WO2023127998A1 - Composition for predicting occurrence of sarcopenia in hip fracture patients - Google Patents
Composition for predicting occurrence of sarcopenia in hip fracture patients Download PDFInfo
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- WO2023127998A1 WO2023127998A1 PCT/KR2021/020145 KR2021020145W WO2023127998A1 WO 2023127998 A1 WO2023127998 A1 WO 2023127998A1 KR 2021020145 W KR2021020145 W KR 2021020145W WO 2023127998 A1 WO2023127998 A1 WO 2023127998A1
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Definitions
- the present invention relates to a composition for predicting the onset of sarcopenia in a hip fracture individual and a method for providing information for predicting whether or not the onset of sarcopenia occurs in a hip fracture individual.
- Sarcopenia appears primarily in metabolic diseases such as diabetes, obesity, and cachexia, and in some specific diseases, including chronic renal failure, congestive heart failure, and chronic obstructive pulmonary disease.
- sarcopenia is significantly associated with osteoporosis in the elderly population.
- Several studies have shown that sarcopenia and osteoporosis share common risk factors and biological pathways, and that osteopenia is associated with severe physical disability and represents a serious threat in old age.
- the combination of these two diseases has been described as a "hazardous duet" that exacerbates the negative health outcomes and adds a tendency to fall from sarcopenia to the bone fragility of people with osteoporosis.
- the combined effects of sarcopenia and osteoporosis in the elderly represents a serious problem for them.
- the present inventors completed the present invention with the support of the National Research Foundation of Korea (NRF) funded by the Korean government (Ministry of Education, Science and Technology, MEST) (No. NRF-2019R1F1A1059208).
- An object of the present invention is to provide a composition for predicting the onset of sarcopenia in a hip fracture subject.
- An object of the present invention is to provide a kit for predicting the onset of sarcopenia in a hip fracture subject.
- An object of the present invention is to provide a method for providing information for predicting the onset of sarcopenia in a hip fracture subject.
- RUNX 1 RUNX family transcription factor 1
- NGFR nerve growth factor receptor
- CH3L1 Choitinase-3-like protein 1
- BCL3 B cell lymphoma 3
- PLA2G2A Phospholipase A2 Group IIA
- MYBPH myosin binding protein H
- TEP1 telomerase associated protein 1
- SEMA6B Semaphorin 6B
- CSPG4 chondroitin sulfate proteoglycan 4
- ACSL5 acyl-CoA synthetase long chain family member 5
- SLC25A3 solute carrier family 25 member 3
- NDUFB5 NADH: ubiquinone oxidoreductase subunit B5)
- CYC1 cytochrome c1
- ACAT1 acetyl-CoA acetyltransferase 1
- TCAP titin-cap
- composition according to 1 above wherein the agent is at least one selected from the group consisting of primers, probes, antibodies, aptamers, DNA, RNA, proteins and polypeptides, the composition for predicting the onset of sarcopenia in hip fracture individuals.
- a kit for predicting the onset of sarcopenia in a hip fracture subject comprising the composition of any one of 1 to 3 above.
- RUNX 1 RUNX family transcription factor 1
- NGFR nerve growth factor receptor
- CH3L1 Choitinase-3-like protein 1
- BCL3 B cell lymphoma 3
- PLA2G2A Phospholipase A2 Group IIA
- MYBPH myosin binding protein H
- TEP1 telomerase associated protein 1
- SEMA6B semaphorin 6B
- CSPG4 chondroitin sulfate proteoglycan 4
- CSPG4 acyl-CoA synthetase long chain family member 5 (ACSL5)
- SLC25A3 solute carrier family 25 member 3
- NDUFB5 NADH: ubiquinone oxidoreductase subunit B5)
- CYC1 cytochrome c1
- ACAT1 acetyl-CoA acetyltransferase 1
- TCAP titin-cap
- sample is one selected from the group consisting of muscle cells, muscle tissue, plasma, serum and urine.
- composition and information providing method of the present invention can help to more effectively perform rehabilitation treatment by predicting the onset of sarcopenia in a hip fracture subject.
- 1 is a schematic diagram showing the process of selecting a test subject.
- FIG. 2A shows a differentially expressed gene (DEG) heatmap that clearly separates sarcopenia from normal patients
- FIG. 2B is a swarm plot of known genes in each expression group. is shown.
- DEG differentially expressed gene
- Figure 3 is a DEG classification by Kegg Brite classification
- Figure 3A shows a network-based Keg Bright classification (the size of a circle represents the number of corresponding genes, and dots represent genes corresponding to the corresponding class)
- Figure 3B shows It represents the genetic members of the "Exosome” and "Enzyme” classes found mostly in DEGs.
- Figure 4 shows the one-step neighbor of DEGs based on the HuRI network (among the genes circled, RUNX1, MRPL45, TCAP, TEP1, SLC25A3, NDUFB5, ACSL5, HPN are DEGs, BAG3, SNRPC, VPS37C, HGS , BAG4, NFKBID, KRTAP19-7, RHOXF2, C19orf54, BLZF1, IKZF3, PFDN5, EMD, RHBDD2, SLC10A1, TMEM14B, AQP6, SLC10A6, RETREG3, SLC35C2, BNIP3 are known network hubs of one step neighbors of the above DEGs. others indicate non-hub interactors of DEGs).
- the present invention relates to a composition for predicting the onset of sarcopenia in a hip fracture subject.
- the composition is RUNX 1 (RUNX family transcription factor 1), NGFR (nerve growth factor receptor), CH3L1 (Chitinase-3-like protein 1), BCL3 (B cell lymphoma 3), PLA2G2A (Phospholipase A2 Group IIA), MYBPH ( myosin binding protein H), TEP1 (telomerase associated protein 1), SEMA6B (semaphorin 6B), CSPG4 (chondroitin sulfate proteoglycan 4), ACSL5 (acyl-CoA synthetase long chain family member 5), SLC25A3 (solute carrier family 25 member 3) , NDUFB5 (NADH: ubiquinone oxidoreductase subunit B5), CYC1 (cytochrome c1), ACAT1 (acetyl-CoA acetyltransferase 1), and TCAP (titin-cap), including an agent for measuring the expression level of at least one gene selected from
- Hip fracture refers to a fracture that occurs mainly by direct impact on the outside of the hip joint. Hip fractures are mostly caused by high-energy trauma such as falls or traffic accidents in young people, and in elderly patients due to weakened bone quality, most of them are caused by low-energy injuries such as simple falls.
- Sarcopenia refers to a disease in which the amount, strength, and function of muscles decrease due to various reasons such as aging. Sarcopenia may be defined by Asia Working Group for Sarcopenia (AWGS) criteria.
- AGS Asia Working Group for Sarcopenia
- the subject may be an animal, and specifically may be a human, cow, horse, rabbit, dog, monkey, or cat, but is not limited thereto.
- the subject may be a hip fracture patient with osteoporosis.
- the subject may be an elderly hip fracture patient, specifically, a hip fracture patient aged 65 years or older.
- the subject may be a female hip fracture patient.
- composition of the present invention can be used to predict the onset of sarcopenia in a hip fracture subject, and thus can help predict the prognosis of a hip fracture subject.
- the expression level may be an mRNA expression level of the gene or an expression level of a protein encoded by the gene.
- the agent for measuring the expression level is limited to a substance capable of detecting RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP mRNA or its protein
- it may be at least one selected from the group consisting of primers, probes, antibodies, aptamers, DNA, RNA, proteins, and polypeptides.
- prediction means to guess in advance about a medical outcome.
- the present invention provides a kit for predicting the onset of sarcopenia in a hip fracture subject comprising the above-described composition.
- the kit measures the expression level of at least one gene selected from the group consisting of RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP described above contains the formulation.
- the kit may include essential components required to perform ELISA in order to implement various ELISA methods such as sandwich ELISA.
- the kit may include essential components such as a fluorescent antibody necessary for performing flow cytometry.
- kit may be any kit known to those skilled in the art, and may be, for example, an immunochromatography strip kit, a Luminex assay kit, a protein microarray kit, an ELISA kit, a flow cytometry kit, or an immunological dot kit.
- the kit may be a kit for implementing Western blot, immunoprecipitation assay, complement fixation assay, flow cytometry, or protein chip, and may further include additional components suitable for each assay method.
- the present invention provides a method for providing information for predicting whether sarcopenia occurs in a hip fracture subject.
- the information providing method is RUNX 1 (RUNX family transcription factor 1), NGFR (nerve growth factor receptor), CH3L1 (Chitinase-3-like protein 1), BCL3 (B cell lymphoma 3) measured in samples isolated from the subject , PLA2G2A (Phospholipase A2 Group IIA), MYBPH (myosin binding protein H), TEP1 (telomerase associated protein 1), SEMA6B (semaphorin 6B), CSPG4 (chondroitin sulfate proteoglycan 4), ACSL5 (acyl-CoAthetase long chain synthetase family member 5 ), at least one selected from the group consisting of SLC25A3 (solute carrier family 25 member 3), NDUFB5 (NADH: ubiquinone oxidoreductase subunit B5), CYC1 (cytochrome c1), ACAT1 (acetyl-CoA acetyltransferase 1)
- Hip fracture, sarcopenia, subject, expression level, and prediction may be within the above range, but are not limited thereto.
- the subject may be an individual with a fractured hip joint.
- the subject may be an individual who has experienced hip fracture surgery or is scheduled to undergo hip fracture surgery.
- a sample isolated from a subject may be selected from the group consisting of muscle cells, muscle tissue, plasma, serum, and urine.
- Controls can be normal individuals or hip fracture patients.
