측정하는 제제가 상기 유전자에 특이적으로 결합하는 프라이머, 프로브 또는 안티센스 뉴클레오타이드를 포함하는 조성물.  29. The composition of claim 23 or 28, wherein the agent for measuring the expression level of said mRNA comprises primers, probes or antisense nucleotides that specifically bind said gene. 【청구항 34]  [Claim 34] 제 26항 내지 제 30항 중 어느 한 항에 따른 조성물을 포함하는, 고위험군 IPMN의 선별 진단용 키트.  31. A kit for screening diagnosis of high risk group IPMN, comprising the composition of any one of claims 26-30. 【청구항 35]  [Claim 35] 제 34 항에 있어서, 상기 키트가 RT-PCR(Reverse transcription polymerase chain reaction) 키트, DNA 칩 키트, ELISA(Enzyme linked immunosorbent assay) 키트, 단백질 칩 키트, 래피드 (rapid) 키트 또는 MRM(Multiple reaction monitoring) 키트인 고위험군 IPMN의 선별 진단용 키트.  35. The kit of claim 34, wherein the kit is a reverse transcription polymerase chain reaction (RT-PCR) kit, a DNA chip kit, an enzyme linked immunosorbent assay (ELISA) kit, a protein chip kit, a rapid kit or a multiple reaction monitoring (MRM). Kit for screening diagnosis of high risk group IPMN. 【청구항 36】  [Claim 36] 대상의 시료에 대해, 제 26항 내지 제 30항중 어느 한항에 따른 고위험군 IPMN의 선별 진단용 조성물에 따른 췌관내 점액성 유두종양 (Intraductal papillary mucinous neoplasm, IPMN) 마커 단백질들의 발현 수준 또는 이를 암호화하는 유전자의 mRNA 발현 수준을 각각 측정하는 단계,  The expression level of the intraductal papillary mucinous neoplasm (IPMN) marker proteins or the gene encoding the same in the pancreatic duct according to the composition for screening diagnosis of the high risk group IPMN according to any one of claims 26 to 30, for a sample of the subject. measuring each mRNA expression level, 상기 측정된 마커의 발현 수준을, 대조군 마커의 발현 수준과 비교하는 단계, 및 The expression level of the measured marker is compared with that of the control marker. Steps, and 상기 마커 발현 수준의 비교 결과를 이용하여 상기 대상의 고위험 IPMN 여부를 결정하는 단계를 포함하는,  Determining whether the subject is at high risk of IPMN using the comparison result of the marker expression levels; 고위험군 IPMN올 진단하는 방법.  How to diagnose high risk IPMNs. 【청구항 37]  [Claim 37] 제 36 항에 있어서, 상기 마커의 발현 수준을 측정하는 단계 이전에, 대상이 IPMN을 갖는 것인지 여부를 확인하는 단계를 추가로 포함하는 것인 방법.  The method of claim 36, further comprising determining whether the subject has IPMN prior to measuring the expression level of the marker. 【청구항 38】 [Claim 38] 제 37 항에 있어서, 상기 확인하는 단계는 영상진단법, 조직검사법 또는 유전자 마커를 이용한 방법에 의해 수행되는 것인 방법.  38. The method of claim 37, wherein the step of identifying is performed by imaging, histology or genetic markers. 【청구항 39】  [Claim 39] 제 36 항에 있어서, 상기 대상은 외과적 절제술로 IPMN 조직이 제거된 환자인 방법.  The method of claim 36, wherein the subject is a patient whose IPMN tissue has been removed by surgical resection. 【청구항 40】  [Claim 40] 제 36 항에 있어서, 상기 대조군은 정상군 , IPMN과 췌관 선종암을 제외한 췌장 질환을 갖는 환자, 또는 저위험 IPMN을 갖는 대상인 방법.  37. The method of claim 36, wherein the control group is a normal group, a patient with pancreatic disease except for IPMN and pancreatic adenocarcinoma, or a subject with low risk IPMN. 【청구항 41】  [Claim 41] 게 36 항에 있어서, 상기 고위험군 IPMN은 High grade dysplasia와 invasive type IPMN올 포함하는 것인 방법 .  The method of claim 36, wherein the high risk IPMN comprises high grade dysplasia and invasive type IPMN. 【청구항 42]  [Claim 42] 제 36 항에 있어서, 상기 방법은, 대상의 고위험 IPMN으로 결정된 경우, 외과적 절제술 또는 약물 투여의 처치단계 수행하는 단계를 추가로 포함하는 것인 방법.  37. The method of claim 36, wherein the method further comprises performing a surgical step of surgical resection or drug administration when determined to be a high risk IPMN of the subject. 【청구항 43]  [Claim 43] 제 38 항에 있어서, 상기 방법은, 대상의 저위험 IPMN으로 결정된 경우, 약물투여 또는 예후 모니터링을 수행하는 단계를 추가로 포함하는 것인 방법.  The method of claim 38, wherein the method further comprises performing drug administration or prognostic monitoring when determined to be a low risk IPMN of the subject. 