WO2005024020A1 - Method of screening carcinogenecity of chemical - Google Patents
Method of screening carcinogenecity of chemical Download PDFInfo
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- WO2005024020A1 WO2005024020A1 PCT/JP2004/013089 JP2004013089W WO2005024020A1 WO 2005024020 A1 WO2005024020 A1 WO 2005024020A1 JP 2004013089 W JP2004013089 W JP 2004013089W WO 2005024020 A1 WO2005024020 A1 WO 2005024020A1
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- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING 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
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6876—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
- C12Q1/6883—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
- C12Q1/6886—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material for cancer
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- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING 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
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/136—Screening for pharmacological compounds
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- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING 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
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/158—Expression markers
Definitions
- the present invention relates to a method for screening carcinogenicity of a chemical substance, and a microarray and a gene set used for a method of screening for carcinogenesis of the chemical substance.
- toxicity tests include mutagenicity tests and carcinogenicity tests.
- an object of the present invention is to provide a method of screening for carcinogenicity of a chemical substance, which can be carried out easily and with good reproducibility in a short time at lower cost. It is another object of the present invention to provide a microarray and a gene set that can be suitably used when screening the carcinogenicity of a chemical substance.
- the present inventors conducted a study to test the carcinogenicity of a chemical substance by focusing on liver cancer that typically occurs first due to the ingested chemical substance. It is expected that several to several hundred genes whose expression levels fluctuate biologically significantly will be involved in the development of liver cancer.
- the present invention provides a carcinogenic screening method for a chemical substance, which detects the expression level of a gene associated with menstrual cancer among the genes included in the mammalian genome.
- the present invention also provides a method for screening for carcinogenicity of a chemical substance, comprising: administering a chemical substance having a known carcinogenicity and a chemical substance having an unknown carcinogenicity to a mammal or causing it to act on a hepatocyte thereof; Screening for the carcinogenicity of the unknown chemical by detecting the expression level of genes related to liver cancer in hepatocytes of mammals in the untreated group and performing clustering analysis based on the detection results
- the present invention provides a method for screening for a carcinogenic substance.
- the present invention provides a method for screening for a carcinogenicity of a chemical substance, wherein the mammal is any one of a human, a mouse, and a rat.
- the present invention provides a method for screening for carcinogenicity of such a chemical substance, wherein the expression level of at least one gene is detected among a total of 240 genes shown in Tables 1, 2, and 3 below.
- the present invention provides a method for screening carcinogenic substances.
- the present invention provides a method for screening for carcinogenicity of such a chemical substance, wherein the expression level of at least 20 of the total 240 genes shown in Tables 1, 2 and 3 is detected.
- the present invention provides a method for screening carcinogenic substances.
- the present invention provides a method for screening for carcinogenicity of such a chemical substance, wherein the expression level of at least 50 kinds of genes out of a total of 240 kinds of genes shown in Tables 1, 2 and 3 above is determined.
- a carcinogenic screening method for a chemical substance to be detected is provided.
- the present invention provides a method of screening for carcinogenicity of such a chemical substance, wherein the expression level of at least one gene is detected among a total of 125 genes shown in Tables 4 and 5 below.
- a method for screening for a carcinogenicity of a chemical substance is provided.
- the present effort provides a method of screening for the carcinogenicity of such chemicals, which detects the expression level of at least 20 of the 125 total genes shown in Tables 4 and 5 above.
- a method of carcinogenic screening of a substance is provided.
- the present invention provides a method for screening for the carcinogenicity of such a chemical substance, which comprises detecting the expression level of at least 50 kinds of genes out of a total of 125 kinds of genes shown in Tables 4 and 5 above.
- a method of carcinogenic screening of a substance is provided.
- the present invention relates to a method for screening for the carcinogenicity of a chemical substance, wherein the carcinogenicity screening method for the chemical substance for detecting the expression levels of all 125 kinds of genes shown in Tables 4 and 5 above is used.
- the carcinogenicity screening method for the chemical substance for detecting the expression levels of all 125 kinds of genes shown in Tables 4 and 5 above is used.
- the present invention provides a microarray equipped with a probe that hybridizes with a nucleotide sequence of mRNA transcribed from a gene associated with liver cancer among genes included in the genome of a mammalian animal, or a complementary sequence of the mRNA. I will provide a.
- the present invention provides the microarray, wherein the mammal is any one of a human, a mouse, and a rat.
- the present invention provides the microarray on which a plurality of types of probes are mounted, wherein each probe has at least one gene among a total of 240 types of genes shown in Tables 1, 2, and 3 above.
- the present invention provides a microarray that hybridizes with the nucleotide sequence of mRNA transcribed from or the complementary sequence of mRNA.
- the present invention relates to the microarray having at least 20 kinds of probes, wherein each probe has at least one of a total of 240 kinds of genes shown in Tables 1, 2 and 3 above.
- the present invention provides a microarray that hybridizes with a nucleotide sequence of mRNA transcribed from two genes or a complementary sequence of the mRNA.
- the present invention relates to the microarray having at least 50 kinds of probes, wherein each probe has at least one of a total of 240 kinds of genes shown in Tables 1, 2, and 3 above.
- the present invention provides a microarray that hybridizes with a nucleotide sequence of mRNA transcribed from two genes or a complementary sequence of the mRNA.
- the present invention relates to the microarray equipped with a plurality of types of probes, wherein each probe is transcribed from at least one gene out of a total of 125 types of genes shown in Tables 4 and 5 above.
- the nucleotide sequence of mRNA, or the complement of mRNA A microarray that hybridizes to the sequence is provided.
- the present invention provides the microarray, wherein at least 20 types of probes are mounted, wherein each probe is transcribed from at least one of a total of 125 types of genes shown in Tables 4 and 5 above. And a microarray that hybridizes with the nucleotide sequence of mRNA or the complementary sequence of the mRNA.
- the present invention provides the microarray, wherein at least 50 types of probes are mounted, wherein each probe is transcribed from at least one gene of a total of 125 types of genes shown in Tables 4 and 5 above. And a microarray that hybridizes with the nucleotide sequence of the mRNA or the complementary sequence of the mRNA.
- the present invention provides the microphone-mouth array on which at least 125 types of probes are mounted, wherein each probe has an mRNA transcribed from at least one of a total of 125 types of genes shown in Tables 4 and 5.
- a microarray that hybridizes with a base sequence or a complementary sequence of the mRNA is provided.
- the present effort provides a gene set consisting of probes mounted on such a microarray.
- the present invention provides a screening method for carcinogenicity of chemical substances, wherein the method for screening for carcinogenicity of chemical substances described above is detected using a method comprising the following steps:
- FIG. 1 is a schematic configuration diagram showing a three-dimensional microarray system used for the method of screening for carcinogenicity of a chemical substance of the present invention.
- FIG. 2 is an enlarged schematic cross-sectional view of a part of the three-dimensional microarray system shown in FIG. '
- FIG. 3 is a schematic diagram showing the result of clustering analysis in the method of screening for carcinogenicity of a chemical substance of the present invention.
- FIG. 4 is a schematic diagram showing the results of clustering analysis in the method for screening carcinogenicity of a chemical substance of the present invention.
- the method for screening carcinogenicity of a chemical substance of the present invention is characterized by detecting the expression level of a gene associated with liver cancer among the genes included in the genome of mammals.
- the liver is the first place where the effects of a chemical typically appear, from the digestive and absorption pathways of the intake of the chemical. That is, if the possibility of the occurrence of liver cancer can be predicted, it becomes an index of the effect of the chemical substance on the living body.
- by detecting the expression level of genes related to liver cancer it is possible to predict the carcinogenicity of a chemical substance in a shorter period of time and at lower cost than in the conventional method of detecting cancer pathologically. be able to.
- a chemical known to be carcinogenic is administered to a mammal or acts on its hepatocytes.
- administer the chemical substance to mammals or cause them to act on hepatocytes This is called processing.
- the method of screening for carcinogenicity of a chemical substance of the present invention can be applied to the purpose of detecting what dose and how much carcinogenicity a given chemical substance has.
- the mammal is preferably a human, a mouse, or a rat.
- construction of a database on genetic information is relatively advanced among mammals.
- the treated animal be in a very early period after weaning, and in the case of a rat, for example, it is desirable that the animal be 6 weeks or older. If the age is more than 6 weeks, adverse effects such as the appearance of various effects other than the chemical substance to be treated may occur.
- a method of administering a chemical substance to a mammal there are, specifically, a method of ingesting the chemical substance in a feed and a method of directly administering the substance to the intraperitoneal cavity.
- a chemical substance is mixed and administered to the feed, it is preferable to mix the chemical substance so that the concentration of the chemical substance is 5% or less in consideration of nutritional viewpoints.
- a method of causing a chemical substance to act on moon cells of the mammal for example, a liver tissue or the like may be isolated and cultured from a living body, and the chemical substance may directly act on the cultured cell tissue.
- carcinogenicity could not be detected until the pathological manifestation of cancer became carcinogenic, which required several months to several years of experimental time. Since the amount of mRNA resulting from the expression of ⁇ is examined, the administration period can be greatly reduced. When mixed with the above-mentioned feed and fed to the test animal, for example, it may be one to two weeks for rats, and when administered directly intraperitoneally, For example, for rats, 1-2 weeks may be sufficient. When a chemical substance is directly applied to cultured hepatocytes, the carcinogenicity can be screened in an extremely short time, such as 24 hours, because of the high sensitivity to the chemical substance.
- the chemical substances whose carcinogenicity is known are classified into substances that induce carcinogenicity and substances that do not induce carcinogenicity.
- Examples of the former are diet hylnitros ami ne (DEN), 2-amino—3,8—d ime t hy li mi dazo [4, 5—f] quinoxaline (Me IQ) ⁇ henobarbita 1 (PB), clofibrate, 2—acetyl am inofluorene ⁇ acryl am ide, actin omy cin D, barbital, benzene, captan, cyclophosph am ide, dicofol, diet hy lstiibestrol, epichloro hy dri n3 ⁇ 4 include throat force s, C as an example of the latter affeicacid, Ca techol, No bi 1 etin, G arcinol, Z er umb one, l - aceto xy
- mRNA is extracted from hepatocytes, for example, by extracting an arbitrary part of the liver from a living body and extracting mRNA using a guanidine thiosinate method or the like.
- the expression level of the target gene is analyzed based on the extracted mRNA.
- the target gene is a gene involved in liver cancer among the genes included in the mammalian genome. Will be described.
- the expression level of at least one gene among a total of 240 genes shown in Tables 6, 7, and 8 below is preferable to detect the expression level of at least one gene among a total of 240 genes shown in Tables 6, 7, and 8 below.
- a total of 240 genes shown in Tables 6, 7, and 8 are genes related to liver cancer among the genes contained in the rat genome, and the expression level fluctuates with the formation of dystrophic cancer. It contains genes and genes involved in drug metabolism.
- the ACC (Accession) Number and the symbol (common name) of each gene are described.
- the sequence of each gene Can be obtained from, for example, http: ⁇ www.ncbi.nlm.nih.gov
- the target gene for detecting the expression level is more preferably at least 20 types, more preferably at least 50 types, among the genes shown in Tables 6, 7 and 8 above.
- the method for screening for carcinogenicity of a chemical substance of the present invention for example, when the expression level of a target gene is detected using a microarray, simultaneous analysis of 20 or more types of genes is performed in consideration of economy and the like. Is preferable.
- the method of screening for carcinogenicity of the chemical substance of the present invention detects the expression level of at least one gene among a total of 125 genes shown in Tables 9 and 10 below. Things.
- the total of 125 types of genes shown in Tables 9 and 10 are the rat gene groups whose expression levels fluctuate specifically in liver cancer among the above-mentioned genes associated with liver cancer. That is, the expression levels of these genes fluctuate in liver cancer cells as compared to normal hepatocytes, and the expression levels fluctuate when a known carcinogen is administered.
- the degree of carcinogenicity of the chemical substance can be predicted more efficiently.
- the target gene for detecting the expression level is more preferably 20 or more, and more preferably 50 or more, out of a total of 125 types of genes shown in Tables 9 and 10 above. Furthermore, it is most preferable to detect the expression level of each of the 125 genes, since the clustering analysis described later can be performed more reliably.
- the expression level of other genes related to the above-mentioned liver cancer may be detected.
- the present invention is not limited to this.
- the target gene related to the present invention can be applied not only to the gene related to liver cancer but also to the gene related to liver cancer among other mammalian animal genomes.
- humans and mice which have relatively advanced accumulation of genetic data among mammals, are more suitable than rats.
- a two-dimensional microarray in which probes are immobilized on a slide glass may be used, but a three-dimensional microarray is preferably used.
- the three-dimensional microarray is configured by two-dimensionally arranging a plurality of smiley liquid storage units capable of storing a three-dimensional liquid.
- more preferable conditions for analyzing the expression level of the target gene using the three-dimensional microarray will be described. .
- the nucleic acid means any of DNA, RNA, and DNA or RNA containing artificial nucleotides. From the viewpoint of stability and the like, cDNA is preferred.
- the labeling method it is possible to use an RI label, a fluorescent dye label, a label with fluorescent semiconductor particles or metal colloid particles, a biotin label, or the like. Fluorescent labels are preferred because they are the most common, convenient, and safe. Examples of fluorescent substances include Cy3-dUTP, Cy5-dUTP, Fluorescein-12-dUTP, and Fluorescein-12-UTP. These nucleic acids are involved in reverse transcription from mRNA to cDNA. As a result, a fluorescently labeled nucleic acid can be obtained.
- a step of contacting the labeled nucleic acid with the probe (2)
- a cDNA or an oligonucleotide as the probe, since it enables detection specific to a base sequence.
- the oligo DNA probe is referred to as a probe.
- the probe preferably has a base length of 20 to 7 Omer, and more preferably 40 to 60 Mer. When the base length is less than 20 mer, non-specific hybrid formation tends to increase, and when it exceeds 7 Omer, it is not preferable in terms of time and cost required for probe synthesis.
- the three-dimensional microarray is made of a material having less autofluorescence.
- a material suitable for the liquid storage portion is aluminum oxide.
- the liquid storage unit is a minimum unit for immobilizing a probe on a solid phase, and is also called a probe spot.
- the three-dimensional microarray can immobilize a larger amount of probes than the two-dimensional microarray described above.
- conventional two-dimensional microarrays Because it is difficult to immobilize lobes quantitatively, the amount of immobilization of each probe often fluctuated.
- the three-dimensional microarray is suitable for quantitative experiments such as analysis of the expression level, because it can quantitatively immobilize probes.
- a liquid sample is prepared by dissolving the above-described cDNA prepared in the form of mRNA in type III in, for example, sterile distilled water.
- a salt or the like can be appropriately added for the purpose of facilitating hybridization with the probe.
- the liquid sample is caused to flow inside and outside the three-dimensional microarray to form a hybrid between the target and the probe.
- the target is a nucleic acid contained in a liquid sample
- the hybrid is a double strand formed by a nucleic acid having a complementary base sequence.
- the SSPE solution When forming a hybrid between the target and the probe, it is preferable to carry out, for example, in an SSPE solution having a salt concentration of 0.1 to 6 times. That is, the SSPE solution is added to the liquid sample so that the salt concentration falls within the above range, and the hybridization reaction is performed.
- the SSPE solution can be prepared, for example, by diluting an SSPE solution (20-fold).
- the composition of the SSPE solution (20-fold) is 3.0M sodium chloride, 0.2M sodium phosphate, 0.02M EDTA, pH 7.4.
- the salt concentration of the S SPE solution indicates the degree of dilution.
- the S SPE solution having a salt concentration of 6 times is obtained by diluting the S SPE solution (20 times) to 6/20 times.
- a higher salt concentration contributes to an increase in signal intensity due to easy formation of a hybrid, but when the salt concentration exceeds 6 times, the rate of increase tends to decrease.
- the salt concentration is low, the specificity of the formation of the hybrid increases, but when the salt concentration is less than 0.1 times, the reaction time needs to be lengthened.
- the liquid sample When the liquid sample is brought into contact with the probe, the liquid sample is intermittently It is preferable to make it flow 0 times. If the number is less than 30, the frequency of contact between the labeled nucleic acid molecule and the probe molecule is insufficient, and the hybrid formation reaction is often not performed sufficiently. On the other hand, if the reaction time exceeds 200 times, the efficiency of hybrid formation tends to decrease, although the reaction time becomes longer.
- the liquid sample before contacting the liquid sample with the probe, heat the liquid sample in advance at 60 to 100 ° C for 1 to 10 minutes, more preferably at 70 to 95 ° C for 2 to 5 minutes. Is preferred. Further, it is more preferable to perform rapid cooling after heating the liquid sample. By heating the liquid sample, the entanglement (intramolecular bond and / or intermolecular bond) of the target molecule contained therein is released, and the entanglement is prevented from being regenerated by rapid cooling. 'By using the liquid sample containing the target thus pretreated for hybridization, the formation of nonspecific hybrids is suppressed.
- a preferable condition for forming the hybrid is preferably a predetermined temperature range, and the temperature condition will be described in detail later.
- washing is performed by flowing a 33 3 solution of 1 to 6 times the salt concentration inside and outside the microarray. This is intended to dissociate non-specific hybrids, but if the salt concentration of the SSPE solution is less than 0.1 fold, it may also dissociate specific hybridization, and if it exceeds 6 fold, The possibility of forming a nonspecific hybrid between the unreacted labeled nucleic acid contained in the liquid sample and the probe is increased.