- a control group may be a hip fracture patient without sarcopenia.
- a control group may be a hip fracture patient with osteoporosis without sarcopenia.
- the method of providing information is that if the expression level of at least one gene selected from the group consisting of RUNX 1, NGFR, CH3L1, BCL3 and PLA2G2A is higher than the expression level in the control group, sarcopenia compared to the control group is likely to occur. To provide information Further steps may be included.
- the inventors confirmed that the expression level of at least one gene selected from the group consisting of RUNX 1, NGFR, CH3L1, BCL3 and PLA2G2A measured in a sample isolated from the subject correlated positively with the possibility of developing sarcopenia did Therefore, if the expression level of at least one gene selected from the group consisting of RUNX 1, NGFR, CH3L1, BCL3 and PLA2G2A measured in a sample isolated from the subject is higher than the expression level in the control group, the possibility of developing sarcopenia compared to the control group is high. can provide information.
- the information providing method further includes the step of providing information that, when the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B, and CSPG4 is higher than that in the control group, the possibility of developing sarcopenia is high compared to the control group.
- the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B, and CSPG4 is higher than that in the control group, the possibility of developing sarcopenia is high compared to the control group.
- the present inventors confirmed that the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B, and CSPG4 measured in a sample isolated from a subject has a positive correlation with the possibility of developing sarcopenia. Therefore, if the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B and CSPG4 measured in a sample isolated from the subject is higher than the expression level in the control group, it provides information that the possibility of developing sarcopenia compared to the control group is high. can do.
- the method of providing information is that if the expression level of at least one gene selected from the group consisting of ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP is lower than the expression level in the control group, the possibility of developing sarcopenia compared to the control group is high.
- the step of providing may be further included.
- the present inventors found that the expression level of at least one gene selected from the group consisting of ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP measured in a sample isolated from a subject has a negative correlation with the possibility of developing sarcopenia Confirmed. Therefore, if the expression level of at least one gene selected from the group consisting of ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP measured in a sample isolated from the subject is lower than the expression level in the control group, there is a possibility of developing sarcopenia compared to the control group. It can provide information that will be high.
- the information providing method is at least one selected from the group consisting of RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP in a sample isolated from the subject A step of measuring the expression level of the gene may be further included.
- the step of measuring the expression level of the gene may be performed by treating the sample with an agent for measuring the mRNA expression level of the gene to be measured or the expression level of the protein encoded by the gene.
- RT-PCR Reverse transcriptase polymerase reaction
- RPA RNase protection assay
- Northern blotting and DNA chips may be used, but are not limited thereto.
- Analysis methods for measuring protein expression include western blotting, enzyme linked immunosorbent assay (ELISA), radioimmunoassay, radioimmunodiffusion, and Ouchterlony immunodiffusion method. , Rocket immunoelectrophoresis, tissue immunostaining, immunoprecipitation assay, complete fixation assay, flow cytometry (Fluorescence Activated Cell Sorter, FACS), protein chip, etc. , but is not limited thereto.
- the patient group included subjects aged 65 years or older who underwent hip fracture surgery.
- 323 patients with hip fracture (HF) confirmed from May 2017 to December 2019, 162 patients with hip fracture (excluding high energy trauma and non-osteoporosis) (90 patients with non-sarcopenia and 72 patients with sarcopenia) were included in the final analysis.
- HF hip fracture
- 162 patients with hip fracture excluding high energy trauma and non-osteoporosis
- HGS hand grip strength
- the bottom 10% was set as the patient group, except for patients with poor tissue quality, the sarcopenia group and the proximal muscle group.
- Six and five patients were selected as the saponification group, respectively.
- each patient with HGS value in the top 20% and bottom 20% was set as a control group and patient group. Excluding patients with poor tissue quality, 12 patients and 12 patients in the sarcopenia group and the non-sarcopenia group, respectively, were selected. Four patients were selected (Fig. 1).
- Muscle samples were collected through a 5 ⁇ 5 ⁇ 3 mm gluteus maximus obtained from a surgical opening. Tissues were stored at -80°C at Tissue-Tek (Miles, Elkhart, IN, USA).
- Body composition was measured by whole-body DXA (DPX-NT; GE Medical Systems Lunar, Madison, WI, USA). Bone mineral content, fat mass, and lean soft tissue mass (lean mass) were separately measured for each body part including arms and legs. The lean soft tissue mass of the arms and legs was approximately equal to the skeletal muscle mass. Since absolute muscle mass is correlated with height, the skeletal muscle mass index (SMI) was calculated with the following formula: lean mass [kg]/height 2 [m 2 ], which is It is directly similar to body mass index (BMI) (BMI: weight [kg]/height 2 [m 2 ]). Arm SMI was defined as “arm lean mass [kg]/height 2 [m 2 ]”. Leg SMI was defined as “lean mass [kg]/height 2 [m 2 ]”. Limb SMI (Appendicular SMI) was defined as the sum of arm SMI and leg SMI.
- BMI body mass index
- Muscle strength was evaluated by grip strength using an analogue dynamometer (TK 5001 Grip-A, Takei, Tokyo, Japan). In a sitting position, with the shoulder attached to the body, the elbow bent at 90°, and the wrist maintaining a neutral posture (0°), the grip force giving the maximum force was measured.
- Sarcopenia is defined as low muscle strength (grip strength less than 18 kg for women and less than 28 kg for men) and reduced muscle mass (SMI less than 5.4 kg/m 2 for women) according to the Asia Working Group for Sarcopenia (AWGS) standards. male SMI less than 7.0 kg/m 2 ).
- Bone mineral content (BMC) and bone mineral density (BMD) of the total femur, femoral neck, and lumbar spine (L1-L4) were measured using dual energy X-rays. Absorbance was measured by a trained technician using an absorptiometry (DXA, dual-energy X-ray absorptiometry, Lunar Prodigy, GE Healthcare, Madison, WI, USA). Osteoporosis was diagnosed using the T-score criteria of the World Health Organization (WHO) as supplied by the DXA manufacturer (Japan): normal, osteopenic, classified as osteoporosis.
- WHO World Health Organization
- Osteoporosis was defined as a BMD 2.5 standard deviation (SD) lower than the peak bone mass of a young, healthy, gender- and race-matched reference population according to the WHO diagnostic classification.
- SD standard deviation
- SMI standard deviation
- T-score ⁇ -2.5 and low SMI normal (high T-score and high SMI).
- MNA Mini nutritional assessment
- the screening portion consists of questions about food intake, weight loss, mobility, stress, neuropsychological problems, and body mass index (BMI). did The evaluation part consisted of detailed questions about self-views on nutrition and health status, mid-arm and calf circumference measurements.
- a malnourished patient was defined as an MNA score of less than 17 points.
- the library was prepared for 100 bp paired-end sequencing using the TruSeq Stranded mRNA Sample Preparation Kit (Illumina, CA, USA). That is, mRNA molecules were purified and fragmented from 1 ⁇ g of total RNA using oligo(dT) magnetic beads. Fragmented mRNA was synthesized into single-stranded cDNA through random hexamer priming. This was applied as a template for second-strand synthesis to prepare double-stranded cDNA. After sequential processes of end repair, A-tailing, and adapter ligation, the cDNA library was amplified by PCR (Polymerase Chain Reaction).
- the quality of the cDNA library was assessed with an Agilent 2100 BioAnalyzer (Agilent, CA, USA). Libraries were quantified using the KAPA library quantification kit (Kapa Biosystems, MA, USA) according to the manufacturer's library quantification protocol. After cluster amplification of the denatured template, sequencing was performed with paired-end (2 ⁇ 100 bp) using the Illumina HiSeq platform sequencer (Illumina, CA, USA).
- Low quality reads were identified according to the following criteria; If more than 10% of the missing bases are included, if more than 40% of the bases with a quality score of less than 20 are included, if the average quality score of each read is less than 20.
- the entire filtering process was performed using an in-house script. Filtered short reads were mapped to the human reference coding sequence (CDS), version GRCh38 using the software Kallisto. Using Deseq2 to extract a set of differentially expressed genes (DEGs) that differentiate between sarcopenia and non-sarcopenia groups carefully defined by clinical observation through gene expression counts did to do Candidate genes were selected based on fold change and adjusted p-values.
- DEGs differentially expressed genes
- cDNA was prepared with forward and reverse primers for HPN of RUNX1, SLC25A3, BCL3, CHI3L1, MYBPH, ACSL5, NDUFB5, NGFR, PLAG2A, CSPG4, SEMA6B, TEP1, AC068506.1, THBS1, ACAT1, CYC1, TCAP in 384-well plates.
- 384-well plate MicroAmp® 384-well Reaction Plate with Barcode with Power SYBR Green PCR Master Mix (Applied Biosystems, Warrington, UK), Applied Biosystems, Foster City, CA, USA). Each sample was measured 3 times.
- GAPDH was amplified by real-time RT-PCR (qPCR) as a housekeeping gene to normalize mRNA levels between samples. Analysis was performed using the ViiATM7 real-time PCR system (Applied Biosystems, USA). The sequences of the primers used in the experiment are shown in Table 1. The cycle threshold value measured after the experiment was analyzed by the relative quantification 2 - ⁇ C(T) method.
- RNAseq The collected samples were subjected to RNAseq using the Illumina platform. A total of 11 samples obtained from sarcopenia and non-sarcopenia groups were sequenced (Tables 3 to 5). Based on the number of reads generated and the mapping rate, we determined that the RNAseq results were reliable for downstream analysis (Table 6). The average amount of each sample read was 6.4 GB. More than 97% of the sequences were above the Q30 base quality score. Sequences were quantified by gene expression using Kallisto software.