【청구항 44] [Claim 44] 제 36 항에 있어서, 상기 고위험 IPMN의 결정 단계는,  37. The method of claim 36, wherein determining the high risk IPMN is 상기 마커들의 발현 수준을 비교한 결과, 측정대상의 시료에서 (a)CA19-9 및 (b)LRGl 발현 수준이 대조군에서의 발현 수준보다 높으며, 측정대상의 시료에서 (c) TTR, CLU, 및 KLKB1 발현 수준이 정상 대조군에서의 발현 수준보다 낮거나, 측정대상의 시료에서 C1R의 발현 수준이 정상 대조군에서의 발현 수준보다 높은 경우, 대상의 고위험 IPMN으로 결정하는 것인 방법. As a result of comparing the expression levels of the markers, (a) CA19-9 and (b) LRGl expression levels in the sample to be measured were higher than those in the control group. (C) TTR, CLU, and KLKB1 expression levels in the sample are lower than the expression level in the normal control group, or C1R expression levels in the sample to be measured are higher than the expression level in the normal control group. How to do. 【청구항 45】  [Claim 45] ' 제 36 항에 있어서, 상기 고위험 IPMN는 IPMN 유래 췌관 선종암을 포함하는 것인 방법. '37. The method of claim 36, wherein said high risk IPMN comprises IPMN line derived from pancreatic jongam. 【청구항 46】  [Claim 46] 제 36 항에 있어서, 상기 시료가 혈액, 혈청 또는 혈장인 것을 특징으로 하는, 방법.  37. The method of claim 36, wherein the sample is blood, serum or plasma. 【청구항 47】  [Claim 47] 제 36 항에 있어서, 상기 마커의 발현 수준 측정이 해당 단백질에 각각 특이적으로 결합하는 항체, 을리고펩타이드, 리간드, PNA(peptide nucleic acid) 또는 앱타머 (aptamer)를 이용하는 것을 특징으로 하는 방법.  The method of claim 36, wherein the expression level measurement of the marker is characterized in that using an antibody, loli peptide, ligand, peptide nucleic acid (PNA) or aptamer (binmer) that specifically binds to the protein. 【청구항 48]  [Claim 48] 제 36 항에 있어서, 상기 마커의 발현 수준 측정 또는 비교가,  The method of claim 36, wherein the measuring or comparing the expression level of the marker, 단백질 칩 분석, 면역측정법, 리간드 바인딩 어세이, MALDI-TOF(Matrix Assisted Laser Desorption/Ionization Time of Flight Mass Spectrometry) 분석 ,  Protein chip analysis, immunoassay, ligand binding assay, Matrix Assisted Laser Desorption / Ionization Time of Flight Mass Spectrometry (MALDI-TOF) analysis, SELDI-TOF(Sulface Enhanced Laser Desorption/Ionization Time of Flight Mass SELDI-TOF (Sulface Enhanced Laser Desorption / Ionization Time of Flight Mass) Spectrometry) 분석, 방사선 면역분석, 방사 면역 확산법, 오우크테로니 면역 확산법 , 로케트 면역전기영동, 조직면역 염색, 보체 고정 분석법 , 2차원 전기영동 분석, 액상 크로마토그래피-질량분석 (liquid chromatography-Mass Spectrometry, LC-MS), LC-MS/MS(liquid chromatography-Mass Spectrometry/ Mass Spectrometry), 웨스턴 블랏 및 ELISA(enzyme linked imimmosorbentassay)으로 이루어진 군으로부터 선택되는 것을 이용하여 수행되는 것을 특징으로 하는 방법. Spectrometry analysis, radioimmunoassay, radioimmunoassay, oukteroni immunodiffusion method, rocket immunoelectrophoresis, tissue immunostaining, complement fixation assay, two-dimensional electrophoresis analysis, liquid chromatography-Mass Spectrometry , LC-MS), LC-MS / MS (liquid chromatography-Mass Spectrometry / Mass Spectrometry), Western blot and ELISA (enzyme linked imimmosorbentassay). 【청구항 49】  [Claim 49] 제 36 항에 있어서, 상기 mRNA 발현 수준 측정이 역전사효소 중합효소 반웅, 경쟁적 역전사효소 중합효소반응, 실시간 역전사효소 중합효소반웅, RNase 보호 분석법, 노던 블랏팅 또는 DNA 칩에 의해 수행되는 것을 특징으로 하는 방법.  37. The method of claim 36, wherein said mRNA expression level measurement is performed by reverse transcriptase polymerase reaction, competitive reverse transcriptase polymerase reaction, real time reverse transcriptase polymerase reaction, RNase protection assay, Northern blotting or DNA chip. Way.
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Cited By (1)

* Cited by examiner, † Cited by third party
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CN116609528A (en) * 2023-04-19 2023-08-18 华南理工大学 An early diagnostic marker for pancreatic cancer, cingulin, and a new target for anticancer drugs

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