- the non-specific hybrid and unreacted liquid sample are removed by flowing the SSPE solution with 0.1 to 6 times the salt concentration inside and outside the microarray, and more accurate measurement is performed. It is desirable because it can do. .
- the temperature condition for detecting the hybridization reaction and the signal intensity is preferably 30 ° C. to 70 ° C., and more preferably 37 ° C. to 60 ° C. From a hybrid formation reaction point of view, if the reaction temperature is below 30 ° C, non-specific Hybridization tends to increase. In addition, it is preferable to set the reaction temperature to a high value because the specificity of the hybridization reaction is increased.However, if the reaction temperature is too high, the time required for hybridization is increased, or a specific hybrid formation is performed. There is a possibility that it will be hindered.
- the term 'signal' refers to fluorescence, radioactivity, chemiluminescence, etc., emitted from a label attached to a nucleic acid molecule hybridized to a probe molecule, or scattered light when a dielectric particle is used as a label. Yes, of these, fluorescence is preferred because of its cost and ease of handling.
- the signal can be measured quantitatively.
- clustering analysis is performed based on the detection result of the expression level of the target gene.
- Steen Knudsen's “A Biologist's Guide to Analysis of DNA Microarray Data” (translated by Satoshi Shiojima, Osamu Matsumoto, Gozo Tsujimoto, "Understanding! Useful! Introduction to DNA Microarray Data Analysis")
- the analysis can be carried out by the method described in Yodosha, 2002, for example, using analysis software such as Gene Spring manufactured by Silicon Genetics.
- the clustering analysis method includes a clustering process and a process of displaying the results of clustering. If the clustering can be performed to the extent required by the former process, the process moves to the latter process. On the other hand, if the clustering cannot be performed to the required degree in one clustering, the same clustering process is repeated again to perform clustering.
- a hierarchical clustering method and a non-hierarchical clustering method can be used.
- Hierarchical clustering is a method of calculating the distance between genes to be analyzed and systematically grouping them hierarchically.
- N genes are required.
- Each gene is plotted as a single point in the N-dimensional long space, and the distance between the two genes is calculated as the Euclidean distance between each data (the distance in each dimension is 2). Square root of the sum of the powers).
- the distance between genes is calculated by creating a distance matrix for all genes. Then, it is determined that it is rational to group the genes closest to each other in the space, and a cluster consisting of a combination of genes is formed. By expanding the distance range, when the distance between the already formed cluster and a certain gene falls within the range, the “certain gene” is added to the cluster.
- Hierarchical clustering is effective when the number of genes is not large, but its effectiveness can be increased by excluding genes that show no significant difference from the analysis.
- the other non-hierarchical clustering method is suitable when the number of target genes is very large, for example, when the heredity index exceeds several thousand.
- This method attempts to divide the gene population into several clusters. Specifically, the analyst determines the number of divisions m. The computer randomly assigns all genes to each cluster. Calculate the distance between each assigned gene and the center of each cluster (centroid). If a gene is closer to the center of another cluster than the center of the currently assigned cluster, the other cluster One ⁇ -change the assignment. After all genes have been assigned to the closest cluster, recalculate the centroid for each cluster. By repeating these operations several times, the centroid of the cluster does not fluctuate and the algorithm stops.
- the analyst determines the number of classifications k, and then determines k appropriate points (classification centers) in the attribute space. Each gene is assigned to the closest classification center, and tentatively forms k clusters. Next, the center of gravity of each cluster is obtained, and this is updated to a new classification center. Find the difference between the classification center before updating and the classification center after updating. If the deviation is sufficiently small, terminate the operation. If the deviation is not sufficient, assign all the genes to the nearest classification center using the updated classification center.
- the self-organizing map is different from the K-means clustering method in that centroids move in a two-dimensional grid rather than freely moving in a multidimensional space.
- the algorithm organizes itself to best fit the data within this grid.
- the distance between each gene is measured in the above method, but the distance can be measured using the leaked distance or other distance coefficients (cosine coefficient, Pearson coefficient), and if necessary, Perform standardization.
- the result of the clustering is displayed, for example, in a linear diagram.
- the change in gene expression for each individual due to the chemical substance treatment is patterned for each chemical substance treatment group for each of the target genes described above, and finally, the chemical Systematic classification of substances is possible.
- the phylogenetic classification of the chemical substances obtained in this way is such that strong and weak carcinogenic substances are at both ends, and other chemical substances are arranged according to the carcinogenic strength. .
- a chemical substance of unknown carcinogenicity is administered to a mammal or caused to act on hepatocytes, and the expression level of the above-described target gene in hepatocytes is detected.
- This detection result is combined with the detection result of the expression level of the same gene for a chemical substance whose carcinogenicity is known.
- the microarray equipped with a probe that hybridizes with the nucleotide sequence of mRNA or a complementary sequence of mRNA, which is transcribed from a gene associated with liver cancer, among the genes included in the mammalian genome has been described in detail.
- the gene set of the present invention comprises a probe that hybridizes with the nucleotide sequence of mRN'A transcribed from a gene associated with liver cancer, or a complementary sequence of the mRNA, and comprises a carcinogenic screening agent of the chemical substance of the present invention.
- the expression level of the target gene may be detected using a method other than the microarray.
- the probe used in the microarray of the present invention is a probe consisting of at least two DNAs selected from DNAs of SEQ ID NOS: 1 to 126 or DNAs complementary to any of the DNAs even when separated from the microarray. It can be effectively used as a set of DNAs, and furthermore, the length of the DNAs can be appropriately set to l to 10 mer, ll to 20 mer, 21 to 30 mer, 31 to 40 mer, 41 to By adjusting to 50mer and 51-60mer, it can be used for various purposes.
- a two-dimensional substrate such as a silicon wafer or glass, a microtiter plate, various glass beads and resin beads, various porous substrates, and various gels can be applied.
- the concentration of each chemical substance was adjusted in consideration of the toxicity of each chemical substance, such as the LD 50 (half lethal dose).
- a solution of this FITC-labeled cDNA in 6 ⁇ S SPE 50 i1 was used as a sample solution (liquid sample).
- the following three-dimensional microarray system (manufactured by Olympus Corporation) was used for the sample solution to detect the gene expression level.
- Figure 1 shows a schematic diagram of a three-dimensional microarray system (Olympus Co., Ltd.).
- FIG. 1 shows a schematic diagram of a three-dimensional microarray system (Olympus Co., Ltd.).
- the three-dimensional microarray system shown in FIG. 1 includes a reaction vessel 2 containing a three-dimensional DNA microarray, a microscope 3 for observing a hybridization reaction in the reaction vessel 2, and a support for the reaction vessel 2. And a CCD (charge coupled device) power camera 5 for capturing a fluorescent image of the three-dimensional DNA microarray observed by the microscope 3.
- the stage 4 is connected to a motor 6 for changing the field of view observed by the microscope 3, and the motor 6 is connected to a stage controller 7 for controlling the motor.
- the reaction vessel 2 is connected to a pump and a pump driver 8 for stirring the nucleic acid sample solution and flowing it into and out of the three-dimensional microarray, and to a heater and a temperature controller 9 for adjusting the temperature of the DNA microarray.
- the microarray system further includes the microscope 3, the CCD camera 5, the stage controller 7, the temperature controller 9, the computer 10 for controlling all the pump drivers 8, the monitor 11, and the input unit 12.
- FIG. 2 is an enlarged view showing a schematic configuration of a pump for stirring and flowing the three-dimensional DNA microarray and the nucleic acid sample solution contained in the reaction container 2.
- the substrate 24 of the DNA microarray has a porous three-dimensional structure.
- a syringe biston pump 22 is connected to the reaction vessel 2 through a tube 21 containing the pressure transfer catalyst. When the syringe / viston pump 22 is moved up and down after the sample solution 23 is placed in the reaction vessel 2, the sample solution 23 moves up and down the substrate 24 and agitation occurs, and the efficiency of the hybridization reaction dramatically increases, It can react quickly.
- 125 oligo DNA probes of 6 Omer were designed. In addition to the probes corresponding to these 125 types of genes, GAPDH as an internal control gene (IC) and an oligonucleotide probe corresponding to lamb da DNA as a negative control gene (6 Omer each) ) It was used. Each of these 127 types of oligo DNA probes Each solid was immobilized on the three-dimensional microarray described above. The nucleotide sequences of these 127 oligo DNA probes are shown in the sequence listing. The sequence of the probe corresponding to GAPDH is shown in SEQ ID NO: 126, and the sequence of the probe corresponding to lamb da DNA is shown in SEQ ID NO: 127.
- the three-dimensional microarray on which the oligo DNA probe is immobilized is accommodated in the reaction vessel 2 shown in FIG. 1, and the above-described sample solution 23 is placed in the reaction vessel 2 of the three-dimensional microarray, and a syringe piston pump 22 is provided.
- the liquid was driven 150 times by using to perform hybridization.
- the reaction temperature at this time was set to 50 by the heater and the temperature controller 9.
- washing was performed by driving the liquid once each using the syringe piston pump 22 while updating 50 ⁇ l of the 6 XS SPE solution three times.
- a fluorescence image was obtained using a CCD camera 5 mounted on a fluorescence microscope 3 and a WIBA filter one-stroke set (Olympus Optical Industrial Co., Ltd.).
- the signal intensities of the individual probe spots obtained after hybridization 3 were numerically plotted by a computer 10, and GAPDH. (IC) was used as a correction spot to determine the expression level ratio with the group without chemical substance administration. Replaced. This numerical value was subjected to a hierarchical clustering analysis using GeneSpring from SiciconGenecs. The results are shown in Figure 3.
- the genealogy shown at the top shows the genes subjected to the clustering analysis described above, classified according to the similarity of the change in expression.
- the gene expression ratio of each chemical substance administration group was patterned (omitted in FIG. 3), and based on that pattern, the above was described!
- the system diagram on the left classifies 0 chemical substances. Specifically, it was found that the ACA side was a chemical substance having less carcinogenicity and the Pheno ob arbita1 side was a chemical substance having more carcinogenicity, with ACA and Phenobartarbital as both ends.
- Example 2 Example 2
- Example 2 As in Example 1, 0.05 wt% A uraptene was mixed with the feed and 3 F 3 Forty-four rats were administered for 2 weeks, and the expression level of the target gene in the liver was analyzed using a three-dimensional microarray. Based on the expression level of this gene, clustering analysis was performed together with the expression level of the same gene in a group administered with a chemical substance having a known carcinogenicity using Gene Spring of Silicon Genetics. Figure 4 shows the results.
- the carcinogenicity is determined by performing a clustering analysis on the basis of the results of detection of the expression levels of the genes by a chemical substance of unknown carcinogenicity and a chemical substance of known carcinogenicity. It becomes possible to know how much the unknown chemical substance has carcinogenicity as compared with the chemical substance whose carcinogenicity is known.
- the microarray of the present invention has a probe mounted with a probe that hybridizes with a nucleotide sequence of mRNA transcribed from a gene associated with liver cancer or a complementary sequence of the mRNA, among the genes included in the mammalian genome. Therefore, it can be suitably used for carcinogenicity screening of chemical substances. At this time, if a three-dimensional microarray is used, reproducibility of gene expression level analysis is good and efficient.
- the gene set comprising the above-mentioned probe can be used to apply to the carcinogenic screening of chemical substances by various methods other than the microarray.
- the method of screening for carcinogenicity of a chemical substance of the present invention provides a method of screening a chemical substance of unknown carcinogenicity, as compared with a chemical substance of known carcinogenicity. Can be evaluated. Further, the microarray and the gene set of the present invention can be suitably used for screening the carcinogenicity of a chemical substance.
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Abstract
Description
明細書 化学物質の発癌性スクリーニング方法 技術分野 本発明は、 化学物質の発癌性スクリーニング方法及ぴ該化学物質の発癌4スク リ一二ング方法に使用するマイクロアレイ及ぴ遺伝子セットに関する。 TECHNICAL FIELD The present invention relates to a method for screening carcinogenicity of a chemical substance, and a microarray and a gene set used for a method of screening for carcinogenesis of the chemical substance.
' 背景技術 '' Background technology
新規に合成された種々の化学物質の安全性を評価するために、 様々な毒性試験 に関するガイドラインが整備され、施行されている。毒性試験の主たる例として、 変異原性試験、 発癌性試験等が挙げられる。 To evaluate the safety of various newly synthesized chemicals, guidelines for various toxicity tests have been developed and implemented. Major examples of toxicity tests include mutagenicity tests and carcinogenicity tests.
毒性試験のうち、 化学物質の発癌性を実験的に予測することは、 該化学物質が 人体に及ぼす影響を考える上で極めて重要な課題である。 化学物質の発癌性を調 ベる有力な試験法としては、 例えば、 ラット等の実験動物を用いた発癌性試験が ある。 これは、 ラット等の実験動物に化学物質を数ケ月〜数年間投与し、 化学物 質を投与された実験動物における癌発生を検知することにより、 投与した化学物 質の発癌^ ·生を判断する方法である (例えば、 下記文献参照)。 Experimentally predicting the carcinogenicity of a chemical in a toxicity test is an extremely important issue in considering the effect of the chemical on the human body. As a powerful test method for examining the carcinogenicity of a chemical substance, for example, there is a carcinogenicity test using experimental animals such as rats. This is because a chemical substance is administered to experimental animals such as rats for several months to several years, and carcinogenesis of the administered chemical substance is determined by detecting the occurrence of cancer in the experimental animal to which the chemical substance is administered. (For example, see the following document).
伊藤他、 「毒性試験講座 1 3 発がん性」 地人書館、平成 3年 6月、 p . 1—2 1 0。 Ito et al., “Toxicity Test Course 13 Carcinogenicity” Jinjinshokan, June 1991, p. 1-210.
発明の開示 Disclosure of the invention
しかしながら、 従来の実験動物に化学物質を投与して該ィヒ学物質の発癌性を調 ベる方法においては、数ケ月〜数年という非常に長い時間と、多大な実験コスト、 さらには、 病理学者の熟練したスキルが必要である。 However, in the conventional method of administering a chemical substance to an experimental animal to examine the carcinogenicity of the histological substance, a very long time of several months to several years, a large amount of experimental cost, Skilled scholars are required.
したがって、 本発明は、 より低コストで短時間に、 簡便かつ再現性よく行うこ とができる化学物質の発癌性スクリ一二ング方法を提供することを目的とする。 また、 化学物質の発癌性をスクリーニングする際に好適に用いることができるマ イクロアレイ及び遺伝子セットを提供することも目的とする。 力かる課題を解決するため、 本発明者らは、 化学物質の発癌性を試験するため に、 摂取された化学物質によって典型的に最初に発生する肝癌に着目して研究を 行った。 肝癌の発生に関わり、 力つ生物学的に有意に発現レベルが変動する遺伝 子群は数個〜数百個からなると予想される。 Therefore, an object of the present invention is to provide a method of screening for carcinogenicity of a chemical substance, which can be carried out easily and with good reproducibility in a short time at lower cost. It is another object of the present invention to provide a microarray and a gene set that can be suitably used when screening the carcinogenicity of a chemical substance. In order to solve a powerful problem, the present inventors conducted a study to test the carcinogenicity of a chemical substance by focusing on liver cancer that typically occurs first due to the ingested chemical substance. It is expected that several to several hundred genes whose expression levels fluctuate biologically significantly will be involved in the development of liver cancer.
すなわち、 本発明は、 哺乳類動物ゲノムに包含される遺伝子のうち、 月干癌に関 連する遺伝子の発現量を検出する化学物質の発癌性スクリ一二ング方法を提供す る。 That is, the present invention provides a carcinogenic screening method for a chemical substance, which detects the expression level of a gene associated with menstrual cancer among the genes included in the mammalian genome.
また、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 発癌 性が既知の化学物質及び発癌性が未知の化学物質を哺乳類動物に投与、 又はその 肝細胞に作用させ、 化学物質処理群及び非処理群の哺乳類動物の肝細胞における 肝癌に関連する遺伝子の発現量を検出し、 検出結果を基にクラスタリング解析す ることにより、 前記発癌性が未知の化学物質の発癌性をスクリ一二ングする化学 物質の発癌性スクリ一二ング方法を提供する。 The present invention also provides a method for screening for carcinogenicity of a chemical substance, comprising: administering a chemical substance having a known carcinogenicity and a chemical substance having an unknown carcinogenicity to a mammal or causing it to act on a hepatocyte thereof; Screening for the carcinogenicity of the unknown chemical by detecting the expression level of genes related to liver cancer in hepatocytes of mammals in the untreated group and performing clustering analysis based on the detection results The present invention provides a method for screening for a carcinogenic substance.
さらに、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 前 記哺乳類動物がヒト、 マウス、 ラットのいずれかである化学物質の発癌性スクリ 一ユング方法を提供する。 Further, the present invention provides a method for screening for a carcinogenicity of a chemical substance, wherein the mammal is any one of a human, a mouse, and a rat.
さらに、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 下 記の表 1、 表 2及び表 3に示す合計 2 4 0種類の遺伝子のうち、 少なくとも 1種 類の遺伝子の発現量を検出する化学物質の発癌性スクリ一ユング方法を提供する。 Furthermore, the present invention provides a method for screening for carcinogenicity of such a chemical substance, wherein the expression level of at least one gene is detected among a total of 240 genes shown in Tables 1, 2, and 3 below. The present invention provides a method for screening carcinogenic substances.