- the expression patterns of DEGs were classified into three groups. Genes in group 1 showed increased expression in sarcopenia patients, especially in the first two cases, whereas pharopenia patients showed low expression levels. Genes in group 2 showed high expression in all sarcopenia patients compared to low expression in sarcopenia patients. On the other hand, the expression of genes in group 3 was increased in patients with sarcopenia. For functional annotation, DEGs were classified by the Kegg Brite database (Fig. 3A).
- ACSL5 showed a clear upregulation, whereas ACAT1 showed a downregulation in sarcopenia patients (Fig. 2B).
- ACAT1 showed a downregulation in sarcopenia patients (Fig. 2B).
- ACSL5 has a hub gene as a HuRI (Human Reference Interactome)-based interaction partner ( Figure 4). The hub interactors of ACSL5 provide insight into the link between ACSL5 perturbations and sarcopenia.
- HuRI Human Reference Interactome
- Solute carrier (SLC) families transmembrane protein 14 B (TMEM14B) and aquaporin 6 (AQP6) imply transport-related protein activity may be associated with sarcopenia.
- SLC25A3 Another SLC family, SLC25A3, showed significant downregulation in patients with sarcopenia (Fig. 2B).
- HLA-F and HLA-DR3B showed differential expression and were mapped to the “Phagosome” (ko04145) pathway of the Kegg Pathway (Fig. 2B).
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Abstract
Description
본 발명은 고관절 골절 개체의 근감소증 발병 여부를 예측하기 위한 조성물 및 고관절 골절 개체의 근감소증 발병 여부 예측을 위한 정보 제공 방법에 관한 것이다.The present invention relates to a composition for predicting the onset of sarcopenia in a hip fracture individual and a method for providing information for predicting whether or not the onset of sarcopenia occurs in a hip fracture individual.
노년층의 경우 골다공증(osteoporosis), 근감소증(sarcopenia) 등 많은 만성질환의 유병률이 높다. 노인 인구를 대상으로 한 골다공증 관련 연구를 통해 지난 수십 년 동안 임상 결과가 보고되고 치료 지침을 확립했지만, 최근에는 근감소증 및 관련 연구에 대한 관심이 증가하고 있다.In the case of the elderly, the prevalence of many chronic diseases such as osteoporosis and sarcopenia is high. Osteoporosis-related studies in the elderly population have reported clinical results and established treatment guidelines over the past decades, but recently interest in sarcopenia and related research has increased.
근감소증은 당뇨병, 비만, 악액질과 같은 대사성 질환과 만성 신부전, 울혈성 심부전, 만성 폐쇄성 폐질환을 포함한 일부 특정 질환에서 주로 나타난다. 그러나 근감소증은 노인 인구의 골다공증과 유의하게 관련이 있다. 여러 연구에 따르면 근감소증과 골다공증은 공통의 위험 인자와 생물학적 경로를 공유하며 골감소증은 심각한 신체적 장애와 관련되어 노년기에 심각한 위협을 나타낸다. 이 두 질병의 조합은 부정적인 건강 결과를 악화시키고 골다공증이 있는 사람들의 뼈 취약성에 근감소증에서 떨어지는 경향을 추가하는 "위험한 듀엣”(hazardous duet)으로 설명되었다. 근감소증과 골다공증의 복합적인 효과는 노인들에게 심각한 문제를 나타낸다.Sarcopenia appears primarily in metabolic diseases such as diabetes, obesity, and cachexia, and in some specific diseases, including chronic renal failure, congestive heart failure, and chronic obstructive pulmonary disease. However, sarcopenia is significantly associated with osteoporosis in the elderly population. Several studies have shown that sarcopenia and osteoporosis share common risk factors and biological pathways, and that osteopenia is associated with severe physical disability and represents a serious threat in old age. The combination of these two diseases has been described as a "hazardous duet" that exacerbates the negative health outcomes and adds a tendency to fall from sarcopenia to the bone fragility of people with osteoporosis. The combined effects of sarcopenia and osteoporosis in the elderly represents a serious problem for them.
본 발명자들은 한국 정부(교육과학기술부, MEST)의 재원으로 한국연구재단(NRF)의 지원을 받아 본 발명을 완성하였다(No. NRF-2019R1F1A1059208).The present inventors completed the present invention with the support of the National Research Foundation of Korea (NRF) funded by the Korean government (Ministry of Education, Science and Technology, MEST) (No. NRF-2019R1F1A1059208).
[과제고유번호] 1711145790[Assignment identification number] 1711145790
[과제번호] 2019R1F1A1059208[Assignment number] 2019R1F1A1059208
[부처명] 과학기술정보통신부[Name of Department] Ministry of Science and ICT
[과제관리(전문)기관명] 한국연구재단[Name of project management (professional) institution] National Research Foundation of Korea
[연구사업명] 개인기초연구(과기정통부)(R&D)[Research project name] Individual basic research (Ministry of Science and ICT) (R&D)
[연구과제명] 노인의 골근감소증 질환 극복을 위한 다중 오믹스 및 바이오 빅데이터 정밀의료 기반 구축[Research title] Establishment of multi-omics and bio-big data precision medical foundation to overcome osteoarthritis in the elderly
[기여율] 1/1[Contribution rate] 1/1
[과제수행기관명] 경상대학교병원[Name of project performing institution] Gyeongsang National University Hospital
[연구기간] 2021-03-01~2022-02-28[Research Period] 2021-03-01~2022-02-28
본 발명은 고관절 골절(hip fracture) 개체의 근감소증(sarcopenia) 발병 여부를 예측하기 위한 조성물을 제공하는 것을 목적으로 한다.An object of the present invention is to provide a composition for predicting the onset of sarcopenia in a hip fracture subject.
본 발명은 고관절 골절 개체의 근감소증 발병 여부를 예측하기 위한 키트를 제공하는 것을 목적으로 한다.An object of the present invention is to provide a kit for predicting the onset of sarcopenia in a hip fracture subject.
본 발명은 고관절 골절 개체의 근감소증 발병 여부 예측을 위한 정보 제공 방법을 제공하는 것을 목적으로 한다.An object of the present invention is to provide a method for providing information for predicting the onset of sarcopenia in a hip fracture subject.
1. RUNX 1(RUNX family transcription factor 1), NGFR(nerve growth factor receptor), CH3L1(Chitinase-3-like protein 1), BCL3(B cell lymphoma 3), PLA2G2A(Phospholipase A2 Group IIA), MYBPH(myosin binding protein H), TEP1(telomerase associated protein 1), SEMA6B(semaphorin 6B), CSPG4(chondroitin sulfate proteoglycan 4), ACSL5(acyl-CoA synthetase long chain family member 5), SLC25A3(solute carrier family 25 member 3), NDUFB5(NADH:ubiquinone oxidoreductase subunit B5), CYC1(cytochrome c1), ACAT1(acetyl-CoA acetyltransferase 1) 및 TCAP(titin-cap)로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량을 측정하는 제제를 포함하는 고관절 골절(hip fracture) 개체의 근감소증(sarcopenia) 발병 여부를 예측하기 위한 조성물.1. RUNX 1 (RUNX family transcription factor 1), NGFR (nerve growth factor receptor), CH3L1 (Chitinase-3-like protein 1), BCL3 (B cell lymphoma 3), PLA2G2A (Phospholipase A2 Group IIA), MYBPH (myosin binding protein H), TEP1 (telomerase associated protein 1), SEMA6B (semaphorin 6B), CSPG4 (chondroitin sulfate proteoglycan 4), ACSL5 (acyl-CoA synthetase long chain family member 5), SLC25A3 (solute carrier family 25 member 3), NDUFB5 (NADH: ubiquinone oxidoreductase subunit B5), CYC1 (cytochrome c1), ACAT1 (acetyl-CoA acetyltransferase 1), and TCAP (titin-cap), comprising an agent for measuring the expression level of at least one gene selected from the group consisting of A composition for predicting the occurrence of sarcopenia in a hip fracture subject.
2. 위 1에 있어서, 상기 제제는 프라이머, 프로브, 항체, 압타머, DNA, RNA, 단백질 및 폴리펩티드로 이루어진 군에서 선택되는 적어도 하나인, 고관절 골절 개체의 근감소증 발병 여부를 예측하기 위한 조성물.2. The composition according to 1 above, wherein the agent is at least one selected from the group consisting of primers, probes, antibodies, aptamers, DNA, RNA, proteins and polypeptides, the composition for predicting the onset of sarcopenia in hip fracture individuals.
3. 위 1에 있어서, 상기 고관절 골절 개체는 골다공증(osteoporosis)을 동반하는, 고관절 골절 개체의 근감소증 발병 여부를 예측하기 위한 조성물.3. The composition for predicting the onset of sarcopenia in a hip fracture subject according to 1 above, wherein the hip fracture subject is accompanied by osteoporosis.
4. 위 1 내지 3 중 어느 한 항의 조성물을 포함하는 고관절 골절(hip fracture) 개체의 근감소증(sarcopenia) 발병 여부를 예측하기 위한 키트.4. A kit for predicting the onset of sarcopenia in a hip fracture subject comprising the composition of any one of 1 to 3 above.
5. 피검체로부터 분리된 시료에서 측정된 RUNX 1(RUNX family transcription factor 1), NGFR(nerve growth factor receptor), CH3L1(Chitinase-3-like protein 1), BCL3(B cell lymphoma 3), PLA2G2A(Phospholipase A2 Group IIA), MYBPH(myosin binding protein H), TEP1(telomerase associated protein 1), SEMA6B(semaphorin 6B), CSPG4(chondroitin sulfate proteoglycan 4), ACSL5(acyl-CoA synthetase long chain family member 5), SLC25A3(solute carrier family 25 member 3), NDUFB5(NADH:ubiquinone oxidoreductase subunit B5), CYC1(cytochrome c1), ACAT1(acetyl-CoA acetyltransferase 1) 및 TCAP(titin-cap)로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량을 대조군에서의 발현량과 비교하는 단계를 포함하는, 고관절 골절(hip fracture) 개체의 근감소증(sarcopenia) 발병 여부 예측을 위한 정보 제공 방법.5. RUNX 1 (RUNX family transcription factor 1), NGFR (nerve growth factor receptor), CH3L1 (Chitinase-3-like protein 1), BCL3 (B cell lymphoma 3), PLA2G2A ( Phospholipase A2 Group IIA), myosin binding protein H (MYBPH), telomerase associated protein 1 (TEP1), semaphorin 6B (SEMA6B), chondroitin sulfate proteoglycan 4 (CSPG4), acyl-CoA synthetase long chain family member 5 (ACSL5), SLC25A3 (solute carrier family 25 member 3), NDUFB5 (NADH: ubiquinone oxidoreductase subunit B5), CYC1 (cytochrome c1), ACAT1 (acetyl-CoA acetyltransferase 1) and TCAP (titin-cap) of at least one gene selected from the group consisting of A method of providing information for predicting the onset of sarcopenia in a hip fracture subject, comprising the step of comparing the expression level with the expression level in a control group.
6. 위 5에 있어서, 상기 RUNX 1, NGFR, CH3L1, BCL3 및 PLA2G2A로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 높으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공하는 단계를 더 포함하는, 정보 제공 방법.6. In the above 5, if the expression level of at least one gene selected from the group consisting of
7. 위 5에 있어서, 상기 MYBPH, TEP1, SEMA6B 및 CSPG4로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 높으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공하는 단계를 더 포함하는, 정보 제공 방법.7. In the above 5, if the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B and CSPG4 is higher than the expression level in the control group, providing information that the possibility of developing sarcopenia compared to the control group is high Further comprising, information providing method.
8. 위 5에 있어서, 상기 ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 낮으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공하는 단계를 더 포함하는, 정보 제공 방법.8. In the above 5, if the expression level of at least one gene selected from the group consisting of ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP is lower than the expression level in the control group, sarcopenia compared to the control group is more likely to develop An information providing method, further comprising providing information.
9. 위 5에 있어서, 상기 피검체로부터 분리된 시료에서 RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량을 측정하는 단계를 더 포함하는, 정보 제공 방법.9. In the above 5, selected from the group consisting of
10. 위 5에 있어서, 상기 시료는 근육 세포, 근육 조직, 혈장, 혈청 및 소변으로 이루어진 군에서 선택된 하나인, 정보 제공 방법.10. The information providing method according to 5 above, wherein the sample is one selected from the group consisting of muscle cells, muscle tissue, plasma, serum and urine.
11. 위 5에 있어서, 상기 고관절 골절 개체는 골다공증(osteoporosis)을 동반하는, 정보 제공 방법.11. The information providing method according to 5 above, wherein the hip fracture subject is accompanied by osteoporosis.
본 발명의 조성물 및 정보 제공 방법은 고관절 골절 개체의 근감소증 발병 여부를 예측하여 보다 효과적으로 재활 치료를 할 수 있도록 도움을 줄 수 있다.The composition and information providing method of the present invention can help to more effectively perform rehabilitation treatment by predicting the onset of sarcopenia in a hip fracture subject.
도 1은 실험 대상 선정 과정을 도식화하여 나타낸 것이다.1 is a schematic diagram showing the process of selecting a test subject.
도 2A는 정상(normal) 환자로부터 근감소증(sarcopenia)을 명확하게 분리하는 차등 발현 유전자(DEG) 히트맵(heatmap)을 나타낸 것이고, 도 2B는 각 발현 그룹에서 알려진 유전자의 스웜 플롯(swarm plot)을 나타낸 것이다.FIG. 2A shows a differentially expressed gene (DEG) heatmap that clearly separates sarcopenia from normal patients, and FIG. 2B is a swarm plot of known genes in each expression group. is shown.
도 3은 Kegg Brite 분류에 의한 DEG 분류로, 도 3A는 네트워크 기반 케그 브라이트 분류를 나타낸 것이고(원의 크기는 해당 유전자 수를 나타내고, 점은 해당 클래스에 해당하는 유전자를 대표함), 도 3B는 DEG에서 대부분 발견되는 "Exosome" 및 "Enzyme" 클래스의 유전자 구성원을 나타낸 것이다.Figure 3 is a DEG classification by Kegg Brite classification, Figure 3A shows a network-based Keg Bright classification (the size of a circle represents the number of corresponding genes, and dots represent genes corresponding to the corresponding class), Figure 3B shows It represents the genetic members of the "Exosome" and "Enzyme" classes found mostly in DEGs.
도 4는 HuRI 네트워크를 기반으로 한 DEG의 one step neighbor를 나타낸 것이다(원으로 표시된 유전자 중, RUNX1, MRPL45, TCAP, TEP1, SLC25A3, NDUFB5, ACSL5, HPN은 DEGs이고, BAG3, SNRPC, VPS37C, HGS, BAG4, NFKBID, KRTAP19-7, RHOXF2, C19orf54, BLZF1, IKZF3, PFDN5, EMD, RHBDD2, SLC10A1, TMEM14B, AQP6, SLC10A6, RETREG3, SLC35C2, BNIP3는 위 DEGs의 one step neighbor의 알려진 네트워크 허브이며, 그 외는 DEGs의 비-허브(non-hub) 상호작용자를 나타냄).Figure 4 shows the one-step neighbor of DEGs based on the HuRI network (among the genes circled, RUNX1, MRPL45, TCAP, TEP1, SLC25A3, NDUFB5, ACSL5, HPN are DEGs, BAG3, SNRPC, VPS37C, HGS , BAG4, NFKBID, KRTAP19-7, RHOXF2, C19orf54, BLZF1, IKZF3, PFDN5, EMD, RHBDD2, SLC10A1, TMEM14B, AQP6, SLC10A6, RETREG3, SLC35C2, BNIP3 are known network hubs of one step neighbors of the above DEGs. others indicate non-hub interactors of DEGs).
도 5는 qPCR 검증 결과를 나타낸 것이다.5 shows the qPCR verification results.
이하, 본 발명을 설명한다.Hereinafter, the present invention will be described.
본 발명은 고관절 골절(hip fracture) 개체의 근감소증(sarcopenia) 발병 여부를 예측하기 위한 조성물에 관한 것이다.The present invention relates to a composition for predicting the onset of sarcopenia in a hip fracture subject.
상기 조성물은 RUNX 1(RUNX family transcription factor 1), NGFR(nerve growth factor receptor), CH3L1(Chitinase-3-like protein 1), BCL3(B cell lymphoma 3), PLA2G2A(Phospholipase A2 Group IIA), MYBPH(myosin binding protein H), TEP1(telomerase associated protein 1), SEMA6B(semaphorin 6B), CSPG4(chondroitin sulfate proteoglycan 4), ACSL5(acyl-CoA synthetase long chain family member 5), SLC25A3(solute carrier family 25 member 3), NDUFB5(NADH:ubiquinone oxidoreductase subunit B5), CYC1(cytochrome c1), ACAT1(acetyl-CoA acetyltransferase 1) 및 TCAP(titin-cap)로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량을 측정하는 제제를 포함한다.The composition is RUNX 1 (RUNX family transcription factor 1), NGFR (nerve growth factor receptor), CH3L1 (Chitinase-3-like protein 1), BCL3 (B cell lymphoma 3), PLA2G2A (Phospholipase A2 Group IIA), MYBPH ( myosin binding protein H), TEP1 (telomerase associated protein 1), SEMA6B (semaphorin 6B), CSPG4 (chondroitin sulfate proteoglycan 4), ACSL5 (acyl-CoA synthetase long chain family member 5), SLC25A3 (solute carrier family 25 member 3) , NDUFB5 (NADH: ubiquinone oxidoreductase subunit B5), CYC1 (cytochrome c1), ACAT1 (acetyl-CoA acetyltransferase 1), and TCAP (titin-cap), including an agent for measuring the expression level of at least one gene selected from the group consisting of do.
고관절 골절(hip fracture)은 주로 고관절부의 외측을 직접 부딪히면서 발생하는 골절을 의미한다. 고관절 골절은 젊은 연령에서는 대부분 추락이나 교통사고 같은 고에너지 외상(high energy trauma)에 의해 발생하며, 고령의 환자는 골질이 약화되어 있어 대부분 단순 낙상 등의 저에너지 손상에 의해 발생한다.Hip fracture refers to a fracture that occurs mainly by direct impact on the outside of the hip joint. Hip fractures are mostly caused by high-energy trauma such as falls or traffic accidents in young people, and in elderly patients due to weakened bone quality, most of them are caused by low-energy injuries such as simple falls.
근감소증(sarcopenia)은 노화 등 다양한 이유에 의해 근육의 양, 근력, 근 기능이 감소하는 질환을 의미한다. 근감소증은 Asia Working Group for Sarcopenia(AWGS) 기준에 의해 정의된 것일 수 있다.Sarcopenia refers to a disease in which the amount, strength, and function of muscles decrease due to various reasons such as aging. Sarcopenia may be defined by Asia Working Group for Sarcopenia (AWGS) criteria.