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80£請 OO dfAI W 0Z0簡 SOOZ OAV さらに、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 上 記の表 1、 表 2及び表 3に示す合計 2 4 0種類の遺伝子のうち、 少なくとも 2 0 種類の遺伝子の発現量を検出する化学物質の発癌性スクリ一ユング方法を提供す る。 80 £ contract OO dfAI W 0Z0 simple SOOZ OAV Furthermore, the present invention provides a method for screening for carcinogenicity of such a chemical substance, wherein the expression level of at least 20 of the total 240 genes shown in Tables 1, 2 and 3 is detected. The present invention provides a method for screening carcinogenic substances.
さらに、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 上 記の表 1、 表 2及ぴ表 3に示す合計 2 4 0種類の遺伝子のうち、 少なくとも 5 0 種類の遺伝子の発現量を検出する化学物質の発癌性スクリ一ユング方法を提供す る。 Further, the present invention provides a method for screening for carcinogenicity of such a chemical substance, wherein the expression level of at least 50 kinds of genes out of a total of 240 kinds of genes shown in Tables 1, 2 and 3 above is determined. Provided is a carcinogenic screening method for a chemical substance to be detected.
さらに、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 下 記の表 4及ぴ表 5に示す合計 1 2 5種類の遺伝子のうち、 少なくとも 1種類の遺 伝子の発現量を検出する化学物質の発癌性スクリーニング方法を提供する。 Furthermore, the present invention provides a method of screening for carcinogenicity of such a chemical substance, wherein the expression level of at least one gene is detected among a total of 125 genes shown in Tables 4 and 5 below. A method for screening for a carcinogenicity of a chemical substance is provided.
表 4 Table 4
ACC# Gene No. ACCt GeneACC # Gene No. ACCt Gene
NM— 012488 A2m 41 N _1 5878 Fapb5 画 52 o;2u-globulin 一 030832 Fabp7NM— 012488 A2m 41 N_1 5878 Fapb5 Drawing 52 o; 2u-globulin 1 030832 Fabp7
NM一 031760 Abcbl 1 X05834 FBNNM 1 031760 Abcbl 1 X05834 FBN
NM— 012891 Acadvl N J12559 FggNM— 012891 Acadvl N J12559 Fgg
NM_134432 Agt AF01 828 FigfNM_134432 Agt AF01 828 Figf
N .012898 Ahsg NM一 012792 FmolN .012898 Ahsg NM-012792 Fmol
NM— 031010 Alox12 NM— 024127 Gadd45a 一 012738 Apoal NM— 017251 Gjb1NM— 031010 Alox12 NM— 024127 Gadd45a one 012738 Apoal NM— 017251 Gjb1
NM_0131 12 Apoa2 NM_019630 GludinsNM_0131 12 Apoa2 NM_019630 Gludins
N J12737 Apoa4 NM一 012571 Go"N J12737 Apoa4 NM-012571 Go "
NM_012501 . Apoc3 51 NM— 013177 6ot2NM_012501. Apoc3 51 NM— 013177 6ot2
NM J 38828 Apoe NM_030826 Gpx1NM J 38828 Apoe NM_030826 Gpx1
NM一 017134 Arg1 N _017013 Gsta2NM-1 017134 Arg1 N _017013 Gsta2
M36708 Ass NM— 177426 Gstm2M36708 Ass NM— 177426 Gstm2
NM— 030850 Bhmt NM J 38974 Gstp2NM—030850 Bhmt NM J 38974 Gstp2
NM.022399 Calr NM一 053448 Hdac3NM.022399 Calr NM 053448 Hdac3
NM— 012727 Camk4 N _022179 Hk3NM— 012727 Camk4 N _022179 Hk3
NM一 012520 Cat M33648 H G-CoANM-1 012520 Cat M33648 H G-CoA
NM_053021 Clu N _013134 HmgcrNM_053021 Clu N _013134 Hmgcr
NM一 017202 Cox4a NM— 017080 Hsd1 1 b1NM-1 017202 Cox4a NM— 017080 Hsd1 1 b1
NM— 053586 Cox5b 61 NM_024392 Hsd17b4NM— 053586 Cox5b 61 NM_024392 Hsd17b4
NM_019360 Cox6c S45392 HSP90-betaNM_019360 Cox6c S45392 HSP90-beta
NM_017096 Crp NM一 013060 Id2NM_017096 Crp NM 1 013060 Id2
U22893 Csda MM— 013144 IgfbplU22893 Csda MM— 013144 Igfbpl
N _031315 Cte1 S58528 INTAN _031315 Cte1 S58528 INTA
NM_013156 Ctsl NM— 031768 ItgaeNM_013156 Ctsl NM— 031768 Itgae
NM— 012839 Cycs NM_019369 Itih4NM— 012839 Cycs NM_019369 Itih4
Μ1Ϊ251 Cyp2b1 N _017138 LamrlΜ1Ϊ251 Cyp2b1 N _017138 Lamrl
NM— 01画 Cyp2c1 1 N _022196 LifNM—01 strokes Cyp2c1 1 N _022196 Lif
N _031839 Cyp2c23 N _013136 akN _031839 Cyp2c23 N _013136 ak
K03501 Cyp2c9 71 N _031643 Map2kl 画 161 Cyp3a1 NM J 33283 Map2k2K03501 Cyp2c9 71 N _031643 Map2kl image 161 Cyp3a1 NM J 33283 Map2k2
MM一 012942 Cyp7a1 N _017246 ap2k5MM-1 012942 Cyp7a1 N _017246 ap2k5
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NM— 053849 Erp70 NM一 022673 Mecp2NM— 053849 Erp70 NM-1 022673 Mecp2
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8UGQ #οον •ON 9U89 #D0V •O s挲 ClO/t^OOZdf/X3<I 0Z0丽 OAV さらに、 本努明は、 かかる化学物質の発癌性スクリーニング方法において、 上 記の表 4及び表 5に示す合計 1 2 5種類の遺伝子のうち、 少なくとも 2 0種類の 遺伝子の発現量を検出する化学物質の発癌性スクリ一二ング方法を提供する。 さらに、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 上 記の表 4及ぴ表 5に示す合計 1 2 5種類の遺伝子のうち、 少なくとも 5 0種類の 遺伝子の発現量を検出する化学物質の発癌性スクリ一二ング方法を提供する。 さらに、 本発明は、 かかる化学物質の発癌性スクリーニング方法において、 上 記の表 4及び表 5に示す合計 1 2 5種類の遺伝子すベての発現量を検出する化学 物質の発癌性スクリ一-ング方法を提供する。 8UGQ # οον • ON 9U89 # D0V • O s 挲 ClO / t ^ OOZdf / X3 <I 0Z0 丽 OAV Furthermore, the present effort provides a method of screening for the carcinogenicity of such chemicals, which detects the expression level of at least 20 of the 125 total genes shown in Tables 4 and 5 above. A method of carcinogenic screening of a substance is provided. Further, the present invention provides a method for screening for the carcinogenicity of such a chemical substance, which comprises detecting the expression level of at least 50 kinds of genes out of a total of 125 kinds of genes shown in Tables 4 and 5 above. A method of carcinogenic screening of a substance is provided. Further, the present invention relates to a method for screening for the carcinogenicity of a chemical substance, wherein the carcinogenicity screening method for the chemical substance for detecting the expression levels of all 125 kinds of genes shown in Tables 4 and 5 above is used. Provide a method of
さらに、 本発明は、 晡乳類動物ゲノムに包含される遺伝子のうち、 肝癌に関連 する遺伝子から転写される mR N Aの塩基配列、 又は前記 m R N Aの相補配列と ハイブリダイズするプローブを搭載したマイクロアレイを提供する。 Furthermore, the present invention provides a microarray equipped with a probe that hybridizes with a nucleotide sequence of mRNA transcribed from a gene associated with liver cancer among genes included in the genome of a mammalian animal, or a complementary sequence of the mRNA. I will provide a.
さらに、 本発明は、 前記哺乳類動物がヒ ト、 マウス、 ラットのいずれかである 前記マイクロアレイを提供する。 Further, the present invention provides the microarray, wherein the mammal is any one of a human, a mouse, and a rat.
さらに、本発明は、複数種のプローブを搭載した前記マイクロアレイであって、 各プローブが上記の表 1、 表 2及ぴ表 3に示す合計 2 4 0種類の遺伝子のうち少 なくとも 1つの遺伝子から転写される mR NAの塩基配列、 又は前記 mR NAの 相補配列とハイブリダィズするマイクロアレイを提供する。 Further, the present invention provides the microarray on which a plurality of types of probes are mounted, wherein each probe has at least one gene among a total of 240 types of genes shown in Tables 1, 2, and 3 above. The present invention provides a microarray that hybridizes with the nucleotide sequence of mRNA transcribed from or the complementary sequence of mRNA.
さらに、 本発明は、 少なくとも 2 0種類のプローブを搭載した前記マイクロア レイであって、 各プローブが上記の表 1、 表 2及び表 3に示す合計 2 4 0種類の 遺伝子のうちの少なくとも 1つの遺伝子から転写される mR NAの塩基配列、 又 は前記 mR N Aの相補配列とハイブリダイズするマイクロアレイを提供する。 さらに、 本発明は、 少なくとも 5 0種類のプローブを搭載した前記マイクロア レイであって、 各プローブが上記の表 1、 表 2及び表 3に示す合計 2 4 0種類の 遺伝子のうちの少なくとも 1つの遺伝子から転写される mR N Aの塩基配列、 又 は前記 m R NAの相補配列とハイブリダィズするマイクロアレイを提供する。 さらに、本発明は、複数種のプローブを搭載した前記マイクロアレイであって、 各プローブが上記の表 4及び表 5に示す合計 1 2 5種類の遺伝子のうちの少なく とも 1つの遺伝子から転写される mR NAの塩基配列、 又は前記 mR NAの相補 配列とハイブリダイズするマイクロアレイを提供する。 Further, the present invention relates to the microarray having at least 20 kinds of probes, wherein each probe has at least one of a total of 240 kinds of genes shown in Tables 1, 2 and 3 above. The present invention provides a microarray that hybridizes with a nucleotide sequence of mRNA transcribed from two genes or a complementary sequence of the mRNA. Furthermore, the present invention relates to the microarray having at least 50 kinds of probes, wherein each probe has at least one of a total of 240 kinds of genes shown in Tables 1, 2, and 3 above. The present invention provides a microarray that hybridizes with a nucleotide sequence of mRNA transcribed from two genes or a complementary sequence of the mRNA. Furthermore, the present invention relates to the microarray equipped with a plurality of types of probes, wherein each probe is transcribed from at least one gene out of a total of 125 types of genes shown in Tables 4 and 5 above. The nucleotide sequence of mRNA, or the complement of mRNA A microarray that hybridizes to the sequence is provided.
さらに、 本発明は、 少なくとも 20種類のプローブを搭載した前記マイクロア レイであって、 各プローブが上記の表 4及ぴ表 5に示す合計 125種類の遺伝子 のうちの少なくとも 1つの遺伝子から転写される mRN Aの塩基配列、 又は前記 m R N Aの相補配列とハイブリダィズするマイクロアレイを提供する。 Furthermore, the present invention provides the microarray, wherein at least 20 types of probes are mounted, wherein each probe is transcribed from at least one of a total of 125 types of genes shown in Tables 4 and 5 above. And a microarray that hybridizes with the nucleotide sequence of mRNA or the complementary sequence of the mRNA.
さらに、 本発明は、 少なくとも 50種類のプローブを搭載した前記マイクロア レイであって、 各プローブが上記の表 4及ぴ表 5に示す合計 125種類の遺伝子 のうちの少なくとも 1つの遺伝子から転写される mRNAの塩基配列、 又は前記 mRN Aの相補配列と.ハイブリダイズするマイクロアレイを提供する。 Furthermore, the present invention provides the microarray, wherein at least 50 types of probes are mounted, wherein each probe is transcribed from at least one gene of a total of 125 types of genes shown in Tables 4 and 5 above. And a microarray that hybridizes with the nucleotide sequence of the mRNA or the complementary sequence of the mRNA.
さらに、 本発明は、 少なくとも 125種類のプローブを搭載した前記マイク口 アレイであって、 各プローブが表 4及び表 5に示す合計 125種類の遺伝子のう ちの少なくとも 1つの遺伝子から転写される mRNAの塩基配列、 又は前記 mR N Aの相補配列とハイブリダィズするマイクロアレイを提供する。 Further, the present invention provides the microphone-mouth array on which at least 125 types of probes are mounted, wherein each probe has an mRNA transcribed from at least one of a total of 125 types of genes shown in Tables 4 and 5. A microarray that hybridizes with a base sequence or a complementary sequence of the mRNA is provided.
さらに、 本努明は、 かかるマイクロアレイに搭載するプローブからなる遺伝子 セットを提供する。 Further, the present effort provides a gene set consisting of probes mounted on such a microarray.
さらに、 本発明は、 前述した化学物質の発癌性スクリーニング方法において、 遺伝子の発現量を以下の工程を含む方法を用いて検出する化学物質の発癌性スク リーユング方法を提供する。 Furthermore, the present invention provides a screening method for carcinogenicity of chemical substances, wherein the method for screening for carcinogenicity of chemical substances described above is detected using a method comprising the following steps:
(1) 肝細胞から抽出した mRNAを鎵型として標識された核酸を作製するェ 程; (1) a step of preparing a nucleic acid labeled as type II using mRNA extracted from hepatocytes;
( 2 ) 標的遺伝子から転写される mRN Aの塩基配列又は前記 m RNAの相補配 列とハイプリダイズするプローブを有した 3次元マイクロアレイにおいて、 前記 標識された核酸と前記プローブとを接触させる工程; (2) contacting the labeled nucleic acid with the probe in a three-dimensional microarray having a probe that hybridizes with a nucleotide sequence of mRNA transcribed from a target gene or a complementary sequence of the mRNA;
( 3 ) 前記標識された核酸と前記プローブとの結合強度に基づレ、て変化するシグ ナル強度を検出する工程。 (3) a step of detecting a signal strength that changes based on the binding strength between the labeled nucleic acid and the probe.
更に本発明は、 配列番号 1〜126の DNA、 又はこれらの何れかに相補的な DNAのうちの少なくとも 2の DNAからなるプローブ DNAセット;並びに、 前記プローブ DNAセットにおいて前記 DNAの長さが、 l〜10me rである もの、前記 DNAの長さが、 1 1〜2 Ome rであるもの、前記 DNAの長さが、 2 1〜3 O m e rであるもの、 前記 D NAの長さが、 3 1〜4 O m e rであるも の、 前記 D NAの長さが、 4 1〜5 O m e rであるもの、 及ぴ前記 D NAの長さ が、 5 1〜6 O m e rであるものも提供する。 図面の簡単な説明 図 1は、 本発明の化学物質の発癌性スクリ一ユング方法に使用した 3次元マイ クロアレイシステムを示す概略構成図である。 Furthermore, the present invention provides a probe DNA set consisting of at least two of the DNAs of SEQ ID NOs: 1 to 126, or DNAs complementary to any of the above; l to 10 mer, the length of the DNA is 11 to 2 Omer, and the length of the DNA is 21 to 3 O mer, the length of the DNA is 31 to 4 O mer, the length of the DNA is 41 to 5 O mer, and Also provided are those with a DNA length of 51-6 O mer. BRIEF DESCRIPTION OF THE DRAWINGS FIG. 1 is a schematic configuration diagram showing a three-dimensional microarray system used for the method of screening for carcinogenicity of a chemical substance of the present invention.
図 2は、 図 1に示す.3次元マイクロアレイシステムの一部を拡大した概略断面 図である。 ' FIG. 2 is an enlarged schematic cross-sectional view of a part of the three-dimensional microarray system shown in FIG. '
図 3は、 本発明の化学物質の発癌性スクリ一二ング方法におけるクラスタリン グ解析の結果を示す模式図である。 FIG. 3 is a schematic diagram showing the result of clustering analysis in the method of screening for carcinogenicity of a chemical substance of the present invention.
図 4は、 本発明の化学物質の発癌性スクリーニング方法におけるクラスタリン グ解析の結果を示す模式図である。 発明を実施するための最良の形態 FIG. 4 is a schematic diagram showing the results of clustering analysis in the method for screening carcinogenicity of a chemical substance of the present invention. BEST MODE FOR CARRYING OUT THE INVENTION
<化学物質の発癌性スクリーニング方法 > <Screening method for carcinogenicity of chemical substances>
本発明の化学物質の発癌性スクリーニング方法は、 哺乳類動物ゲノムに包含さ れる遺伝子のうち、肝癌に関連する遺伝子の発現量を検出することを特徴とする。 肝臓は、 化学物質を摂取した際の消化、 吸収経路から、 最初に前記化学物質の影 響が典型的に現れる場所である。 すなわち、 肝癌の発生の可能性を予測すること ができれば前記化学物質が生体へ及ぼす影響の指標となる。 また、 肝癌に関連す る遺伝子の発現量を検出することによって、 従来のように病理学的に癌を検知す る方法に比べて、 短期間且つ低コストで化学物質の発癌性を予側することができ る。 The method for screening carcinogenicity of a chemical substance of the present invention is characterized by detecting the expression level of a gene associated with liver cancer among the genes included in the genome of mammals. The liver is the first place where the effects of a chemical typically appear, from the digestive and absorption pathways of the intake of the chemical. That is, if the possibility of the occurrence of liver cancer can be predicted, it becomes an index of the effect of the chemical substance on the living body. In addition, by detecting the expression level of genes related to liver cancer, it is possible to predict the carcinogenicity of a chemical substance in a shorter period of time and at lower cost than in the conventional method of detecting cancer pathologically. be able to.
本発明の化学物質の発癌性スクリ一ユング方法の具体的な実施方法については、 例えば以下のように行うことが好ましい。 It is preferable to carry out the specific method for carrying out the carcinogenic screening method of the chemical substance of the present invention, for example, as follows.