근감소증을 동반하는 고관절 골절 환자는 수술 후에도 예후가 좋지 않은 것으로 알려져 있다.Patients with hip fractures accompanied by sarcopenia are known to have a poor prognosis even after surgery.
개체는 동물일 수 있으며, 구체적으로 인간, 소, 말, 토끼, 개, 원숭이 또는 고양이일 수 있으나, 이에 제한되는 것은 아니다.The subject may be an animal, and specifically may be a human, cow, horse, rabbit, dog, monkey, or cat, but is not limited thereto.
개체는 골다공증을 동반하는 고관절 골절 환자일 수 있다. 개체는 고령의 고관절 골절 환자일 수 있고, 구체적으로 65세 이상의 고관절 골절 환자일 수 있다. 개체는 여성 고관절 골절 환자일 수 있다.The subject may be a hip fracture patient with osteoporosis. The subject may be an elderly hip fracture patient, specifically, a hip fracture patient aged 65 years or older. The subject may be a female hip fracture patient.
본 발명자들은 고관절 골절 환자로부터 분리된 시료에서 측정된 RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량과 근감소증 발병 여부와의 상관 관계를 확인하였다. 따라서, 상기 유전자들 각각의 발현량을 고관절 골절 개체의 근감소증 발병 여부를 예측하기 위해 사용할 수 있다.At least one selected from the group consisting of
고관절 골절 개체가 근감소증을 동반하는 경우 예후가 좋지 않은 것으로 알려져 있다. 따라서, 본 발명의 조성물은 고관절 골절 개체의 근감소증 발병 여부를 예측하기 위해 사용할 수 있는 바, 고관절 골절 개체의 예후를 예측하는 데에 도움을 줄 수 있다.It is known that the prognosis is poor when hip fracture individuals are accompanied by sarcopenia. Therefore, the composition of the present invention can be used to predict the onset of sarcopenia in a hip fracture subject, and thus can help predict the prognosis of a hip fracture subject.
상기 발현량은 상기 유전자의 mRNA 발현량 또는 상기 유전자에 의해 암호화되는 단백질의 발현량일 수 있다.The expression level may be an mRNA expression level of the gene or an expression level of a protein encoded by the gene.
상기 발현량을 측정하는 제제는 RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP mRNA 또는 그 단백질을 검출할 수 있는 물질이면 제한되지 않으나, 구체적으로 프라이머, 프로브, 항체, 압타머, DNA, RNA, 단백질 및 폴리펩티드로 이루어진 군에서 선택되는 적어도 하나일 수 있다.The agent for measuring the expression level is limited to a substance capable of detecting
용어 “예측”은 의학적 귀추에 대하여 미리 헤아려 짐작하는 것을 의미한다.The term “prediction” means to guess in advance about a medical outcome.
본 발명은 전술한 조성물을 포함하는 고관절 골절(hip fracture) 개체의 근감소증(sarcopenia) 발병 여부를 예측하기 위한 키트를 제공한다.The present invention provides a kit for predicting the onset of sarcopenia in a hip fracture subject comprising the above-described composition.
상기 키트는 전술한 RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량을 측정하는 제제를 포함한다.The kit measures the expression level of at least one gene selected from the group consisting of
키트는 샌드위치 ELISA등 다양한 ELISA 방법을 구현하기 위하여, ELISA를 수행하기 위해 필요한 필수 구성요소를 포함할 수 있다. 또한 키트는 유세포 분석(Flow Cytometry)을 수행하기 위해 필요한 형광 항체 등의 필수 구성요소를 포함할 수 있다.The kit may include essential components required to perform ELISA in order to implement various ELISA methods such as sandwich ELISA. In addition, the kit may include essential components such as a fluorescent antibody necessary for performing flow cytometry.
키트의 종류는 당업자에게 공지된 모든 키트일 수 있고, 예를 들어 면역크로마토그래피 스트립 키트, 루미넥스 어세이 키트, 단백질 마이크로어레이 키트, ELISA 키트, 유세포 분석 키트 또는 면역학적 도트 키트일 수 있다.The type of kit may be any kit known to those skilled in the art, and may be, for example, an immunochromatography strip kit, a Luminex assay kit, a protein microarray kit, an ELISA kit, a flow cytometry kit, or an immunological dot kit.
키트는 웨스턴 블롯, 면역침전분석법, 보체 고정 분석법, 유세포분석 또는 단백질 칩 등을 구현하기 위한 키트일 수 있으며, 각 분석 방법에 적합한 부가적인 구성을 추가로 포함할 수 있다.The kit may be a kit for implementing Western blot, immunoprecipitation assay, complement fixation assay, flow cytometry, or protein chip, and may further include additional components suitable for each assay method.
본 발명은 고관절 골절(hip fracture) 개체의 근감소증(sarcopenia) 발병 여부 예측을 위한 정보 제공 방법을 제공한다.The present invention provides a method for providing information for predicting whether sarcopenia occurs in a hip fracture subject.
상기 정보 제공 방법은 피검체로부터 분리된 시료에서 측정된 RUNX 1(RUNX family transcription factor 1), NGFR(nerve growth factor receptor), CH3L1(Chitinase-3-like protein 1), BCL3(B cell lymphoma 3), PLA2G2A(Phospholipase A2 Group IIA), MYBPH(myosin binding protein H), TEP1(telomerase associated protein 1), SEMA6B(semaphorin 6B), CSPG4(chondroitin sulfate proteoglycan 4), ACSL5(acyl-CoA synthetase long chain family member 5), SLC25A3(solute carrier family 25 member 3), NDUFB5(NADH:ubiquinone oxidoreductase subunit B5), CYC1(cytochrome c1), ACAT1(acetyl-CoA acetyltransferase 1) 및 TCAP(titin-cap)로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량을 대조군에서의 발현량과 비교하는 단계를 포함한다.The information providing method is RUNX 1 (RUNX family transcription factor 1), NGFR (nerve growth factor receptor), CH3L1 (Chitinase-3-like protein 1), BCL3 (B cell lymphoma 3) measured in samples isolated from the subject , PLA2G2A (Phospholipase A2 Group IIA), MYBPH (myosin binding protein H), TEP1 (telomerase associated protein 1), SEMA6B (semaphorin 6B), CSPG4 (chondroitin sulfate proteoglycan 4), ACSL5 (acyl-CoAthetase long chain synthetase family member 5 ), at least one selected from the group consisting of SLC25A3 (solute carrier family 25 member 3), NDUFB5 (NADH: ubiquinone oxidoreductase subunit B5), CYC1 (cytochrome c1), ACAT1 (acetyl-CoA acetyltransferase 1), and TCAP (titin-cap) Comparing the expression level of the gene of with the expression level in the control group.
고관절 골절, 근감소증, 개체, 발현량 및 예측은 전술한 범위 내의 것일 수 있으나, 이에 제한되는 것은 아니다.Hip fracture, sarcopenia, subject, expression level, and prediction may be within the above range, but are not limited thereto.
피검체는 고관절이 골절된 개체일 수 있다. 피검체는 고관절 골절 수술을 받은 경험이 있거나, 고관절 골절 수술을 받을 예정인 개체일 수 있다.The subject may be an individual with a fractured hip joint. The subject may be an individual who has experienced hip fracture surgery or is scheduled to undergo hip fracture surgery.
피검체로부터 분리된 시료는 근육 세포, 근육 조직, 혈장, 혈청 및 소변으로 이루어진 군에서 선택될 수 있다.A sample isolated from a subject may be selected from the group consisting of muscle cells, muscle tissue, plasma, serum, and urine.
대조군은 정상 개체 또는 고관절 골절 환자일 수 있다. 대조군은 근감소증을 동반하지 않는 고관절 골절 환자일 수 있다. 대조군은 근감소증은 동반하지 않고 골다공증을 동반하는 고관절 골절 환자일 수 있다.Controls can be normal individuals or hip fracture patients. A control group may be a hip fracture patient without sarcopenia. A control group may be a hip fracture patient with osteoporosis without sarcopenia.
본 발명자들은 고관절 골절 환자로부터 분리된 시료에서 측정된 RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량과 근감소증 발병 여부와의 상관 관계를 확인하였다. 따라서, 상기 발현량을 고관절 골절 개체의 근감소증 발병 여부를 예측하기 위해 사용할 수 있다.At least one selected from the group consisting of
상기 정보 제공 방법은 상기 RUNX 1, NGFR, CH3L1, BCL3 및 PLA2G2A로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 높으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공하는 단계를 더 포함할 수 있다.The method of providing information is that if the expression level of at least one gene selected from the group consisting of
구체적으로, 본 발명자들은 피검체로부터 분리된 시료에서 측정된 RUNX 1, NGFR, CH3L1, BCL3 및 PLA2G2A로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 근감소증 발병 가능성과 양의 상관 관계가 있다는 것을 확인하였다. 따라서 피검체로부터 분리된 시료에서 측정된 RUNX 1, NGFR, CH3L1, BCL3 및 PLA2G2A로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 높으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공할 수 있다.Specifically, the inventors confirmed that the expression level of at least one gene selected from the group consisting of
상기 정보 제공 방법은 상기 MYBPH, TEP1, SEMA6B 및 CSPG4로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 높으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공하는 단계를 더 포함할 수 있다.The information providing method further includes the step of providing information that, when the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B, and CSPG4 is higher than that in the control group, the possibility of developing sarcopenia is high compared to the control group. can include
구체적으로, 본 발명자들은 피검체로부터 분리된 시료에서 측정된 MYBPH, TEP1, SEMA6B 및 CSPG4로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 근감소증 발병 가능성과 양의 상관 관계가 있다는 것을 확인하였다. 따라서 피검체로부터 분리된 시료에서 측정된 MYBPH, TEP1, SEMA6B 및 CSPG4로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 높으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공할 수 있다.Specifically, the present inventors confirmed that the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B, and CSPG4 measured in a sample isolated from a subject has a positive correlation with the possibility of developing sarcopenia. Therefore, if the expression level of at least one gene selected from the group consisting of MYBPH, TEP1, SEMA6B and CSPG4 measured in a sample isolated from the subject is higher than the expression level in the control group, it provides information that the possibility of developing sarcopenia compared to the control group is high. can do.