最初に、 発癌性が既知である化学物質を哺乳類動物に投与、 又はその肝細胞に 作用させる。 以下、 化学物質を哺乳類動物に投与、 又はその肝細胞に作用させる ことを処理と呼ぶ。 1つの化学物質について最低 1群 3匹以上の動物に処理し、 後述する遺伝子の発現量解析及ぴクラスタリング解析の際、 その平均値を用いる ことが好ましい。 これは、 動物の個体差によるデータのばらつきを低減するため である。 原則として 1つの動物には 1つの化学物質を処理するが、 複数の化学物 質による発癌性スクリーニングを行うなどの際は、 この限りではない。 First, a chemical known to be carcinogenic is administered to a mammal or acts on its hepatocytes. In the following, administer the chemical substance to mammals or cause them to act on hepatocytes This is called processing. It is preferable to treat at least three animals per group with one chemical substance, and to use the average value in gene expression level analysis and clustering analysis described below. This is to reduce data variability due to individual differences between animals. In principle, one animal is treated with one chemical substance, but this is not the case when performing carcinogenicity screening with multiple chemical substances.
また、 1つの化学物質について発癌性の用量相関を調べることも可能である。 この場合、 1つの化学物質について、 投与量又は作用量を段階的に変えた複数の 処理群を設ける。 It is also possible to investigate the carcinogenic dose relationship for a single chemical. In this case, a plurality of treatment groups for one chemical substance with different doses or effects are provided.
このようにすることによって、 本発明の化学物質の発癌性スクリーニング方法 は、 任意の化学物質について、 どの用量でどの程度の発癌性を有しているかとい うことを検出する目的にも適用できる。 By doing so, the method of screening for carcinogenicity of a chemical substance of the present invention can be applied to the purpose of detecting what dose and how much carcinogenicity a given chemical substance has.
前記哺乳類動物は、 ヒト、 マウス、 ラットのいずれかであることが好ましい。 これらの動物は、 哺乳類動物のなかでも遺伝子情報に関するデータベースの構築 が比較的進んでいるからである。 The mammal is preferably a human, a mouse, or a rat. For these animals, construction of a database on genetic information is relatively advanced among mammals.
また、 被処理動物は離乳後なるベく早い時期であることが好ましく、 例えばラ ットの場合、 6週齢以前であることが望ましい。 6週齢より高齢であると、 処理 する化学物質以外の種々の影響が現れてくるなどの弊害が生じる可能性があるか らである。 In addition, it is preferable that the treated animal be in a very early period after weaning, and in the case of a rat, for example, it is desirable that the animal be 6 weeks or older. If the age is more than 6 weeks, adverse effects such as the appearance of various effects other than the chemical substance to be treated may occur.
化学物質を哺乳類動物に投与する方法としては、 具体的には、 化学物質を飼料 に混ぜて摂取させる方法や、 腹腔内に直接投与する方法などがある。 飼料に化学 物質を混合して投与する場合、栄養学的観点等も考慮し、該化学物質の濃度が 5 % 以下となるよう混合するのが好ましい。 また、 化学物質を前記哺乳類動物の月干細 胞に作用させる方法としては、 例えば、 肝組織などを生体から隔離、 培養し、 こ の培養した細胞組織に化学物質を直接作用させてもよい。 As a method of administering a chemical substance to a mammal, there are, specifically, a method of ingesting the chemical substance in a feed and a method of directly administering the substance to the intraperitoneal cavity. When a chemical substance is mixed and administered to the feed, it is preferable to mix the chemical substance so that the concentration of the chemical substance is 5% or less in consideration of nutritional viewpoints. As a method of causing a chemical substance to act on moon cells of the mammal, for example, a liver tissue or the like may be isolated and cultured from a living body, and the chemical substance may directly act on the cultured cell tissue.
従来の発癌性試験においては、 病理学的に癌の症状が顕著になるまで発癌性を 検知できずにいたため、 数ケ月〜数年という実験時間を必要としていたが、 本発 明においては遺伝子の発現に起因する mR N A量を調べるので、 投与期間を大幅 に縮小できるという効果がある。 上記の飼料に混ぜて被実験動物に摂取させる場 合は、例えばラットについては 1〜 2週間でよく、腹腔内に直接投与する場合も、 例えばラットについては 1〜2週間でよい。 培養した肝細胞に化学物質を直接作 用させる場合は、 化学物質に対する感受性が高いので、 例えば、 24時間等の極 めて短時間で発癌性のスクリーニングを行うことができる。 In conventional carcinogenicity tests, carcinogenicity could not be detected until the pathological manifestation of cancer became carcinogenic, which required several months to several years of experimental time. Since the amount of mRNA resulting from the expression of γ is examined, the administration period can be greatly reduced. When mixed with the above-mentioned feed and fed to the test animal, for example, it may be one to two weeks for rats, and when administered directly intraperitoneally, For example, for rats, 1-2 weeks may be sufficient. When a chemical substance is directly applied to cultured hepatocytes, the carcinogenicity can be screened in an extremely short time, such as 24 hours, because of the high sensitivity to the chemical substance.
前記発癌性が既知である化学物質は、 発癌性を誘発する物質と誘発しない物質 に分けられるが、 前者の例として d i e t hy l n i t r o s ami n e (DE N)、 2— am i n o— 3, 8— d ime t hy l i mi d a z o [4, 5— f ] q u i n o x a l i n e (Me I Q )^ h e n o b a r b i t a 1 (PB) 、 c l o f i b r a t e、 2— a c e t y l am i n o f l u o r e n e^ a c r y l am i d e、 a c t i n omy c i n D、 b a r b i t a l、 b e n z e n e、 c a p t a n、 c y c l o p h o s p h am i d e、 d i c o f o l、 d i e t hy l s t i i b e s t r o l、 e p i c h l o r o hy d r i n¾ど力 s 挙げられ、後者の例として C a f f e i c a c i d、 Ca t e c h o l、 No b i 1 e t i n、 G a r c i n o l、 Z e r umb o n e、 l — a c e t o xy c ii a v i c o 1 a c e t a t e (Aじ A)、 a c e t y丄 s a l i c y c l i c a c i d、 a n i l i n e、 a n t h r a c e n e、 b e n z 0 i n、 b u s u l f a n、 b u t y l u r e t h a n e、 c a p r o l. a c t a m、 d i a z i n o n、 d ime t h o a t e e t h i o n ami d eなど力 sある。 The chemical substances whose carcinogenicity is known are classified into substances that induce carcinogenicity and substances that do not induce carcinogenicity. Examples of the former are diet hylnitros ami ne (DEN), 2-amino—3,8—d ime t hy li mi dazo [4, 5—f] quinoxaline (Me IQ) ^ henobarbita 1 (PB), clofibrate, 2—acetyl am inofluorene ^ acryl am ide, actin omy cin D, barbital, benzene, captan, cyclophosph am ide, dicofol, diet hy lstiibestrol, epichloro hy dri n¾ include throat force s, C as an example of the latter affeicacid, Ca techol, No bi 1 etin, G arcinol, Z er umb one, l - aceto xy c ii avico 1 acetate (a Ji a), acety丄salicyclicacid, aniline, anthracene, benz 0 in, busulfan, butylurethane, there capro l. actam, diazinon, d ime thoateethion ami de such as power s.
次に、 mRNAを肝細胞から抽出するが、 例えば、 生体から肝臓の任意の一部 を摘出し、グァニジンチオシァネート法などを用いて m R N Aを抽出すればょレ、。 抽出した mRNAに基づいて標的遺伝子の発現量を解析するが、 ここで、 標的遺 伝子とは、 哺乳類ゲノムに包含される遺伝子のうち、 肝癌に関連する遺伝子であ り、 特に好ましい条件について以下に説明する。 Next, mRNA is extracted from hepatocytes, for example, by extracting an arbitrary part of the liver from a living body and extracting mRNA using a guanidine thiosinate method or the like. The expression level of the target gene is analyzed based on the extracted mRNA. Here, the target gene is a gene involved in liver cancer among the genes included in the mammalian genome. Will be described.
本発明の化学物質の発癌性スクリーニング方法においては、 下記の表 6、 表 7 及び表 8に示す合計 240種類の遺伝子のうち、 少なくとも 1種類の遺伝子の発 現量を検出することが好ましい。 表 6、 表 7及び表 8に示す合計 240種類の遺 伝子は、ラットゲノムに含まれる遺伝子のうち、肝癌に関連する遺伝子群であり、 月干癌の形成に伴つて発現量が変動する遺伝子や薬物代謝に関与する遺伝子などを 含んでいる。 また、 表には各遺伝子の ACC (Ac c e s s i o n) Numb e r及びシンボル (慣用名) が記載されている。 なお、 各遺伝子の配列について は、 例えば、 http:〃 www. ncbi.nlm.nih.govから得ることができる In the method of screening for carcinogenicity of a chemical substance of the present invention, it is preferable to detect the expression level of at least one gene among a total of 240 genes shown in Tables 6, 7, and 8 below. A total of 240 genes shown in Tables 6, 7, and 8 are genes related to liver cancer among the genes contained in the rat genome, and the expression level fluctuates with the formation of dystrophic cancer. It contains genes and genes involved in drug metabolism. In the table, the ACC (Accession) Number and the symbol (common name) of each gene are described. The sequence of each gene Can be obtained from, for example, http: 〃www.ncbi.nlm.nih.gov
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0£請 OO df/ェ:)《! 0Z0丽 OAV 発現量を検出する標的遺伝子は、 上記の表 6、 表 7及び表 8に示す遺伝子のう ち、 より好ましくは少なくとも 2 0種類、 さらに好ましくは少なくとも 5 0種類 である。 本発明の化学物質の発癌性スクリーニング方法において、 例えば、 マイ クロアレイを使用して標的遺伝子の発現量を検出する場合、 経済性などを考慮す ると 2 0種類以上の遺伝子についての同時解析を行うことが好ましいからである。 また、 後に述べるクラスタリング解析の信頼度 (ランダム度) を維持するために は、 5 0種類以上の遺伝子についてその発現量を解析することが望ましいからで ある。 0 £ Confirm OO df / e:) <<! 0Z0 丽 OAV The target gene for detecting the expression level is more preferably at least 20 types, more preferably at least 50 types, among the genes shown in Tables 6, 7 and 8 above. In the method for screening for carcinogenicity of a chemical substance of the present invention, for example, when the expression level of a target gene is detected using a microarray, simultaneous analysis of 20 or more types of genes is performed in consideration of economy and the like. Is preferable. In addition, in order to maintain the reliability (randomness) of the clustering analysis described later, it is desirable to analyze the expression levels of 50 or more types of genes.
本発明の化学物質の.発癌性スクリーニング方法は、 さらに好ましくは、 下記の 表 9及ぴ表 1 0に示す合計 1 2 5種類の遺伝子のうち、 少なくとも 1種類の遺伝 子の発現量を検出するものである。 表 9及び表 1 0に示す合計 1 2 5種類の遺伝 子は、 前述した肝癌に関連する遺伝子群のうち、 肝癌で特異的に発現量が変動す るラット遺伝子群である。 すなわち、 これらの遺伝子は、 正常の肝細胞と比較し て肝癌細胞で発現量が変動したり、 既知の発癌性化学物質投与で発現量が変動し たりするものである。 発癌性が未知の化学物質について、 これらの遺伝子の発現 量を定量的に測定すれば、 該化学物質の発癌性の程度をより効率良く予測するこ とができる。 More preferably, the method of screening for carcinogenicity of the chemical substance of the present invention detects the expression level of at least one gene among a total of 125 genes shown in Tables 9 and 10 below. Things. The total of 125 types of genes shown in Tables 9 and 10 are the rat gene groups whose expression levels fluctuate specifically in liver cancer among the above-mentioned genes associated with liver cancer. That is, the expression levels of these genes fluctuate in liver cancer cells as compared to normal hepatocytes, and the expression levels fluctuate when a known carcinogen is administered. By quantitatively measuring the expression levels of these genes for a chemical substance of unknown carcinogenicity, the degree of carcinogenicity of the chemical substance can be predicted more efficiently.
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OS CT0/l700Zdf/X3d 0Z0簡 SOOZ OAV 発現量を検出する標的遺伝子は、 上記の表 9及び表 1 0に示す合計 1 2 5種類 の遺伝子のうち、 より好ましくは 2 0種類以上、 さらに好ましくは 5 0種類以上 である。 さらに、 1 2 5種類の遺伝子すべてについて、 各遺伝子の発現量を検出 すれば、 より確実に後述するクラスタリング解析を行うことができるので最も好 ましい。 OS CT0 / l700Zdf / X3d 0Z0 Simple SOOZ OAV The target gene for detecting the expression level is more preferably 20 or more, and more preferably 50 or more, out of a total of 125 types of genes shown in Tables 9 and 10 above. Furthermore, it is most preferable to detect the expression level of each of the 125 genes, since the clustering analysis described later can be performed more reliably.
なお、 本発明の化学物質の発癌性スクリーニング方法において、 上述した肝癌 に関連する遺伝子の他の遺伝子について発現量を検出してもよい。 その際、 上記 の肝癌に関連する遺伝子のうち最低 2 0種類の遺伝子を含み、 これらの遺伝子以 外の遺伝子の上限を 6.0種類となるように構成することが望ましい。 In the method of screening for carcinogenicity of a chemical substance of the present invention, the expression level of other genes related to the above-mentioned liver cancer may be detected. At this time, it is desirable to include at least 20 kinds of the above-mentioned genes related to liver cancer, and to set the upper limit of the genes other than these genes to 6.0 kinds.
以上、 ラットゲノムのうち肝癌に関連する遺伝子を標的遺伝子とする場合につ いて詳細に述べたが、 本発明はこれに限定されるものではない。 哺乳類動物間の ゲノムにはかなりの相同性が存在しており、 特定のラット遺伝子から該遺伝子と 相同性を有する他の哺乳類動物の遺伝子を特定することは容易である。 したがつ て、 本発明に関連する標的遺伝子は肝癌に関連するラット遺伝子のみならず、 他 の哺乳類動物ゲノムのうち肝癌に関連する遺伝子にも適用できる。 なお、 先に述 ベたように、 哺乳類動物の中でも遺伝子データの蓄積が比較的進んだヒ ト、 マウ スがラットの他に好適である。 As described above, the case where the gene related to liver cancer in the rat genome is used as the target gene has been described in detail, but the present invention is not limited to this. There is considerable homology in the genome between mammals, and it is easy to identify other mammalian genes having homology with the gene from a specific rat gene. Therefore, the target gene related to the present invention can be applied not only to the gene related to liver cancer but also to the gene related to liver cancer among other mammalian animal genomes. As mentioned above, humans and mice, which have relatively advanced accumulation of genetic data among mammals, are more suitable than rats.
以下、 上記の標的遺伝子の発現量を、 マイクロアレイを用いて検出する場合に ついて説明する。 マイクロアレイを用いれば複数の遺伝子についてその発現量を 同時解析できるという効果がある。 Hereinafter, a case where the expression level of the target gene is detected using a microarray will be described. Use of a microarray has the effect that the expression levels of multiple genes can be analyzed simultaneously.
マイクロアレイは、 例えば、 スライドガラス上にプローブが固相化された 2次 元マイクロアレイ (以下、 2次元マイクロアレイ) を用いてもよいが、 3次元マ イクロアレイを用いることが好ましい。 3次元マイクロアレイは、 3次元的液体 を収容し得る微笑な液体収容部を 2次元的に複数配置してなるものである。以下、 3次元マイクロアレイを用いて標的遺伝子の発現量解析を行う際のより好ましい 条件等について説明する。 . As the microarray, for example, a two-dimensional microarray in which probes are immobilized on a slide glass (hereinafter, a two-dimensional microarray) may be used, but a three-dimensional microarray is preferably used. The three-dimensional microarray is configured by two-dimensionally arranging a plurality of smiley liquid storage units capable of storing a three-dimensional liquid. Hereinafter, more preferable conditions for analyzing the expression level of the target gene using the three-dimensional microarray will be described. .
3次元マイクロアレイを用いて標的遺伝子の発現量解析を行う際は、 以下のェ 程を含むことが好ましい。 すなわち、 (1 ) 肝細胞から抽出された mR N Aを铸 型として標識された核酸を作製する工程、 (2 ) 標的遺伝子から転写される mR N Aの塩基配列又は前記 m R N Aの相捕配列とハイブリダイズするプローブを有 した 3次元マイクロアレイにおいて、 前記標識された核酸と前記プローブとを接 触させる工程、 (3) 前記標識された核酸と前記プローブとの結合強度に基づい て変化するシグナル強度を検出する工程、 である。 When analyzing the expression level of a target gene using a three-dimensional microarray, it is preferable to include the following steps. That is, (1) a step of preparing a nucleic acid labeled with 铸 from mRNA extracted from hepatocytes, and (2) an mRNA transcribed from a target gene. A step of bringing the labeled nucleic acid and the probe into contact with each other in a three-dimensional microarray having a probe that hybridizes with an NA base sequence or the mRNA trap sequence; (3) the labeled nucleic acid and the Detecting a signal intensity that changes based on the binding strength to the probe.
mRNAを錶型として標識された核酸を作製する工程 (1) において、 核酸と は DNA、 RNA、 及ぴ人工的ヌクレオチドを含む DNA又は RNAの何れをも 意味するが、 後述するハイブリダィゼーションにおける安定性などの観点から c DNAであることが好ましい。 標識方法としては、 R I標識、 蛍光色素標識、 蛍 光を発する半導体微粒子や金属のコロイド粒子による標識、 ピオチン標識などを 用いることが可能である。 蛍光標識が最も一般的で簡便、 安全であるため好まし い。 蛍光物質の例として、 C y 3— dUTP、 Cy 5— dUTP、 F l u o r e s c e i n— 12— dUTP、 F l u o r e s c e i n— 12— UTPなどが挙 げられ、 これらの核酸を mRNAから c DNAへ逆転写する際織り込むことによ つて蛍光標識された核酸を得ることができる。 In the step (1) of preparing a nucleic acid labeled with mRNA as type III, the nucleic acid means any of DNA, RNA, and DNA or RNA containing artificial nucleotides. From the viewpoint of stability and the like, cDNA is preferred. As the labeling method, it is possible to use an RI label, a fluorescent dye label, a label with fluorescent semiconductor particles or metal colloid particles, a biotin label, or the like. Fluorescent labels are preferred because they are the most common, convenient, and safe. Examples of fluorescent substances include Cy3-dUTP, Cy5-dUTP, Fluorescein-12-dUTP, and Fluorescein-12-UTP. These nucleic acids are involved in reverse transcription from mRNA to cDNA. As a result, a fluorescently labeled nucleic acid can be obtained.
次いで、 標的遺伝子から転写される mRNAの塩基配列又は前記 m R N Aの相 ネ甫配列とハイブリダイズするプローブを有した 3次元マイクロアレイにおいて、 前記標識された核酸と前記プローブとを接触させる工程 (2) において、 前記プ ロープは、 cDNA又はオリゴヌクレオチドを用いると、 塩基配列に特異的な検 出が可能となるので好ましい。以下、オリゴ DNAプローブをプローブと称する。 プローブの塩基長としては、 20〜7 Ome rであることが好ましく、 より好ま しくは 40〜60me rである。 前記塩基長が 20 m e r未満の場合、 非特異的 なハイプリッド形成が増加する傾向にあり、 7 Ome rを超えると、 プローブの 合成に要する時間、 費用の観点から好ましくない。 Then, in a three-dimensional microarray having a probe that hybridizes with a base sequence of mRNA transcribed from a target gene or a sequence of the mRNA, a step of contacting the labeled nucleic acid with the probe (2) In the above, it is preferable to use a cDNA or an oligonucleotide as the probe, since it enables detection specific to a base sequence. Hereinafter, the oligo DNA probe is referred to as a probe. The probe preferably has a base length of 20 to 7 Omer, and more preferably 40 to 60 Mer. When the base length is less than 20 mer, non-specific hybrid formation tends to increase, and when it exceeds 7 Omer, it is not preferable in terms of time and cost required for probe synthesis.
前記 3次元マイクロアレイは自家蛍光の少ない材質からなることがより好まし い。 液体収容部に適する材質の例として、 酸化アルミニウムが挙げられる。 ここ で、 液体収容部は、 プローブを固相化するための最小単位であり、 プローブスポ ットとも呼ばれる。 More preferably, the three-dimensional microarray is made of a material having less autofluorescence. An example of a material suitable for the liquid storage portion is aluminum oxide. Here, the liquid storage unit is a minimum unit for immobilizing a probe on a solid phase, and is also called a probe spot.
3次元マイクロアレイは、 前述した 2次元マイクロアレイに比べて、 多量のプ ローブを固相化することができる。 また、 従来の 2次元マイクロアレイでは、 プ ローブを定量的に固相化することが困難なため、 各プローブの固相化量に、 ばら つきが生じることが多かった。 これに対し、 3次元マイクロアレイは、 定量的な プローブの固相化が可能なため、発現量の解析などの定量的な実験に好適である。 前記標識された核酸と前記プローブとを接触させる際、 例えば、 以下のように 行うことが望ましい。 前述した mRN Aを錶型として作製された c DN Aを、 例 えば、 滅菌蒸留水などに溶解させた液体試料を作製する。 この際、 後段で説明す るが、 プローブとのハイブリッド形成を容易にする目的で、 適宜、 塩などを添加 することができる。 The three-dimensional microarray can immobilize a larger amount of probes than the two-dimensional microarray described above. In addition, conventional two-dimensional microarrays Because it is difficult to immobilize lobes quantitatively, the amount of immobilization of each probe often fluctuated. On the other hand, the three-dimensional microarray is suitable for quantitative experiments such as analysis of the expression level, because it can quantitatively immobilize probes. When the labeled nucleic acid is brought into contact with the probe, it is desirable to carry out, for example, as follows. For example, a liquid sample is prepared by dissolving the above-described cDNA prepared in the form of mRNA in type III in, for example, sterile distilled water. At this time, as will be described later, a salt or the like can be appropriately added for the purpose of facilitating hybridization with the probe.
上記の液体試料を前記 3次元マイクロアレイ内外で流動させて、 ターゲットと プローブとの間でハイブリッドを形成させる。 ここで、 ターゲットとは液体試料 に含まれる核酸のことであり、 ハイブリッドとは、 相補的な塩基配列を持つ核酸 が形成する 2本鎖のことである。 3次元マイクロアレイの内外に液体試料を流動 させることによって、 各液体収容部の空間に、 容易にターゲットを含む液体試料 を流動させることができるため、 確実にターゲット分子とプローブ分子とが接触 でき、 ハイプリッド形成を短時間で行うことができる。 The liquid sample is caused to flow inside and outside the three-dimensional microarray to form a hybrid between the target and the probe. Here, the target is a nucleic acid contained in a liquid sample, and the hybrid is a double strand formed by a nucleic acid having a complementary base sequence. By flowing the liquid sample into and out of the three-dimensional microarray, the liquid sample containing the target can be easily flowed into the space of each liquid storage unit, so that the target molecules and the probe molecules can be reliably contacted, and the hybrid The formation can be performed in a short time.
ターゲットとプローブとのハイブリッドを形成させる際、 例えば、 0. 1〜6 倍の塩濃度の S SPE溶液中で行うことが好ましい。 つまり、 上記範囲の塩濃度 となるように、 S S P E溶液を液体試料に添加して、 ハイブリダイゼーション反 応を行う。 ここで、 SSPE溶液は、 例えば SSPE溶液 (20倍) を希釈して 調製することができる。 S S P E溶液 ( 20倍) の組成は、 3. 0M 塩化ナト リウム、 0. 2M リン酸ナトリウム、 0. 02M EDTA、 pH7. 4であ る。 S S PE溶液の塩濃度は希釈の程度を表し、 例えば、 塩濃度が 6倍である S S PE溶液とは、 S S PE溶液(20倍)を 20分の 6倍に希釈したものである。 S S PE溶液の塩濃度については、 塩濃度が高いほうが、 ハイプリッド形成が行 われ易いためシグナル強度の増大に寄与するが、 塩濃度が 6倍を超えると、 その 増加率が減少する傾向にある。 一方、 塩濃度が低いほうカ 、イブリツド形成の特 異性は上昇するが、 塩濃度が 0. 1倍未満の場合、 反応時間を長くする必要があ る。 When forming a hybrid between the target and the probe, it is preferable to carry out, for example, in an SSPE solution having a salt concentration of 0.1 to 6 times. That is, the SSPE solution is added to the liquid sample so that the salt concentration falls within the above range, and the hybridization reaction is performed. Here, the SSPE solution can be prepared, for example, by diluting an SSPE solution (20-fold). The composition of the SSPE solution (20-fold) is 3.0M sodium chloride, 0.2M sodium phosphate, 0.02M EDTA, pH 7.4. The salt concentration of the S SPE solution indicates the degree of dilution. For example, the S SPE solution having a salt concentration of 6 times is obtained by diluting the S SPE solution (20 times) to 6/20 times. Regarding the salt concentration of the S SPE solution, a higher salt concentration contributes to an increase in signal intensity due to easy formation of a hybrid, but when the salt concentration exceeds 6 times, the rate of increase tends to decrease. On the other hand, when the salt concentration is low, the specificity of the formation of the hybrid increases, but when the salt concentration is less than 0.1 times, the reaction time needs to be lengthened.
また、 液体試料とプローブとを接触させる際、 液体試料を間欠的に 30〜 20 0回流動させることが好ましい。 3 0回未満の場合、 標識された核酸分子とプロ ーブ分子との接触頻度が不十分なため、 ハイプリッド形成反応が十分に行われな いことが多い。 一方、 2 0 0回を超えると、 反応時間が長くなる割にハイブリツ ド形成の効率が低下する傾向にある。 When the liquid sample is brought into contact with the probe, the liquid sample is intermittently It is preferable to make it flow 0 times. If the number is less than 30, the frequency of contact between the labeled nucleic acid molecule and the probe molecule is insufficient, and the hybrid formation reaction is often not performed sufficiently. On the other hand, if the reaction time exceeds 200 times, the efficiency of hybrid formation tends to decrease, although the reaction time becomes longer.
さらに、 液体試料をプローブに接触させる前に、 予め、 液体試料を 6 0〜1 0 0 °Cで 1〜1 0分間、 より好ましくは 7 0〜9 5 °Cで 2〜5分間加熱することが 好ましい。 また、 液体試料を加熱後、 急冷を行うことがさらに好ましい。 液体試 料を加熱することによって、 その中に含まれるターゲット分子のもつれ (分子内 結合及び/又は分子間結合) が解け、 また、 急冷することによって、 前記もつれ が再発生するのを防ぐ。 'このように前処理されたターゲットを含む液体試料をハ イブリダィゼーシヨンに用いることによって、 非特異的なハイプリッドの形成が 抑制される。 Furthermore, before contacting the liquid sample with the probe, heat the liquid sample in advance at 60 to 100 ° C for 1 to 10 minutes, more preferably at 70 to 95 ° C for 2 to 5 minutes. Is preferred. Further, it is more preferable to perform rapid cooling after heating the liquid sample. By heating the liquid sample, the entanglement (intramolecular bond and / or intermolecular bond) of the target molecule contained therein is released, and the entanglement is prevented from being regenerated by rapid cooling. 'By using the liquid sample containing the target thus pretreated for hybridization, the formation of nonspecific hybrids is suppressed.
さらに、 ハイプリッドを形成させる好ましい条件として、 所定の温度範囲とす ることが好ましいが、 温度条件については後段で詳しく説明する。 Further, a preferable condition for forming the hybrid is preferably a predetermined temperature range, and the temperature condition will be described in detail later.
前記標識された核酸と前記プローブとの結合強度に基づいて変化するシグナノレ 強度を検出する工程 (3 ) においては、 液体試料とプローブとを接触させる工程 を終了した後に、 より好ましくは、 例えば、 0 . 1〜6倍の塩濃度の3 3 ? £溶 液をマイクロアレイ内外で流動させることにより洗浄を行う。 これは、 非特異的 ハイプリッドを解離することを目的としているが、 S S P E溶液の塩濃度が 0 . 1倍未満の場合、 特異的ハイブリッド形成をも解離させる可能性があり、 6倍を 超えると、 液体試料に含まれる未反応の標識された核酸と、 プローブとの間で、 非特異的なハイプリッドを形成する可能性が高くなる。 In the step (3) of detecting the signinole intensity that changes based on the binding strength between the labeled nucleic acid and the probe, (3) after the step of bringing the liquid sample and the probe into contact with each other, more preferably Washing is performed by flowing a 33 3 solution of 1 to 6 times the salt concentration inside and outside the microarray. This is intended to dissociate non-specific hybrids, but if the salt concentration of the SSPE solution is less than 0.1 fold, it may also dissociate specific hybridization, and if it exceeds 6 fold, The possibility of forming a nonspecific hybrid between the unreacted labeled nucleic acid contained in the liquid sample and the probe is increased.
このように、 ハイブリッド形成反応終了後に、 0 . 1〜 6倍の塩濃度の S S P E溶液をマイクロアレイ内外で流動させることによって、 非特異的ハイプリッド 及び未反応の液体試料を取り除き、 より正確な測定を実施することができるので 望ましい。 . In this way, after the hybridization reaction is completed, the non-specific hybrid and unreacted liquid sample are removed by flowing the SSPE solution with 0.1 to 6 times the salt concentration inside and outside the microarray, and more accurate measurement is performed. It is desirable because it can do. .
また、 ハイブリッド形成反応、 及びシグナル強度を検出する際の温度条件が、 3 0 °C〜7 0 °Cであることが好ましく、 より好ましくは 3 7〜6 0 °Cである。 ハ イブリツド形成反応の観点から言えば、 反応温度が 3 0 °C未満の場合、 非特異的 なハイブリッド形成が増加する傾向にある。 また、 反応温度を高く設定したほう が、 ハイブリダィゼーシヨン反応の特異性が増すため好ましいが、 高く成りすぎ ると、 ハイブリッド形成に要する時間が長くなる、 若しくは、 特異的なハイプリ ッド形成までもが阻害されてしまう可能性がある。 Further, the temperature condition for detecting the hybridization reaction and the signal intensity is preferably 30 ° C. to 70 ° C., and more preferably 37 ° C. to 60 ° C. From a hybrid formation reaction point of view, if the reaction temperature is below 30 ° C, non-specific Hybridization tends to increase. In addition, it is preferable to set the reaction temperature to a high value because the specificity of the hybridization reaction is increased.However, if the reaction temperature is too high, the time required for hybridization is increased, or a specific hybrid formation is performed. There is a possibility that it will be hindered.
また、 シグナル強度の検出の観点から言えば、 3 0 °C未満の場合、 非特異的ハ イブリツド形成を解離させることが困難となる。 また、 7 0 °Cを超えると、 非特 異的ハイプリッド形成だけではなく、 特異的なハイプリッド形成までも解離させ てしまう可能性があり、 全体的にハイプリダイゼーション強度が低下する傾向に ある。 すると、 全体的なシグナル強度が弱くなるため、 シグナルの検出が困難と なってしまう。 ここで、 'シグナルとは、 プローブ分子にハイブリダィズしている 核酸分子に付加している標識から発せられる蛍光、 放射能、 化学発光などや、 誘 電体粒子を標識としたときの散乱光などであり、 これらの中でも、 費用と取り扱 いの良さから蛍光が好ましい。 また、 シグナルは定量的に測定できることが好ま しい。 In addition, from the viewpoint of signal intensity detection, when the temperature is lower than 30 ° C., it is difficult to dissociate nonspecific hybrid formation. If the temperature exceeds 70 ° C., not only non-specific hybrid formation but also specific hybrid formation may be dissociated, and the overall hybridization intensity tends to decrease. Then, the overall signal intensity is weakened, making it difficult to detect the signal. Here, the term 'signal' refers to fluorescence, radioactivity, chemiluminescence, etc., emitted from a label attached to a nucleic acid molecule hybridized to a probe molecule, or scattered light when a dielectric particle is used as a label. Yes, of these, fluorescence is preferred because of its cost and ease of handling. Preferably, the signal can be measured quantitatively.
'最後に、標的遺伝子の発現量の検出結果に基づき、クラスタリング解析を行う。 クラス リング解析の方法としては、例えば Steen Knudsen著、 " A Biologist' s Guide to Analysis of DNA Microarray Data" (塩島聡、 松本治、 辻本豪三 監訳 「わかる ! 使える ! D NAマイクロアレイデータ解析入門」、羊土社、 2 0 0 2年)に記載の方法により、例えば、 S i l i c o n G e n e t i c s社製 G e n e S p r i n gなどの解析ソフトを使用して行うことができる。 'Finally, clustering analysis is performed based on the detection result of the expression level of the target gene. For example, Steen Knudsen's "A Biologist's Guide to Analysis of DNA Microarray Data" (translated by Satoshi Shiojima, Osamu Matsumoto, Gozo Tsujimoto, "Understanding! Useful! Introduction to DNA Microarray Data Analysis") The analysis can be carried out by the method described in Yodosha, 2002, for example, using analysis software such as Gene Spring manufactured by Silicon Genetics.
クラスタリング解析方法は、 クラスタ一分け工程と、 クラスタ分けされた結果 を表示する工程を含むものであり、 前者の工程により必要とされる程度にまでク ラスタリングが行えた場合に後者の工程に移り、 一方、 1回のクラスタリングで は必要とされる程度にまでクラスタリングが達成できなかった場合には、 再び同 一のクラスタ一分け工程を繰返してクラスタ分けを行う。 The clustering analysis method includes a clustering process and a process of displaying the results of clustering. If the clustering can be performed to the extent required by the former process, the process moves to the latter process. On the other hand, if the clustering cannot be performed to the required degree in one clustering, the same clustering process is repeated again to perform clustering.
クラスタ一分け工程を行うには、 階層的クラスター化法と非階層的クラスター 化法とを利用することができる。 To perform the clustering process, a hierarchical clustering method and a non-hierarchical clustering method can be used.