상기 정보 제공 방법은 상기 ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 낮으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공하는 단계를 더 포함할 수 있다.The method of providing information is that if the expression level of at least one gene selected from the group consisting of ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP is lower than the expression level in the control group, the possibility of developing sarcopenia compared to the control group is high. The step of providing may be further included.
구체적으로, 본 발명자들은 피검체로부터 분리된 시료에서 측정된 ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 근감소증 발병 가능성과 음의 상관 관계가 있다는 것을 확인하였다. 따라서 피검체로부터 분리된 시료에서 측정된 ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량이 대조군에서의 발현량보다 낮으면 대조군 대비 근감소증이 발병할 가능성이 높을 것이라는 정보를 제공할 수 있다.Specifically, the present inventors found that the expression level of at least one gene selected from the group consisting of ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP measured in a sample isolated from a subject has a negative correlation with the possibility of developing sarcopenia Confirmed. Therefore, if the expression level of at least one gene selected from the group consisting of ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 and TCAP measured in a sample isolated from the subject is lower than the expression level in the control group, there is a possibility of developing sarcopenia compared to the control group. It can provide information that will be high.
상기 정보 제공 방법은 상기 피검체로부터 분리된 시료에서 RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP로 이루어진 군에서 선택된 적어도 하나의 유전자의 발현량을 측정하는 단계를 더 포함할 수 있다.The information providing method is at least one selected from the group consisting of
유전자의 발현량을 측정하는 단계는 측정 대상 유전자의 mRNA 발현량 또는 상기 유전자에 의해 암호화되는 단백질의 발현량을 측정하는 제제를 상기 시료에 처리하여 수행되는 것일 수 있다.The step of measuring the expression level of the gene may be performed by treating the sample with an agent for measuring the mRNA expression level of the gene to be measured or the expression level of the protein encoded by the gene.
mRNA 발현량을 측정하기 위해 역전사효소 중합효소반응(RT-PCR), 경쟁적 역전사효소 중합효소반응(Competitive RT-PCR), 실시간 역전사효소 중합효소반응(Real-time RT-PCR), RNase 보호 분석법(RPA; RNase protection assay), 노던 블롯팅 (Northern blotting) 및 DNA 칩 등을 이용할 수 있으나, 이에 제한되지 않는다.Reverse transcriptase polymerase reaction (RT-PCR), competitive reverse transcriptase polymerase reaction (Real-time RT-PCR), RNase protection assay ( RPA; RNase protection assay), Northern blotting, and DNA chips may be used, but are not limited thereto.
단백질의 발현량을 측정하기 위한 분석 방법에는 웨스턴 블랏팅(western blotting), ELISA(enzyme linked immunosorbent assay), 방사선면역분석법(Radioimmunoassay), 방사면역 확산법(Radioimmunodiffusion), 오우크테로니(Ouchterlony) 면역 확산법, 로케트(Rocket) 면역전기영동, 조직면역 염색, 면역 침전분석법(immunoprecipitation assay), 보체 고정 분석법(complete fixation assay), 유세포분석(Fluorescence Activated Cell Sorter, FACS), 단백질 칩(protein chip) 등이 있으나, 이에 제한되는 것은 아니다.Analysis methods for measuring protein expression include western blotting, enzyme linked immunosorbent assay (ELISA), radioimmunoassay, radioimmunodiffusion, and Ouchterlony immunodiffusion method. , Rocket immunoelectrophoresis, tissue immunostaining, immunoprecipitation assay, complete fixation assay, flow cytometry (Fluorescence Activated Cell Sorter, FACS), protein chip, etc. , but is not limited thereto.
이하, 본 발명을 구체적으로 설명하기 위해 실시예를 들어 상세하게 설명하기로 한다.Hereinafter, examples will be described in detail to explain the present invention in detail.
실시예Example
실험 방법Experiment method
1. 실험 대상1. Test subject
환자 그룹에는 고관절 골절 수술을 받은 65세 이상의 피험자가 포함되었다. 2017년 5월부터 2019년 12월까지 확인된 고관절 골절(HF, hip fracture) 환자 323명 중 고에너지 외상(high energy trauma) 및 비골다공증(non-osteoporosis)을 제외한 고관절 골절 환자 162명(비근감소증(non-sarcopenia) 90명, 근감소증(sarcopenia) 72명)이 최종 분석에 포함되었다. RNA 시퀀싱을 위해 악력(HGS, hand grip strength) 값이 상위 10%인 각 환자를 대조군으로 설정하고 하위 10%를 환자 그룹으로 설정하였으며, 조직의 질이 좋지 않은 환자를 제외하고 근감소증군과 비근감소증군으로 각각 6명, 5명을 선정하였다. qPCR 검증을 위해 HGS 값이 상위 20% 및 하위 20%인 각 환자를 대조군 및 환자 그룹으로 설정하였으며, 조직의 질이 좋지 않은 환자를 제외하고 근감소증군과 비근감소증군에 각각 12명의 환자와 12명의 환자를 선정하였다(도 1).The patient group included subjects aged 65 years or older who underwent hip fracture surgery. Among 323 patients with hip fracture (HF) confirmed from May 2017 to December 2019, 162 patients with hip fracture (excluding high energy trauma and non-osteoporosis) (90 patients with non-sarcopenia and 72 patients with sarcopenia) were included in the final analysis. For RNA sequencing, each patient with the top 10% of hand grip strength (HGS) value was set as the control group, and the bottom 10% was set as the patient group, except for patients with poor tissue quality, the sarcopenia group and the proximal muscle group. Six and five patients were selected as the saponification group, respectively. For qPCR verification, each patient with HGS value in the top 20% and bottom 20% was set as a control group and patient group. Excluding patients with poor tissue quality, 12 patients and 12 patients in the sarcopenia group and the non-sarcopenia group, respectively, were selected. Four patients were selected (Fig. 1).
실험 프로토콜은 경상국립대학교 병원의 IRB(Institutional Review Board)의 승인을 받았다(IRB number: 2019-02-013).The experimental protocol was approved by the Institutional Review Board (IRB) of Gyeongsang National University Hospital (IRB number: 2019-02-013).
2. 근육 샘플 준비2. Preparation of muscle samples
근육 샘플은 수술 개구(surgical opening)에서 얻은 5×5×3 mm 대둔근을 통해 수집하였다. 조직은 Tissue-Tek(Miles, Elkhart, IN, USA)에서 -80℃에 보관하였다.Muscle samples were collected through a 5×5×3 mm gluteus maximus obtained from a surgical opening. Tissues were stored at -80°C at Tissue-Tek (Miles, Elkhart, IN, USA).
3. 골근감소증(osteosarcopenia) 진단3. Diagnosis of osteosarcomenia
체성분은 전신 DXA(DPX-NT; GE Medical Systems Lunar, Madison, WI, USA)로 측정하였다. 팔과 다리를 포함한 신체 부위별로 뼈의 무기질 함량(Bone mineral content), 체지방량(fat mass), 마른 연조직 질량(lean soft tissue mass, 제지방량)을 따로 측정하였다. 팔과 다리의 마른 연조직 질량은 골격근 질량(skeletal muscle mass)과 거의 같았다. 절대 근육량(absolute muscle mass)은 키와 상관 관계가 있으므로 골격근 질량지수(SMI, skeletal muscle mass index)는 다음 공식으로 계산하였다: 제지방량(lean mass)[kg]/신장2[m2], 이는 체질량지수(BMI, body mass index)와 직접적으로 유사하다(BMI: 체중[kg]/신장2 [m2]). 팔 SMI는 “팔 제지방량[kg]/신장2[m2]”으로 정의하였다. 다리 SMI는 “다리 제지방량[kg]/신장2[m2]”으로 정의하였다. 사지 SMI(Appendicular SMI)는 팔 SMI와 다리 SMI의 합으로 정의하였다.Body composition was measured by whole-body DXA (DPX-NT; GE Medical Systems Lunar, Madison, WI, USA). Bone mineral content, fat mass, and lean soft tissue mass (lean mass) were separately measured for each body part including arms and legs. The lean soft tissue mass of the arms and legs was approximately equal to the skeletal muscle mass. Since absolute muscle mass is correlated with height, the skeletal muscle mass index (SMI) was calculated with the following formula: lean mass [kg]/height 2 [m 2 ], which is It is directly similar to body mass index (BMI) (BMI: weight [kg]/height 2 [m 2 ]). Arm SMI was defined as “arm lean mass [kg]/height 2 [m 2 ]”. Leg SMI was defined as “lean mass [kg]/height 2 [m 2 ]”. Limb SMI (Appendicular SMI) was defined as the sum of arm SMI and leg SMI.