階層的クラスター化法は、 解析する遺伝子間の距離を計算し、 それを系統立て て階層的にグループ化する方法である。 この方法においては、 遺伝子を N個の要 素からなるベクトルとして捉え、 それぞれの遺伝子を、 N次元長空間内の 1つの 点としてプロットし、 2つの遺伝子間の距離を、 それぞれのデータ間のユークリ ッド距離 (各次元での距離の 2乗の和の平方根) として計算するものである。 こ の方法においては、 全ての遺伝子について距離行列を作ることによって、 遺伝子 間の距離を計算する。 そして互いに空間内で最も近い遺伝子をグループィ匕するの が合理的であると判断して、 遺伝子の組合せからなるクラスターを形成する。 距 離範囲を広げてゆき、 既に形成されたクラスターと、 ある遺伝子との距離がその 範囲に入るとき、 当該 「ある遺伝子」 を当該クラスターに加える。 遺伝子とクラ スターとの間の距離を計算するには、 当該クラスター内で最も近いものまでの距 離を計算してもよいが、 'クラスター内にあるメンバーの真中にある点 (セント口 ィ ド:クラスターの重心であり、 U P GM A又は average l inkage methodと同じ である) までの距離を計算する方が好ましい。 解析対象の全ての遺伝子を含むと ころまで当該距離を広げてクラスタ一化を終了する。 そして最後にクラスタ一間 を結んで階層型クラスター化法を終了する。 これらのクラスター化工程は、 コン ピュータアルゴリズムを利用することができる。 階層型クラスター化法は、 遺伝 子数が多くない場合に有効であるが、 有意な差異を示さない遺伝子を解析対象か ら外すことにより、 有効性を上げることも可能である。 Hierarchical clustering is a method of calculating the distance between genes to be analyzed and systematically grouping them hierarchically. In this method, N genes are required. Each gene is plotted as a single point in the N-dimensional long space, and the distance between the two genes is calculated as the Euclidean distance between each data (the distance in each dimension is 2). Square root of the sum of the powers). In this method, the distance between genes is calculated by creating a distance matrix for all genes. Then, it is determined that it is rational to group the genes closest to each other in the space, and a cluster consisting of a combination of genes is formed. By expanding the distance range, when the distance between the already formed cluster and a certain gene falls within the range, the “certain gene” is added to the cluster. To calculate the distance between the gene and the cluster, you may calculate the distance to the closest one in the cluster, but you can use the 'point in the middle of the members in the cluster (cent mouth). : The center of gravity of the cluster, which is the same as the UPGMA or the average linkage method). The distance is extended to include all genes to be analyzed, and clustering is completed. Finally, the clusters are connected to complete the hierarchical clustering method. These clustering steps can utilize computer algorithms. Hierarchical clustering is effective when the number of genes is not large, but its effectiveness can be increased by excluding genes that show no significant difference from the analysis.
もう一方の非階層型クラスター化法は、 対象遺伝子数が非常に多い場合、 例え ば遺伝指数が数千以上に及ぶ場合に好適な方法である。 この方法においては、 遺 伝子の集団を幾つかのクラスターに分割することを試みる。 具体的には、 分析者 が分割数 mを決定する。 コンピュータが無作為に全遺伝子をそれぞれのクラスタ 一に割り当てる。 割り当て後の各遺伝子と各クラスターの中心 (セントロイド) との間の距離を計算し、 ある遺伝子が現在割り当てられているクラスターの中心 よりも、 他のクラスターの中心に近い場合、 当該他のクラスタ一^ -割り当てを変 更する。 全ての遺伝子が最も近いクラスターに割り当てられた後、 再度、 各クラ スターのセントロイドを計算する。 これらの操作を何度力繰り返すことにより、 クラスターのセントロイドは変動しなくなり、 アルゴリズムは停止する。 この方 法では分析者が要求した数のクラスタ一が得られるだけなので、 クラスタ一間の 互いの関係は示されない。 従って、 上記の分割によるクラスター分けよりも、 ク ラスター化が改善される、新たなクラスター化の方向を探索し、分割をやり直す。 この改善の程度が、 十分に小さいかどうかを判定し、 十分に小さいと判断できる 場合にクラスタ一化の改善を停止する。 非階層化クラスター方法の具体的なもの としては、 K - meansクラスター化法や自己組織ィヒマップを挙げることができる。 The other non-hierarchical clustering method is suitable when the number of target genes is very large, for example, when the heredity index exceeds several thousand. This method attempts to divide the gene population into several clusters. Specifically, the analyst determines the number of divisions m. The computer randomly assigns all genes to each cluster. Calculate the distance between each assigned gene and the center of each cluster (centroid). If a gene is closer to the center of another cluster than the center of the currently assigned cluster, the other cluster One ^-change the assignment. After all genes have been assigned to the closest cluster, recalculate the centroid for each cluster. By repeating these operations several times, the centroid of the cluster does not fluctuate and the algorithm stops. In this method, only the number of clusters requested by the analyst is obtained, and the relationship between the clusters is not shown. Therefore, compared to the clustering by the above division, Search for new clustering directions where rasterization is improved and redo the split. It is determined whether the degree of this improvement is sufficiently small, and if it can be judged that it is sufficiently small, the improvement of cluster integration is stopped. Specific examples of the non-hierarchical cluster method include the K-means clustering method and the self-organizing map.
K-means クラスター化法においては、 分類数 kを分析者が決定し、 次に属性空 間における k個の適当な点 (分類中心) を決定する。 各遺伝子を最も近い分類中 心に割り当てて、 暫定的に k個のクラスターを形成する。 次に各クラスターの重 心を求め、 これを新たな分類中心へと更新する。 更新前の分類中心と更新後の分 類中心のズレを求める。. このズレが十分に小さいときは操作を終了し、 不十分で ある場合には、 更新後の分類中心を用いて再ぴ全遺伝子を最も近い分類中心に割 り当てる。 In the K-means clustering method, the analyst determines the number of classifications k, and then determines k appropriate points (classification centers) in the attribute space. Each gene is assigned to the closest classification center, and tentatively forms k clusters. Next, the center of gravity of each cluster is obtained, and this is updated to a new classification center. Find the difference between the classification center before updating and the classification center after updating. If the deviation is sufficiently small, terminate the operation. If the deviation is not sufficient, assign all the genes to the nearest classification center using the updated classification center.
自己組織化マップは、 K-means クラスター化法とはことなり、 セントロイドが 多次元空間を自由に移動するのではなく、二次元格子内を移動することを特徴と する。 アルゴリズムは、 この格子内でデータに最もよく適合するようにそれ自身 を組織化する。 The self-organizing map is different from the K-means clustering method in that centroids move in a two-dimensional grid rather than freely moving in a multidimensional space. The algorithm organizes itself to best fit the data within this grid.
上記の方法において各遺伝子間の距離を測定しているが、 距離の測定には、 ュ ークリツド距離やその他の距離係数 (コサイン係数、 Pearson係数) を用いるこ とができ、 必要な場合には、 標準化を行う。 The distance between each gene is measured in the above method, but the distance can be measured using the leaked distance or other distance coefficients (cosine coefficient, Pearson coefficient), and if necessary, Perform standardization.
以上のクラスタ一化工程の後、 例えば榭状図などによりクラスタリングの結果 を表示する。 After the above-described cluster unification process, the result of the clustering is displayed, for example, in a linear diagram.
すなわち、 上記のクラスター解析により、 前述した標的遺伝子の各々にっき、 前 記化学物質処理による個体ごとの遺伝子の発現変化を化学物質処理群ごとにパタ ーン化し、 最後に、 このパターンに基づいて化学物質の系統分類をすることがで きる。 このようにして得られた化学物質の系統分類は、 発癌性の強い化学物質と 弱い化学物質を両端とし、 その他の化学物質を発癌性の強さに応じて配列するも のである。 . That is, by the cluster analysis described above, the change in gene expression for each individual due to the chemical substance treatment is patterned for each chemical substance treatment group for each of the target genes described above, and finally, the chemical Systematic classification of substances is possible. The phylogenetic classification of the chemical substances obtained in this way is such that strong and weak carcinogenic substances are at both ends, and other chemical substances are arranged according to the carcinogenic strength. .
同様に、 発癌性が未知である化学物質を哺乳類動物に投与、 又はその肝細胞に 作用させ、 上述した標的遺伝子の肝細胞における発現量を検出する。 この検出結 果を発癌性が既知である化学物質の同遺伝子の発現量の検出結果とともにクラス タリング解析することによって、 前記発癌性が未知である化学物質が、 前記発癌 性が既知である化学物質と比べてどの程度の発癌性を有しているかを検知するこ とができるようになつている。 Similarly, a chemical substance of unknown carcinogenicity is administered to a mammal or caused to act on hepatocytes, and the expression level of the above-described target gene in hepatocytes is detected. This detection result is combined with the detection result of the expression level of the same gene for a chemical substance whose carcinogenicity is known. By performing the tolling analysis, it is possible to detect how much the carcinogenicity of the chemical substance whose unknown carcinogenicity is unknown is higher than that of the chemical substance whose carcinogenicity is known. I have.
く遺伝子セット〉 Gene Set>
以上、 哺乳類動物ゲノムに包含される遺伝子のうち、 肝癌に関連する遺伝子か ら転写される mRN Aの塩基配列、 又は前記 mRN Aの相補配列とハイブリダィ ズするプローブを搭載したマイクロアレイについて詳細に述べたが、 本発明はこ れに限定されるものではない。 本発明の遺伝子セットは、 肝癌に関連する遺伝子 から転写される mRN'Aの塩基配列、 又は前記 mRNAの相捕配列とハイブリダ ィズするプローブからなり、 本発明の化学物質の発癌性スクリ一ユング方法にお いては、 マイクロアレイ以外の方法を用いて前記標的遺伝子の発現量の検出を行 つてもよい。 例えば、 定量 PCR、 RT_PCR、 ATAC— PCR、 ノーザン プロット、 ボディマップ等の方法を用いて、 前述した肝癌に関連する遺伝子の発 現状態を検出することも可能である。 このように、 本願発明のマイクロアレイで 使用されるプローブは、 マイクロアレイから離れても、 配列番号 1〜126の D NA、 又はこれらの何れかに相補的な DNAのうちの少なくとも 2の DNAから なるプローブ DN Aセットとして有効に利用することができるものであり、 更に は、 当該 DN Aの長さを適宜、 l~10me r、 l l〜20me r、 21〜30 me r、 31〜40me r、 41〜50me r、 51〜 60 m e rと調節するこ とにより、 種種の目的に利用することができる。 As described above, the microarray equipped with a probe that hybridizes with the nucleotide sequence of mRNA or a complementary sequence of mRNA, which is transcribed from a gene associated with liver cancer, among the genes included in the mammalian genome, has been described in detail. However, the present invention is not limited to this. The gene set of the present invention comprises a probe that hybridizes with the nucleotide sequence of mRN'A transcribed from a gene associated with liver cancer, or a complementary sequence of the mRNA, and comprises a carcinogenic screening agent of the chemical substance of the present invention. In the method, the expression level of the target gene may be detected using a method other than the microarray. For example, it is possible to detect the expression status of the above-mentioned gene associated with liver cancer by using methods such as quantitative PCR, RT_PCR, ATAC-PCR, Northern plot, and body map. As described above, the probe used in the microarray of the present invention is a probe consisting of at least two DNAs selected from DNAs of SEQ ID NOS: 1 to 126 or DNAs complementary to any of the DNAs even when separated from the microarray. It can be effectively used as a set of DNAs, and furthermore, the length of the DNAs can be appropriately set to l to 10 mer, ll to 20 mer, 21 to 30 mer, 31 to 40 mer, 41 to By adjusting to 50mer and 51-60mer, it can be used for various purposes.
標的遺伝子の発現状態を解析するために、 プローブを固相化することができる 基板は、 種々の形態のものを適用することができる。 3次元マイクロアレイ以外 に、 例えば、 シリコンウェハやガラスのような 2次元基板、 マイクロタイタープ レート、 種々のガラスビーズゃ榭脂ビーズ、 種々の多孔質基板、 種々のゲルを適 用することができる。 実施例 In order to analyze the expression state of the target gene, various types of substrates can be applied to the substrate on which the probe can be immobilized. In addition to the three-dimensional microarray, for example, a two-dimensional substrate such as a silicon wafer or glass, a microtiter plate, various glass beads and resin beads, various porous substrates, and various gels can be applied. Example
実施例 1 Example 1
下記に示す各濃度 (質量%) になるように発癌性物質 4種及び非発癌性物質 6 種を基礎食 (オリエンタル M F粉末飼料) に混ぜて 6週齢の F 344ラットに 2 週間自由に摂取させた。 1つのラットには 1種類の化学物質を投与し、 各化学物 質を 3匹に投与した。 また、 コントロールとして、 化学物質を含まない基礎食を 同様に 3匹の F 3.44ラットに 2週間摂取させた。 すなわち合計 3 X 1 1 (1 0 の化学物質投与群 + 1つの化学物質非投与群) 匹のラットを用いた。 4 types of carcinogens and 6 non-carcinogens at each concentration (% by mass) shown below The seeds were mixed with a basal diet (Oriental MF powder diet) and fed to 6-week-old F344 rats for 2 weeks. One rat received one chemical and three chemicals each. As a control, three F 3.44 rats were similarly fed a basal diet containing no chemical substance for 2 weeks. That is, a total of 3 × 11 1 (10 chemical substance administration groups + 1 chemical substance non-administration group) rats were used.
なお、 各化学物質の濃度については、 化学物質ごとに LD 50 (半数致死量) 等 の毒†生が異なるため、 これを考慮して調整した。 The concentration of each chemical substance was adjusted in consideration of the toxicity of each chemical substance, such as the LD 50 (half lethal dose).
発癌性物質 Carcinogen
0. 0 1 % Diethylnitrosamine (DEN) 0.0 1% Diethylnitrosamine (DEN)
0. 0 1% 2_amino—3,8—dimethylimidazo[4,5—f]quinoxaline (MelQxノ 0. 05% Phenobarbital (PB) 0.0 1% 2_amino-3,8-dimethylimidazo [4,5-f] quinoxaline (MelQx 0.05% Phenobarbital (PB)
0. 3 % Clof ibrate 0.3% Clof ibrate
非発癌性物質 Non-carcinogenic substances
1% Caffeic acid 1% Caffeic acid
1 % Catechol 1% Catechol
0. 05% Nobiletin 0.05% Nobiletin
0. 05% Garcinol 0.05% Garcinol
0. 0 5% Zerumbone 0.0 5% Zerumbone
0. 0 5% l -acetoxychavicol acetate (ACA) 0.0 5% l -acetoxychavicol acetate (ACA)
その後、 体重測定の後、 剖検屠殺し、 肝臓の一部を一 80°Cで凍結保存すると 共に、 ホルマリン固定をし、 病理組織学的に検索した。 次いで、 凍結した肝臓か ら、 T o t a l RNAをグァ-ジンチオシァネート法により抽出し、 DNa s e (CLONETECH社製) 処理後、 30 gの T o t a l RNAを得、 o l i g o dT p r i me r及び逆転写酵素 (T a k a r a社製) を用いて c DNAを合成し、 F I TC標識した。 この F I TC標識された cDNAを 6 X S S PE 50 i 1に溶解したものをサンプル溶液 (液体試料.) とした。 このサンプ ル溶液に対して以下の 3次元マイクロアレイシステム (オリンパス (株) 製) を 使用し遺伝子の発現量を検出した。 After weighing, the mice were sacrificed at necropsy, a part of the liver was cryopreserved at 180 ° C, fixed in formalin, and histopathologically examined. Next, total RNA was extracted from the frozen liver by the guanidine thiosinate method, and treated with DNase (manufactured by CLONETECH) to obtain 30 g of total RNA, oligo dT primer and reverse transcription. CDNA was synthesized using an enzyme (Takara) and labeled with FITC. A solution of this FITC-labeled cDNA in 6 × S SPE 50 i1 was used as a sample solution (liquid sample). The following three-dimensional microarray system (manufactured by Olympus Corporation) was used for the sample solution to detect the gene expression level.
図 1は、 3次元マイクロアレイシステム (ォリンパス (株) 製) を示す概略構 成図である。 Figure 1 shows a schematic diagram of a three-dimensional microarray system (Olympus Co., Ltd.). FIG.
図 1に示す前記 3次元マイクロアレイシステムは、 3次元 DNAマイクロアレ ィを収容した反応容器 2と、 該反応容器 2におけるハイブリダイゼーション反応 を観察するための顕微鏡 3と、 前記反応容器 2を支持するためのステージ 4と、 前記顕微鏡 3により観察された前記 3次元 D N Aマイクロアレイにおける蛍光画 像を撮像するための CCD (c h a r g e c o u p l e d d e v i c e) 力 メラ 5を有している。 また、 前記ステージ 4は、 前記顕微鏡 3により観察される 視野を変更するためのモータ 6に連結しており、 前記モータ 6は、 これを制御す るステージコントローラ 7に接続されている。 前記反応容器 2は、 核酸サンプル 液を攪拌し、 3次元マイクロアレイ内外に流動させるためのポンプ及びポンプド ライバ 8と、 DNAマイクロアレイの温度を調整するためのヒータ及び温度コン トローラ 9に接続されている。 このマイクロアレイシステムは、 更に、 前述した 顕微鏡 3、 CCDカメラ 5、 ステージコントローラ 7、 温度コントローラ 9、 並 ぴにポンプドライバ 8を全て制御するコンピュータ 10、 モニタ 11及び入力部 1 2が具備されている。 The three-dimensional microarray system shown in FIG. 1 includes a reaction vessel 2 containing a three-dimensional DNA microarray, a microscope 3 for observing a hybridization reaction in the reaction vessel 2, and a support for the reaction vessel 2. And a CCD (charge coupled device) power camera 5 for capturing a fluorescent image of the three-dimensional DNA microarray observed by the microscope 3. The stage 4 is connected to a motor 6 for changing the field of view observed by the microscope 3, and the motor 6 is connected to a stage controller 7 for controlling the motor. The reaction vessel 2 is connected to a pump and a pump driver 8 for stirring the nucleic acid sample solution and flowing it into and out of the three-dimensional microarray, and to a heater and a temperature controller 9 for adjusting the temperature of the DNA microarray. The microarray system further includes the microscope 3, the CCD camera 5, the stage controller 7, the temperature controller 9, the computer 10 for controlling all the pump drivers 8, the monitor 11, and the input unit 12.