근력(muscle strength)은 analogue dynamometer(TK 5001 Grip-A, Takei, Tokyo, Japan)를 이용하여 악력으로 평가하였다. 앉은 자세에서 어깨를 몸통에 붙인 상태에서 팔꿈치를 90°로 굽힌 상태에서 손목은 중립 자세(0°, neutral posture)를 유지하여 최대한 힘을 주는 악력을 측정하였다. 근감소증(sarcopenia)은 Asia Working Group for Sarcopenia(AWGS) 기준인 낮은 근력(low muscle strength, 여성 악력 18kg 미만, 남성 악력 28kg 미만) 및 근육량 감소(low muscle mass, 여성 SMI 5.4kg/m2 미만, 남성 SMI 7.0kg/m2 미만)에 따라 정의하였다.Muscle strength was evaluated by grip strength using an analogue dynamometer (TK 5001 Grip-A, Takei, Tokyo, Japan). In a sitting position, with the shoulder attached to the body, the elbow bent at 90°, and the wrist maintaining a neutral posture (0°), the grip force giving the maximum force was measured. Sarcopenia is defined as low muscle strength (grip strength less than 18 kg for women and less than 28 kg for men) and reduced muscle mass (SMI less than 5.4 kg/m 2 for women) according to the Asia Working Group for Sarcopenia (AWGS) standards. male SMI less than 7.0 kg/m 2 ).
전체 대퇴골(total femur), 대퇴골 경부(femoral neck) 및 요추(lumbar spine, L1-L4) 부위의 골 무기질 함량(BMC, bone mineral content) 및 골 밀도(BMD, bone mineral density)는 이중 에너지 X선 흡수계(DXA, dual-energy X-ray absorptiometry, Lunar Prodigy, GE Healthcare, Madison, WI, USA) 를 사용하여 훈련된 기술자가 측정하였다. 골다공증은 세계 보건 기구(WHO, World Health Organization)의 T-점수 기준을 사용하여 DXA 제조업체(일본)가 공급하는 것으로 진단하였다: 전체 대퇴골, 대퇴골 경부 및 요추 부위의 T-점수에 따라 정상, 골감소증, 골다공증으로 분류하였다. ① 세 부위 중 어느 한 부위의 T-점수 ≥ -1인 경우, 정상, ② -2.5 < 최저 T-점수 < -1인 경우, 골감소증(osteopenia), ③ 최저 T-점수 ≤ -2.5인 경우, 골다공증(osteoporosis).Bone mineral content (BMC) and bone mineral density (BMD) of the total femur, femoral neck, and lumbar spine (L1-L4) were measured using dual energy X-rays. Absorbance was measured by a trained technician using an absorptiometry (DXA, dual-energy X-ray absorptiometry, Lunar Prodigy, GE Healthcare, Madison, WI, USA). Osteoporosis was diagnosed using the T-score criteria of the World Health Organization (WHO) as supplied by the DXA manufacturer (Japan): normal, osteopenic, classified as osteoporosis. ① Normal if T-score ≥ -1 in any one of the three
골다공증은 WHO 진단 분류에 따라 젊고, 건강하고, 성별 및 인종이 일치하는 참조 인구의 최대 골량(peak bone mass)보다 낮은 BMD 2.5 표준 편차(SD)로 정의하였다. BMD(T-점수)와 SMI의 관계는 골근감소증(T-점수 ≤ -2.5 및 낮은 SMI)과 정상(높은 T-점수 및 높은 SMI)의 분류에 사용하였다. 영양 상태는 수술 전에 간이 영양 평가(complete MNA, complete Mini nutritional assessment)로 평가하였다. 스크리닝 부분은 음식 섭취(food intake), 체중 감소(weight loss), 이동성(mobility), 스트레스(stress), 신경 심리학적 문제(neuropsychological problems) 및 체질량 지수(BMI, body mass index)에 대한 질문으로 구성하였다. 평가 부분은 영양 및 건강 상태에 대한 자기 견해, 팔 중간 및 종아리 둘레 측정에 대한 자세한 질문으로 구성하였다. 영양 실조 환자는 MNA 점수가 17점 미만인 것으로 정의하였다.Osteoporosis was defined as a BMD 2.5 standard deviation (SD) lower than the peak bone mass of a young, healthy, gender- and race-matched reference population according to the WHO diagnostic classification. The relationship between BMD (T-score) and SMI was used to classify osteopenia (T-score ≤ -2.5 and low SMI) and normal (high T-score and high SMI). Nutritional status was assessed preoperatively by a complete Mini nutritional assessment (MNA). The screening portion consists of questions about food intake, weight loss, mobility, stress, neuropsychological problems, and body mass index (BMI). did The evaluation part consisted of detailed questions about self-views on nutrition and health status, mid-arm and calf circumference measurements. A malnourished patient was defined as an MNA score of less than 17 points.
4. 실험 방법4. Experimental method
라이브러리는 TruSeq Stranded mRNA Sample Preparation Kit (Illumina, CA, USA)를 사용하여 100 bp paired-end sequencing을 위해 준비하였다. 즉, mRNA 분자는 올리고(dT) 자기 비드를 사용하여 1 μg의 총 RNA로부터 정제 및 단편화하였다. 단편화된 mRNA는 무작위 헥사머 프라이밍(random hexamer priming)을 통해 단일 가닥 cDNA로 합성하였다. 이를 두 번째 가닥 합성을 위한 주형으로 적용하여 이중 가닥 cDNA를 제조하였다. end repair, A-tailing 및 adapter ligation의 순차적인 과정을 거친 후, cDNA 라이브러리를 PCR(Polymerase Chain Reaction)로 증폭하였다. cDNA 라이브러리의 품질은 Agilent 2100 BioAnalyzer(Agilent, CA, USA)로 평가하였다. 라이브러리는 제조업체의 라이브러리 정량화 프로토콜에 따라 KAPA library quantification kit(Kapa Biosystems, MA, USA)를 사용하여 정량화하였다. 변성된 템플릿의 클러스터 증폭 후, Illumina HiSeq platform sequencer(Illumina, CA, USA)를 이용하여 paired-end(2×100bp)로 시퀀싱을 수행하였다.The library was prepared for 100 bp paired-end sequencing using the TruSeq Stranded mRNA Sample Preparation Kit (Illumina, CA, USA). That is, mRNA molecules were purified and fragmented from 1 μg of total RNA using oligo(dT) magnetic beads. Fragmented mRNA was synthesized into single-stranded cDNA through random hexamer priming. This was applied as a template for second-strand synthesis to prepare double-stranded cDNA. After sequential processes of end repair, A-tailing, and adapter ligation, the cDNA library was amplified by PCR (Polymerase Chain Reaction). The quality of the cDNA library was assessed with an Agilent 2100 BioAnalyzer (Agilent, CA, USA). Libraries were quantified using the KAPA library quantification kit (Kapa Biosystems, MA, USA) according to the manufacturer's library quantification protocol. After cluster amplification of the denatured template, sequencing was performed with paired-end (2 × 100 bp) using the Illumina HiSeq platform sequencer (Illumina, CA, USA).
5. 전사체 데이터 분석5. Transcriptome data analysis
낮은 품질의 리드(reads)는 다음 기준에 따라 식별하였다; 누락된 염기가 10% 이상 포함되는 경우, 품질 점수가 20 미만인 염기의 40% 이상이 포함되는 경우, 각 리드의 평균 품질 점수가 20 미만인 경우. 전체 필터링 과정은 기관 내 스크립트(in-house script)를 사용하여 수행하였다. 필터링된 짧은 판독값은 소프트웨어 Kallisto를 사용하여 인간 참조 코딩 시퀀스(CDS), 버전 GRCh38에 매핑하였다. Deseq2를 이용하여 유전자 발현 카운트를 통해 임상 관찰에 의해 신중하게 정의된 근감소증(sarcopenia) 그룹과 비-근감소증(non-sarcopenia) 그룹을 구별하는 차등 발현 유전자(DEG, differentially expressed genes) 세트를 추출하기 위해 하였다. 배수 변화 및 조정된 p-값을 기반으로 후보 유전자들을 선정하였다.Low quality reads were identified according to the following criteria; If more than 10% of the missing bases are included, if more than 40% of the bases with a quality score of less than 20 are included, if the average quality score of each read is less than 20. The entire filtering process was performed using an in-house script. Filtered short reads were mapped to the human reference coding sequence (CDS), version GRCh38 using the software Kallisto. Using Deseq2 to extract a set of differentially expressed genes (DEGs) that differentiate between sarcopenia and non-sarcopenia groups carefully defined by clinical observation through gene expression counts did to do Candidate genes were selected based on fold change and adjusted p-values.
6. 유전자 분류 분석6. Gene classification analysis
DEG 분석에서 후보 유전자의 분류를 위해 공개 데이터베이스를 사용하였다; gene ontology (GO) 및 Kyoto Encyclopedia of Genes and Genomes (KEGG). GO 주석은 Ensembl 데이터베이스에서 다운로드 하였다; Ensembl Genes 100의 Human genes (GRCh38. p13). GO 농축 분석은 fisher's exact test에 의해 구현하였고 결과 p-값은 python module state models의 fdr-bh에 의해 수정하였다.Public databases were used for classification of candidate genes in the DEG analysis; gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). GO annotations were downloaded from the Ensembl database; Human genes from Ensembl Genes 100 (GRCh38. p13). GO enrichment analysis was implemented by Fisher's exact test and the resulting p-value was corrected by fdr-bh of python module state models.
7. 정량적 실시간 RT-PCR(qPCR)7. Quantitative real-time RT-PCR (qPCR)
PCR 증폭을 위한 주형으로 미리 합성된 cDNA 1.3μL를 RNA 시퀀싱에 사용하였다. cDNA는 384-웰 플레이트에서 RUNX1, SLC25A3, BCL3, CHI3L1, MYBPH, ACSL5, NDUFB5, NGFR, PLAG2A, CSPG4, SEMA6B, TEP1, AC068506.1, THBS1, ACAT1, CYC1, TCAP의 HPN에 대한 정방향 및 역방향 프라이머와 혼합하였다(384-웰 플레이트: Power SYBR Green PCR Master Mix (Applied Biosystems, Warrington, UK)를 포함하는 MicroAmp®384-well Reaction Plate with Barcode, Applied Biosystems, Foster City, CA, USA). 각 샘플은 3회 측정하였다. 샘플 사이의 mRNA 수준을 정상화하기 위해 GAPDH를 하우스키핑 유전자로서 실시간 RT-PCR(qPCR)에 의해 증폭하였다. 분석은 ViiA™7 실시간 PCR 시스템(Applied Biosystems, USA)을 사용하여 수행하였다. 실험에 사용된 프라이머의 서열은 표 1과 같다. 실험 후 측정된 사이클 임계 값은 상대정량 2-ΔΔC(T) 방법으로 분석하였다.As a template for PCR amplification, 1.3 μL of pre-synthesized cDNA was used for RNA sequencing. cDNA was prepared with forward and reverse primers for HPN of RUNX1, SLC25A3, BCL3, CHI3L1, MYBPH, ACSL5, NDUFB5, NGFR, PLAG2A, CSPG4, SEMA6B, TEP1, AC068506.1, THBS1, ACAT1, CYC1, TCAP in 384-well plates. (384-well plate: MicroAmp® 384-well Reaction Plate with Barcode with Power SYBR Green PCR Master Mix (Applied Biosystems, Warrington, UK), Applied Biosystems, Foster City, CA, USA). Each sample was measured 3 times. GAPDH was amplified by real-time RT-PCR (qPCR) as a housekeeping gene to normalize mRNA levels between samples. Analysis was performed using the
실험 결과Experiment result
1. 골근감소증(osteosarcopenia) 유무에 따른 매개 변수 비교1. Comparison of parameters with and without osteosarcomenia
연령(P=0.638), 악력(P=0.168), 비타민 D(P=0.635), 부갑상선호르몬(P=0.754), 대퇴경부 골밀도(P=0.626)는 두 군 간에 유의한 차이가 없었다. 환자의 인구 통계 데이터는 표 2에 나와있다.There was no significant difference between the two groups in age (P=0.638), grip strength (P=0.168), vitamin D (P=0.635), parathyroid hormone (P=0.754), and femoral neck BMD (P=0.626). Patient demographic data are shown in Table 2.
2. 골근감소증(osteosarcopenia) 진단 관련 유전자2. Genes related to diagnosis of osteosarcomenia
수집된 샘플은 the Illumina platform을 이용하여 RNAseq을 수행하였다. 근감소증 그룹 및 비-근감소증 그룹으로부터 수득된 총 11개의 샘플을 시퀀싱(표 3 내지 표 5)하였다. 생성된 리드 수와 매핑 속도를 기반으로 다운스트림 분석에 대해 RNAseq 결과가 신뢰할 수 있다고 결정하였다(표 6). 각 샘플 리드의 평균 양은 6.4GB였다. 시퀀스의 97% 이상이 Q30 염기 품질 점수 이상이었다. 염기서열은 Kallisto 소프트웨어를 사용하여 유전자 발현으로 정량화하였다. 15개의 유전자(RUNX 1, NGFR, CH3L1, BCL3, PLA2G2A, MYBPH, TEP1, SEMA6B, CSPG4, ACSL5, SLC25A3, NDUFB5, CYC1, ACAT1 및 TCAP)가 소프트웨어 Deseq2에 의해 통계적 유의하게(조정된 p-값 < 0.01) 두 그룹에서 차등적으로 발현된 유전자(DEG)로 확인되었다(도 2A).The collected samples were subjected to RNAseq using the Illumina platform. A total of 11 samples obtained from sarcopenia and non-sarcopenia groups were sequenced (Tables 3 to 5). Based on the number of reads generated and the mapping rate, we determined that the RNAseq results were reliable for downstream analysis (Table 6). The average amount of each sample read was 6.4 GB. More than 97% of the sequences were above the Q30 base quality score. Sequences were quantified by gene expression using Kallisto software. 15 genes (
(Gb)TotalBases
(Gb)
특히, DEG의 발현 패턴은 세 그룹으로 분류되었다. 그룹 1의 유전자는 근감소증 환자, 특히 처음 두 경우에서 증가된 발현을 보인 반면, 비근감소증 환자는 낮은 발현 수준을 나타냈다. 그룹 2의 유전자는 비근감소증 환자에서 낮은 발현을 나타낸 것에 비해 모든 근감소증 환자에서 높은 발현을 나타냈다. 반면, 그룹 3의 유전자는 비근감소증 환자에서 발현이 증가하였다. 기능 주석(functional annotation)을 위해, DEG는 Kegg Brite 데이터베이스에 의해 분류되었다(도 3A).Specifically, the expression patterns of DEGs were classified into three groups. Genes in
근감소증(sarcopenia) 및 골다공증(osteoporosis)은 근육과 뼈에 지방이 침투하는 것과 같은 병태생리학적 특징을 흔히 나타낸다. 이를 뒷받침하는 일반적으로 대표적인 클래스는 “Exosome” 및 “Enzyme”이고, 두 클래스 모두로 일반적으로 분류되는 유전자는 ACSL(long-chain acyl-CoA synthetase) 및 ACAT(acetyl-CoA C-acetyltransferase)이다. ACSL5는 명백한 상향 조절을 보인 반면 ACAT1은 근감소증 환자에서 하향 조절을 보였다(그림 2B). 특히 ACSL5는 HuRI(Human Reference Interactome) 기반의 상호작용 파트너로서 허브 유전자를 가지고 있다(그림 4). ACSL5의 허브 인터랙터는 ACSL5의 변화(perturbations)와 근감소증 사이의 연결에 대한 통찰력을 제공한다. 상호작용하는 허브 유전자; solute carrier (SLC) families, transmembrane protein 14 B (TMEM14B) 및 aquaporin 6 (AQP6) 은 수송 관련 단백질 활성이 근감소증과 관련될 수 있음을 의미한다. 특히, 또 다른 SLC 계열 SLC25A3은 근감소증 환자에서 유의한 하향 조절을 보였다(그림 2B). 한편, 이전 연구에서는 높은 수준의 지방에 대한 반응으로 근육과 뼈 구조의 변화를 보여주고 세포자살과 자가포식 수준의 증가를 시사한 바 있다. 이 결과와 일치하게, HLA-F 및 HLA-DR3B는 차등 발현을 보였고 Kegg Pathway의 "Phagosome"(ko04145) 경로에 매핑되었다(그림 2B). 또한 DEG; HPN, RUNX1, MRPL45 및 TCAP는 GO term "macroautophagy"(GO:0016,236), "regulation of macroautophagy"(GO:0016,241) 및 "chaperone-mediated autophagy"(GO:0061,684)(표 S3) 에 따라서 근감소증 환자가 다른 자가포식 조절을 가질 수 있음을 시사한다.Sarcopenia and osteoporosis often present pathophysiological features such as infiltration of fat into muscle and bone. Commonly representative classes supporting this are “Exosome” and “Enzyme”, and genes commonly classified into both classes are long-chain acyl-CoA synthetase (ACSL) and acetyl-CoA C-acetyltransferase (ACAT). ACSL5 showed a clear upregulation, whereas ACAT1 showed a downregulation in sarcopenia patients (Fig. 2B). In particular, ACSL5 has a hub gene as a HuRI (Human Reference Interactome)-based interaction partner (Figure 4). The hub interactors of ACSL5 provide insight into the link between ACSL5 perturbations and sarcopenia. interacting hub genes; Solute carrier (SLC) families, transmembrane protein 14 B (TMEM14B) and aquaporin 6 (AQP6) imply transport-related protein activity may be associated with sarcopenia. In particular, another SLC family, SLC25A3, showed significant downregulation in patients with sarcopenia (Fig. 2B). Meanwhile, previous studies have shown changes in muscle and bone structure in response to high levels of fat and suggested increased levels of apoptosis and autophagy. Consistent with this result, HLA-F and HLA-DR3B showed differential expression and were mapped to the “Phagosome” (ko04145) pathway of the Kegg Pathway (Fig. 2B). Also DEG; HPN, RUNX1, MRPL45 and TCAP have the GO terms "macroautophagy" (GO:0016,236), "regulation of macroautophagy" (GO:0016,241) and "chaperone-mediated autophagy" (GO:0061,684) (Table S3 ), suggesting that patients with sarcopenia may have different autophagy regulation.
3. qPCR 검증 결과3. qPCR validation results
qPCR 결과에서, 비-OS 그룹과 OS 그룹 간 BCL3, CHI3L1, MYBPH, ACSL5, NDUFB5, NGFR, PLA2G2A, CSPG4, SEMA6B, TEP1, AC068506.1, THBS1, ACAT1 및 HPN 유전자 발현 수준의 유의한 차이는 관찰되지 않았다(도 5). OS 그룹에서 SLC25A3 및 CYC1 유전자의 발현 수준은 non-OS군보다 유의하게 낮았지만 OS 샘플에서 RUNX1 mRNA 수준의 증가가 관찰되었다(p<0.05).In the qPCR results, significant differences in BCL3, CHI3L1, MYBPH, ACSL5, NDUFB5, NGFR, PLA2G2A, CSPG4, SEMA6B, TEP1, AC068506.1, THBS1, ACAT1 and HPN gene expression levels were observed between the non-OS and OS groups. did not (FIG. 5). Although the expression levels of SLC25A3 and CYC1 genes in the OS group were significantly lower than those in the non-OS group, an increase in the RUNX1 mRNA level was observed in OS samples (p<0.05).
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