図 2は、 上記反応容器 2に収容された 3次元 D N Aマイクロアレイ及ぴ核酸サ ンプル液を攪拌、 流動するポンプの概略構成を示す拡大図である。 FIG. 2 is an enlarged view showing a schematic configuration of a pump for stirring and flowing the three-dimensional DNA microarray and the nucleic acid sample solution contained in the reaction container 2.
DN Aマイクロアレイの基板 24は、 多孔質の 3次元構造を有している。 圧力 伝達触媒質を入れたチューブ 21を解してシリンジビストンポンプ 22が反応容 器 2に接続されている。 サンプル溶液 23を反応容器 2に入れた後に、 シリンジ ビストンポンプ 22を上下に動かすと基板 24の上下にサンプル溶液 23が移動 して攪拌が起こり、 ハイプリダイゼーション反応の効率が劇的に上昇し、 高速に 反応させることができる。 The substrate 24 of the DNA microarray has a porous three-dimensional structure. A syringe biston pump 22 is connected to the reaction vessel 2 through a tube 21 containing the pressure transfer catalyst. When the syringe / viston pump 22 is moved up and down after the sample solution 23 is placed in the reaction vessel 2, the sample solution 23 moves up and down the substrate 24 and agitation occurs, and the efficiency of the hybridization reaction dramatically increases, It can react quickly.
下記の表 1 1及び表 12に示す合計 125種類の遺伝子のそれぞれに特異的な 塩基配列に基づいて、 6 Ome rのオリゴ DNAプローブを 125個設計した。 また、 これら 125種類の遺伝子に対応するプローブの他.に、 インターナルコン トロール遺伝子 (I C) として、 GAPDH、 及びネガティブコントロール遺伝 子として、 l amb d a DNAに対応するオリゴヌクレオチドプローブ (各 6 Ome r) を使用した。 これら 127種類のオリゴ DNAプローブを各々 1スポ ットずつ前述した 3次元マイクロアレイに固相化した。 これら 127個のオリゴ DN Aプローブの塩基配列を配列表に示す。 なお、 GAPDHに対応するプロ一 ブの配列は配列番号 126に、 l amb d a DNAに対応するプローブの配列 は配列番号 127に示す。 Based on the nucleotide sequences specific to each of the 125 total genes shown in Tables 11 and 12, 125 oligo DNA probes of 6 Omer were designed. In addition to the probes corresponding to these 125 types of genes, GAPDH as an internal control gene (IC) and an oligonucleotide probe corresponding to lamb da DNA as a negative control gene (6 Omer each) ) It was used. Each of these 127 types of oligo DNA probes Each solid was immobilized on the three-dimensional microarray described above. The nucleotide sequences of these 127 oligo DNA probes are shown in the sequence listing. The sequence of the probe corresponding to GAPDH is shown in SEQ ID NO: 126, and the sequence of the probe corresponding to lamb da DNA is shown in SEQ ID NO: 127.
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df/ェ:) d 0Z0簡 OAV 次いで、 このオリゴ DNAプローブが固相化された 3次元マイクロアレイを、 図 1に示す反応容器 2に収容し、 前述したサンプル溶液 23を上記 3次元マイク ロアレイの反応容器 2に入れ、 シリンジビストンポンプ 22を用いて 150回液 体駆動させ、 ハイブリッド形成を行った。 なお、 ヒータ及び温度コントローラ 9 によってこのときの反応温度を 50 に設定した。 反応終了後、 6 XS SPE溶 液 50 μ 1を 3回更新させながら、 シリンジピストンポンプ 22を用いて各々 1 回ずつ液体駆動させて洗浄を実施した。 洗浄終了後、 蛍光顕微鏡 3に搭載した C CDカメラ 5を用い、 WI B Aフィルタ一力セット (オリンパス光学工業株式会 社製) を使用して蛍光画像を取得した。 df / e :) d 0Z0 simple OAV Next, the three-dimensional microarray on which the oligo DNA probe is immobilized is accommodated in the reaction vessel 2 shown in FIG. 1, and the above-described sample solution 23 is placed in the reaction vessel 2 of the three-dimensional microarray, and a syringe piston pump 22 is provided. The liquid was driven 150 times by using to perform hybridization. The reaction temperature at this time was set to 50 by the heater and the temperature controller 9. After completion of the reaction, washing was performed by driving the liquid once each using the syringe piston pump 22 while updating 50 μl of the 6 XS SPE solution three times. After the washing was completed, a fluorescence image was obtained using a CCD camera 5 mounted on a fluorescence microscope 3 and a WIBA filter one-stroke set (Olympus Optical Industrial Co., Ltd.).
Ph e n o b a r b i t a l (PB) などの発癌性化学物質を投与したラット 群においては、 肝癌細胞において発現の上昇が予側される CYP 3 Al、 CYP 2B 1、 GST Y aといった遺伝子に対応するプローブスポットのシグナル強 度が、 非発癌性物質を投与したラット群及び化学物質非投与群に比べて明らかに 増大していることが明瞭であった。 In the group of rats to which carcinogenic chemicals such as Phenobarbital (PB) were administered, the signal of the probe spot corresponding to genes such as CYP 3 Al, CYP 2B1, and GST Ya, whose expression is expected to increase in liver cancer cells It was clear that the intensity was clearly increased compared to the rats that received the non-carcinogen and the group that did not receive the chemical.
ハイブリダイゼーシ 3ン後に得られた個々のプローブスポットのシグナル強度 を、 コンピュータ 10によって数値ィ匕し、 GAPDH .(I C) を補正スポットと して、 化学物質非投与群との発現量比に置き換えた。 この数値を S i 1 i c o n Ge n e t i c s社の Ge n e S p r i n gを用いて階層的クラスタリング解析 した。 結果を図 3に示す。 The signal intensities of the individual probe spots obtained after hybridization 3 were numerically plotted by a computer 10, and GAPDH. (IC) was used as a correction spot to determine the expression level ratio with the group without chemical substance administration. Replaced. This numerical value was subjected to a hierarchical clustering analysis using GeneSpring from SiciconGenecs. The results are shown in Figure 3.
図 3において、 上方に示す系統図は前述したクラスタリング解析を行った遺伝 子を発現変化の近似性によって分類したものである。 この遺伝子の系統にしたが つて各化学物質投与群の遺伝子発現比をパターン化 (図 3において省略) し、 さ らに、 そのパターンに基づいて前述した! 0の化学物質を分類したのが左方の系 統図である。 具体的には、 ACAと Ph e n o b a r b i t a lを両端とし、 A C A側がより発癌性のない化学物質であり、 P h e n o b a r b i t a 1側がよ り発癌性のある化学物質であることがわかった。 . 実施例 2 In Fig. 3, the genealogy shown at the top shows the genes subjected to the clustering analysis described above, classified according to the similarity of the change in expression. According to this gene line, the gene expression ratio of each chemical substance administration group was patterned (omitted in FIG. 3), and based on that pattern, the above was described! The system diagram on the left classifies 0 chemical substances. Specifically, it was found that the ACA side was a chemical substance having less carcinogenicity and the Pheno ob arbita1 side was a chemical substance having more carcinogenicity, with ACA and Phenobartarbital as both ends. Example 2
実施例 1と同様に 0. 05質量% A u r a p t e n eを飼料に混ぜ 3匹の F 3 44ラットに 2週間投与し、 肝臓における標的遺伝子の発現量を 3次元マイクロ アレイを用いて解析した。 この遺伝子の発現量を基に、 S i l i c o n Ge n e t i c s社の Ge n e S p r i n gを用いて、 前述した発癌性が既知である化 学物質投与群の同遺伝子の発現量とともにクラスタリング解析した。 結果を図 4 に示す。 As in Example 1, 0.05 wt% A uraptene was mixed with the feed and 3 F 3 Forty-four rats were administered for 2 weeks, and the expression level of the target gene in the liver was analyzed using a three-dimensional microarray. Based on the expression level of this gene, clustering analysis was performed together with the expression level of the same gene in a group administered with a chemical substance having a known carcinogenicity using Gene Spring of Silicon Genetics. Figure 4 shows the results.
図 4に示すように Au r a p t e n eは Z e r umb o n eと Ca f f e i c a c i dの間に分類され、 発癌性のない物質であることが確認された。 以上のこ と力 ら、 ラットに対して 2週間という短期間の化合物の投与で、 肝臓における遺 伝子発現変化からその化学物質の発癌性の予測が可能となつた。 産業上の利用性 本発明の化学物質の発癌性スクリ一二ング方法は、 哺乳類動物ゲノムに包含さ れる遺伝子のうち、 肝癌に関連する遺伝子の発現量を検出するものであるので、 従来技術のように動物に化学物質を投与し、 病理学的に癌を検知する方法に比べ て短時間、 低コストで化学物質の発癌性スクリ一ユングを行うことができる。 さ らに具体的には、 発癌性が未知である化学物質及び発癌性が既知である化学物質 による前記遺伝子の発現量の検出結果を基に、 クラスタリング解析することによ つて、 前記発癌性が未知である化学物質が、 前記発癌性が既知である化学物質と 比較してどの程度の発癌性を有しているかが分かるようになる。 As shown in FIG. 4, Auraptene was classified between Zerubumbone and CaffeinecAcid, and was confirmed to be a non-carcinogenic substance. As a result, administration of a compound to rats for a short period of two weeks made it possible to predict the carcinogenicity of the chemical from changes in gene expression in the liver. INDUSTRIAL APPLICABILITY The method for screening for carcinogenicity of a chemical substance of the present invention detects the expression level of a gene associated with hepatocellular carcinoma among genes included in the genome of mammals. In this way, a carcinogenic screening of a chemical substance can be performed in a shorter time and at lower cost than in a method of administering a chemical substance to an animal and detecting the cancer pathologically. More specifically, the carcinogenicity is determined by performing a clustering analysis on the basis of the results of detection of the expression levels of the genes by a chemical substance of unknown carcinogenicity and a chemical substance of known carcinogenicity. It becomes possible to know how much the unknown chemical substance has carcinogenicity as compared with the chemical substance whose carcinogenicity is known.
また、 本発明のマイクロアレイは、 哺乳類動物ゲノムに包含される遺伝子のう ち、 肝癌に関連する遺伝子から転写される mRNAの塩基配列、 又は前記 mRN Aの相補配列とハイブリダィズするプローブを搭載したものであるので、 化学物 質の発癌性スクリーニングに好適に用いることができる。 この際、 3次元マイク ロアレイを用いれば、 遺伝子の発現量解析の再現性が良く、 かつ効率的である。 また、 上記のプローブからなる遺伝子セットは、 これを用.いてマイクロアレイ以 外の種々の方法による化学物質の発癌性スクリ一ユングに適用できる。 Further, the microarray of the present invention has a probe mounted with a probe that hybridizes with a nucleotide sequence of mRNA transcribed from a gene associated with liver cancer or a complementary sequence of the mRNA, among the genes included in the mammalian genome. Therefore, it can be suitably used for carcinogenicity screening of chemical substances. At this time, if a three-dimensional microarray is used, reproducibility of gene expression level analysis is good and efficient. In addition, the gene set comprising the above-mentioned probe can be used to apply to the carcinogenic screening of chemical substances by various methods other than the microarray.
本発明の化学物質の発癌性スクリーニング方法は、 発癌性が未知である化学物 質について、 発癌性が既知である化学物質と比べてどの程度の発癌性を有してい るかを評価することができる。 また、 本発明のマイクロアレイ及び遺伝子セット は、 化学物質の発癌性をスクリーニングする際好適に用いることができるもので ある。 The method of screening for carcinogenicity of a chemical substance of the present invention provides a method of screening a chemical substance of unknown carcinogenicity, as compared with a chemical substance of known carcinogenicity. Can be evaluated. Further, the microarray and the gene set of the present invention can be suitably used for screening the carcinogenicity of a chemical substance.
配列表 Sequence listing
SEQUENCE LISTING SEQUENCE LISTING
く 110> Olympus Co. , Ltd. 110> Olympus Co., Ltd.
<120> Screening Method for Determining Carcinogenesis of Chemical Compound <130> 04P01861 <120> Screening Method for Determining Carcinogenesis of Chemical Compound <130> 04P01861
<160> 127 <160> 127
<210> 1 <210> 1
<211> 60 <211> 60
<212> DNA . <212> DNA.
<213> Rattus norvegicus " <213> Rattus norvegicus "
<400> 1 <400> 1
actttcacaa gagctaagaa agctgcacag gtgaccatcc gttcttcggg cacattttct 60 <210> 2 actttcacaa gagctaagaa agctgcacag gtgaccatcc gttcttcggg cacattttct 60 <210> 2
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus . <213> Rattus norvegicus.
<400> 2 <400> 2
ctggtctgtg gccatgcaga agaagctagt tccacaagag ggaacctcga tgtggctaag 60 <210> 3 ctggtctgtg gccatgcaga agaagctagt tccacaagag ggaacctcga tgtggctaag 60 <210> 3
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 3 <400> 3
gcatgagtca aagttcaaag tccaaggtca agtagctgct tatctgccgg ccagtgctgc 60 く 210> 4 gcatgagtca aagttcaaag tccaaggtca agtagctgct tatctgccgg ccagtgctgc 60 ku 210> 4
<211> 60 . <211> 60.
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 4 cagggattgg cagtggtctg agtctctcgg gaattgtcca cccagagttg agtcgcagtg 60 <210> 5 <400> 4 cagggattgg cagtggtctg agtctctcgg gaattgtcca cccagagttg agtcgcagtg 60 <210> 5
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 5 <400> 5
gtgacaccaa cccccgagtg ggagaggttc tcaacagcat cctccttgaa ctccaagcag 60 く 210〉 6 gtgacaccaa cccccgagtg ggagaggttc tcaacagcat cctccttgaa ctccaagcag 60 ku 210〉 6
<211> 60 . <211> 60.
く 212〉 DNA . 212> DNA.
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 6 <400> 6
actttcacaa gagctaagaa agctgcacag gtgaccatcc gttcttcggg cacattttct 60 く 210> 7 actttcacaa gagctaagaa agctgcacag gtgaccatcc gttcttcggg cacattttct 60 ku 210> 7
<211> 60 <211> 60
<212> DNA <212> DNA
<213 ¾ Rattus norvegicus <213 ¾ Rattus norvegicus
く棚〉 7 Shelf> 7
tgtgtccccc cgatgacttg gctgagcgag gactcttgga tatcgagact tgcttctatg 60 <210> 8 tgtgtccccc cgatgacttg gctgagcgag gactcttgga tatcgagact tgcttctatg 60 <210> 8
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 8 <400> 8
gcgcccgtca ccactcccca cccctgaatt ggctttctta caataaacgt ttccaaagtg 60 く 210> 9 . gcgcccgtca ccactcccca cccctgaatt ggctttctta caataaacgt ttccaaagtg 60 <210> 9.
く 211> 60 C 211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus く 400〉 9 <213> Rattus norvegicus C 400> 9
ttaagccgtt taatgagccc cgaggagaaa ccagctcctg ccgctaagtg aggtgtgtca <210> 10 ttaagccgtt taatgagccc cgaggagaaa ccagctcctg ccgctaagtg aggtgtgtca <210> 10
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 10 <400> 10
ctgcaagctc agatcaacgc acagacccag gatatgaaac gccagctgac cccctacatc <210> 11 . ctgcaagctc agatcaacgc acagacccag gatatgaaac gccagctgac cccctacatc <210> 11.
く 211〉 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 11 <400> 11
tccctgaaag gctactggag caagttcact gataagttca ctggcctctg ggagtctggc <210> 12 tccctgaaag gctactggag caagttcact gataagttca ctggcctctg ggagtctggc <210> 12
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 12 <400> 12
gagctgacat ggaggatcta cgcaaccgac tcgggcagta ccgcaacgag gtaaacacca く 210〉 13 gagctgacat ggaggatcta cgcaaccgac tcgggcagta ccgcaacgag gtaaacacca ku 210〉 13
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 13 <400> 13
tacatcgcat aaaagtcatc tggggcatca cagcaaaccg aacagaacca ggccaacgct <210> 14 tacatcgcat aaaagtcatc tggggcatca cagcaaaccg aacagaacca ggccaacgct <210> 14
く 211> 60 C 211> 60
<212> DNA <212> DNA
60 60
60 60
6060
σο σο
60 60
<21 nrs3>ssovelcuarflu <212> DNA <21 nrs3> ssovelcuarflu <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く柳〉 19 Kuyanagi> 19
cagtacaacg agctgcttca ttccctccag tccaagatgc tcaacacctc atccctgctg 60 <210> 20 cagtacaacg agctgcttca ttccctccag tccaagatgc tcaacacctc atccctgctg 60 <210> 20
<211> 60 <211> 60
<212> DNA <212> DNA
く 213〉 Rattus norvegicus 213〉 Rattus norvegicus
<400> 20 · <400> 20
ctgggagaag agctacgtgt atggccccat ccctcatacc tttgatcgtg actgggtggc 60 く 210> 21 ctgggagaag agctacgtgt atggccccat ccctcatacc tttgatcgtg actgggtggc 60 ku 210> 21
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus - く棚〉 21 <213> Rattus norvegicus-Shelves> 21
aatatgctac ctccaaaggc agcttcgggc accaaggaag accccaatct agtcccatcc 60 <210> 22 aatatgctac ctccaaaggc agcttcgggc accaaggaag accccaatct agtcccatcc 60 <210> 22
く 211> 60 C 211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 22 <400> 22
gcagaggcag aggacattgg ctaccatcag ttccggtgct ctgttgccga aaccacagat 60 <210> 23 gcagaggcag aggacattgg ctaccatcag ttccggtgct ctgttgccga aaccacagat 60 <210> 23
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus . <213> Rattus norvegicus.
<400> 23 <400> 23
aagaagccac tggaagcctt cactgtgtgt ctctatgccc acgctgatgt gagccgaagc 60 <210> 24 く 211> 60 aagaagccac tggaagcctt cactgtgtgt ctctatgccc acgctgatgt gagccgaagc 60 <210> 24 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 24 <400> 24
ttctctacga aactaacaac tgcaaaggga aggagcccgc actgtccatc aagctgcgtc 60 <210> 25 ttctctacga aactaacaac tgcaaaggga aggagcccgc actgtccatc aagctgcgtc 60 <210> 25
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus ' <213> Rattus norvegicus ''
<400> 25 <400> 25
cctgaggtaa aaggaccagg aattgggctg cttgggattt ccaaaggggg tgaacttggc 60 <210> 26 cctgaggtaa aaggaccagg aattgggctg cttgggattt ccaaaggggg tgaacttggc 60 <210> 26
く 211> 60 C 211> 60
<212> DNA <212> DNA
く 213〉 Rattus norvegicus 213〉 Rattus norvegicus
<400> 26 <400> 26
acatgaggat gatccagcta cacaatgggg agtacagcaa cgggaagcac ggctttacca 60 <210> 27 acatgaggat gatccagcta cacaatgggg agtacagcaa cgggaagcac ggctttacca 60 <210> 27
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 27 <400> 27
aacctccatg gtctgtttgg gcggaagaca ggccaggctg ctggattctc ttacacagat 60 く 210> 28 aacctccatg gtctgtttgg gcggaagaca ggccaggctg ctggattctc ttacacagat 60 ku 210> 28
<211> 60 <211> 60
<212> DNA . <212> DNA.
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 28 <400> 28
gcagttatcc atgagattca taggttttca gatcttgtcc ctattggagt accacacaga 60 <210> 29 gcagttatcc atgagattca taggttttca gatcttgtcc ctattggagt accacacaga 60 <210> 29
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 29 ' <400> 29 '
caagtaccac tctgaggtat ggactcctgc tgctgctgaa acacgtggat gtcacagcta 60 <210> 30 caagtaccac tctgaggtat ggactcctgc tgctgctgaa acacgtggat gtcacagcta 60 <210> 30
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 30 C 400> 30
ctacgcttgc tcttgtggtt tcggtgactt gcctcagcct cctttcagtg tggacaaaac 60 <210> 31 ctacgcttgc tcttgtggtt tcggtgactt gcctcagcct cctttcagtg tggacaaaac 60 <210> 31
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 31 <400> 31
tttctcagca ggaaaacgga tgtgtgcagg agagggccta gcccgcatgg agttattttt 60 <210> 32 tttctcagca ggaaaacgga tgtgtgcagg agagggccta gcccgcatgg agttattttt 60 <210> 32
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 32 <400> 32
gatactgtga tggaaatgga atacctggat atggtgttga atgaaaccct cagattgtat 60 <210> 33 gatactgtga tggaaatgga atacctggat atggtgttga atgaaaccct cagattgtat 60 <210> 33
<211> 60 . <211> 60.
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 33 ttactgttct agaaacactg gggaggtttc gacatgctct cgctatattt tattttactg 60 <210> 34 C 400> 33 ttactgttct agaaacactg gggaggtttc gacatgctct cgctatattt tattttactg 60 <210> 34
く 211> 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 34 <400> 34
agcctcttcc tggcacctgg gaagaatatc tggagaaatt cctcgctgga aatgtggcct 60 <210> 35 agcctcttcc tggcacctgg gaagaatatc tggagaaatt cctcgctgga aatgtggcct 60 <210> 35
<211> 60 · <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 35 <400> 35
acctcaaggg caaagccaag tgggactcgt ggaacaagct gaaaggaact tccaaggaaa 60 <210> 36 acctcaaggg caaagccaag tgggactcgt ggaacaagct gaaaggaact tccaaggaaa 60 <210> 36
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 36 C 400> 36
gagagaggag tcagagagct gttagtacca tgtctacccg ttaccatgga ccgcaatgtg 60 <210> 37 gagagaggag tcagagagct gttagtacca tgtctacccg ttaccatgga ccgcaatgtg 60 <210> 37
く 211〉 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 37 <400> 37
gaaccgtttc aactctcgta cttactccaa gttcaaaaac tccctcgtgg tctccttcct 60 く 210〉 38 . gaaccgtttc aactctcgta cttactccaa gttcaaaaac tccctcgtgg tctccttcct 60 <210> 38.
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus <400> 38 213> Rattus norvegicus <400> 38
cctacctgcc tgtcaatgaa tcctttggct tcactgccga ccttcgatcc aacactggtg 60 <210> 39 cctacctgcc tgtcaatgaa tcctttggct tcactgccga ccttcgatcc aacactggtg 60 <210> 39
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 39 <400> 39
cggtacagca agcgccccct ggtggttgta tactacagcg tggacttcag ctttgattac 60 <210> 40 cggtacagca agcgccccct ggtggttgta tactacagcg tggacttcag ctttgattac 60 <210> 40
<211> 60 ' <211> 60 '
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 40 <400> 40
tgccaccatg aacttctccg gcaagtacca agtgcagagc caagagaact ttgagccctt 60 <210> 41 tgccaccatg aacttctccg gcaagtacca agtgcagagc caagagaact ttgagccctt 60 <210> 41
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 41 <400> 41
ggtgccatgg ccaaaccaga ctgcatcatt accctcgaca acaacaacct caccgtcaaa 60 <210> 42 ggtgccatgg ccaaaccaga ctgcatcatt accctcgaga acaacaacct caccgtcaaa 60 <210> 42
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 42 <400> 42
accaaaccaa cggtgattat cagtcaggaa ggcggcaaag tggtgatccg gacacaatgc 60 く 210> 43 accaaaccaa cggtgattat cagtcaggaa ggcggcaaag tggtgatccg gacacaatgc 60 ku 210> 43
<211> 60 <211> 60
<212> DNA <212> DNA
<2s n13>ttuorvelcus, <2s n13> ttuorvelcus,
g <21>attus norvicus3e.. g <21> attus norvicus3e ..
g <21 noi3rvecus g <21 noi3rvecus
¾ srtow»§ 60 g2 Rasus no13rveicus <212> DNA ¾ srtow »§60 g2 Rasus no13rveicus <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 48 <400> 48
acatctaggg tgggggagtt ctggagggag aagcaggcag ataaatcaga gtgggggttg <210> 49 acatctaggg tgggggagtt ctggagggag aagcaggcag ataaatcaga gtgggggttg <210> 49
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 49 <400> 49
gaccttctga ttcaagagct actggcctgg atggcggacc aagcagagct ctgtcgactg <210> 50 gaccttctga ttcaagagct actggcctgg atggcggacc aagcagagct ctgtcgactg <210> 50
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 50 <400> 50
aaaactcacc atttccatcg tctctgtctc tcggccccct gatctttccg c.atggttgtg <210> 51 aaaactcacc atttccatcg tctctgtctc tcggccccct gatctttccg c.atggttgtg <210> 51
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 51 <400> 51
tcggaaaaga ggtagggcag aggctcccac ggctgatatc tggaacttcg tcggctctaa <210> 52 tcggaaaaga ggtagggcag aggctcccac ggctgatatc tggaacttcg tcggctctaa <210> 52
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus . <400> 52 <213> Rattus norvegicus. <400> 52
caagtgctgt agtgggtccc tggtggaaag acggccatgt ttctctgctc tgacagttga く 210〉 53 <211> 60 caagtgctgt agtgggtccc tggtggaaag acggccatgt ttctctgctc tgacagttga ku 210〉 53 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 53 <400> 53
cagcagcctc cccaatgtga agaagttcct gcagcctggc agtcagagaa agcttcccat <210> 54 cagcagcctc cccaatgtga agaagttcct gcagcctggc agtcagagaa agcttcccat <210> 54
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 54 <400> 54
cttctccagc tttgtcagcc ccatctcctc aacctcaccc cagtcatgcc cacatagtct <210> 55 cttctccagc tttgtcagcc ccatctcctc aacctcaccc cagtcatgcc cacatagtct <210> 55
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 55 <400> 55
gcagctttga gtccacacct ctgtctacgc agcagctatg ccgccgtaca ccattgtgta <210> 56 gcagctttga gtccacacct ctgtctacgc agcagctatg ccgccgtaca ccattgtgta <210> 56
く 211> 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 56 <400> 56
agtcaactac cccctttcct caaactctca tatacccgat ggacaggtct ctggaacatt <210> 57 agtcaactac cccctttcct caaactctca tatacccgat ggacaggtct ctggaacatt <210> 57
<211> 60 <211> 60
<212> DNA . <212> DNA.
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 57 <400> 57
ccctcataac tgtccgccca cacccaatgg ctttctgaga gaagcaccac tctggttagc <210> 58 ccctcataac tgtccgccca cacccaatgg ctttctgaga gaagcaccac tctggttagc <210> 58
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く棚〉 58 Shelf> 58
accgcagaaa atatgcccgg cgtcccgtct aaggagacca atccatacaa ccattccccg 60 <210> 59 accgcagaaa atatgcccgg cgtcccgtct aaggagacca atccatacaa ccattccccg 60 <210> 59
<211> 60 <211> 60
<212> DNA ' <212> DNA ''
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 59 <400> 59
gagcttgctg tgagaacgtg atcggatata tgcccatccc tgttggagtg gcaggacctc 60 <210> 60 gagcttgctg tgagaacgtg atcggatata tgcccatccc tgttggagtg gcaggacctc 60 <210> 60
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 60 <400> 60
tgcagagcga tttgttgttg aggcaggaaa gctcttgggt ggactggaca tgctcattct 60 く 210〉 61 tgcagagcga tttgttgttg aggcaggaaa gctcttgggt ggactggaca tgctcattct 60 ku 210〉 61
<211> 60 <211> 60
く 212> DNA 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 61 <400> 61
ctgaatcagg ccgctctgta ccgcctcagt ggagactcga atcctttaca cattgacccg 60 く 210〉 62 ctgaatcagg ccgctctgta ccgcctcagt ggagactcga atcctttaca cattgacccg 60 ku 210〉 62
<211> 60 - く 212〉 DNA <211> 60-K 212> DNA
く 213〉 Rattus norvegicus 213〉 Rattus norvegicus
<400> 62 gtcttctctc gcttctcact ttaggaggcc caaaacccac tccaaccgca tctaccgcat <210> 63 · <400> 62 gtcttctctc gcttctcact ttaggaggcc caaaacccac tccaaccgca tctaccgcat <210> 63
く 211> 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 63 C 400> 63
attatatctt ggacctgcag atcgccctgg actcgcaccc cactatcgtc agcctgcacc く 210〉 64 attatatctt ggacctgcag atcgccctgg actcgcaccc cactatcgtc agcctgcacc ku 210〉 64
く 211〉 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 64 <400> 64
aacgagcaca agtcagtctg aggtaggggc ctttcagtgg gttcagggag gaaggttagc <210> 65 aacgagcaca agtcagtctg aggtaggggc ctttcagtgg gttcagggag gaaggttagc <210> 65
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400〉 65 C 400> 65
gaaaaccaaa cccggcaggt ggtgtgtgac cttgggaacc cgaagaaggc tggaactcaa <210> 66 gaaaaccaaa cccggcaggt ggtgtgtgac cttgggaacc cgaagaaggc tggaactcaa <210> 66
く 211> 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400〉 66 C 400> 66
tgagcacggt tcccagtttg ccatgcgttt tgatgactga tagaccaaag tcttattcct <210> 67 tgagcacggt tcccagtttg ccatgcgttt tgatgactga tagaccaaag tcttattcct <210> 67
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
gi1 rt norvec23>atus < gi1 rt norvec23> atus <
TOis norvec 13>ttu.. TOis norvec 13> ttu ..
ggggggg ggggTOgg caccttcccaaacat acat:ccttccatccaat acaaaaa σϋ actat... g norveicus213>ttus <.. ggggggg ggggTOgg caccttcccaaacat acat: ccttccatccaat acaaaaa σϋ actat ... g norveicus213> ttus <..
g noricusttusve.. ggggggggggTOcca caacaccta ctc cacrtcaacc acattctatatactttccccadccc TOO.... ,.... g noricusttusve .. ggggggggggTOcca caacaccta ctc cacrtcaacc acattctatatactttccccadccc TOO ...., ....
60 TO <213>?aftlrlls novecus. 60 TO <213>? Aftlrlls novecus.
ggggTOggg g aatcacggtctc acaata acccaaaacc ctaccac ataccaaacaacaccc 60.ggggTOggg g aatcacggtctc acaata acccaaaacc ctaccac ataccaaacaacaccc 60.
g 21 R3>asu nrvisoecus g 21 R3> asu nrvisoecus
gggggggggg gggtccttccgg cttaattctcactctttacattcatcactc atetacl 60......-........ g <213 nrvittusoecus.. gggggggggg gggtccttccgg cttaattctcactctttacattcatcactc atetacl 60 ......-........ g <213 nrvittusoecus ..
TOgMg ggggg ¾¾OT ctacagatt aataccacc ctccaaccattccrfowOrf caicaatc 60..... g 13V nrvioecus く 212〉 DNA TOgMg ggggg ¾¾OT ctacagatt aataccacc ctccaaccattccrfowOrf caicaatc 60 ..... g 13V nrvioecus K 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 77 <400> 77
gagtggcggg gaggagtgct tccttatcag tcagttttgt tgtgaggtca ggaaggacga 60 <210> 78 gagtggcggg gaggagtgct tccttatcag tcagttttgt tgtgaggtca ggaaggacga 60 <210> 78
く 211> 60 C 211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
く棚〉 78 ' Ku shelf> 78 '
ttcttgtaag gacgaagcgg gactggcttg tgaaacaaag aggctgggat gggtttgtgg 60 <210> 79 ttcttgtaag gacgaagcgg gactggcttg tgaaacaaag aggctgggat gggtttgtgg 60 <210> 79
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 79 <400> 79
caccaccacc acagttgcag aaaagtacaa acaccgaggg gagggagagc gcaaagacat 60 <210> 80 caccaccacc acagttgcag aaaagtacaa acaccgaggg gagggagagc gcaaagacat 60 <210> 80
<211> 60 <211> 60
く 212> DNA 212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 80 <400> 80
aaatatcgag atgtcagatc tgtccttcag caaggactgg tctttctaca tcctggctca 60 <210> 81 aaatatcgag atgtcagatc tgtccttcag caaggactgg tctttctaca tcctggctca 60 <210> 81
<211> 60 <211> 60
〈212〉 DNA <212> DNA
<213> Rattus norvegicus · <213> Rattus norvegicus ·
<400> 81 <400> 81
aagccatcct tcgagtcttc cagcccaaag ccgtctggct gaaattgagt aaccgtttga 60 <210> 82 く 211〉 60 aagccatcct tcgagtcttc cagcccaaag ccgtctggct gaaattgagt aaccgtttga 60 <210> 82 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400〉 82 C 400> 82
tatcggcctc ctgtactccc tgagcggacc ggatctctct acagccctca ttcacttcag く 210〉 83 tatcggcctc ctgtactccc tgagcggacc ggatctctct acagccctca ttcacttcag ku 210〉 83
く 211〉 60 C 211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus' <213> Rattus norvegicus'
〈棚〉 83 <Shelf> 83
accgctgttc ttcgagtctt gctgcacgcc ccgttctgtg tttatccacc cgtaatgatg <210> 84 accgctgttc ttcgagtctt gctgcacgcc ccgttctgtg tttatccacc cgtaatgatg <210> 84
く 211> 60 C 211> 60
く 212> DNA 212> DNA
く 213〉 Rattus norvegicus 213〉 Rattus norvegicus
く 400〉 84 C 400> 84
tcgcagtccc cacctggtgt tctttctagc catctacagt acagtcatgc actcaaatta <210> 85 tcgcagtccc cacctggtgt tctttctagc catctacagt acagtcatgc actcaaatta <210> 85
く 211〉 60 C 211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400〉 85 C 400> 85
tggagagacc aaccccgcag actctaagcc tgggaccata cgaggagact tttgcattca く 210> 86 tggagagacc aaccccgcag actctaagcc tgggaccata cgaggagact tttgcattca nice 210> 86
く 211> 60 C 211> 60
<212> DNA - <213> Rattus norvegicus <212> DNA-<213> Rattus norvegicus
く 400〉 86 C 400> 86
attgttctat tgtggactac tgaatctctc tcctctcccc cgtcccctat tctcccttcc <210> 87 attgttctat tgtggactac tgaatctctc tcctctcccc cgtcccctat tctcccttcc <210> 87
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 87 C 400> 87
aggagagcgg gatggaccgt caccctgcag cctgtgcttc tgctagtatc aatgtataga <210> 88 aggagagcgg gatggaccgt caccctgcag cctgtgcttc tgctagtatc aatgtataga <210> 88
く 211〉 60 C 211> 60
<212> DNA ' <212> DNA ''
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 88 <400> 88
gtcctcaccc aagtcagaaa ggcttaacat tcctacctcc aaggcaaaca tcccaaatca <210> 89 gtcctcaccc aagtcagaaa ggcttaacat tcctacctcc aaggcaaaca tcccaaatca <210> 89
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 89 <400> 89
ggactgtccc catgcccact ctacccccac tcctgtgcac ctcgattcta ttttccacaa <210> 90 ggactgtccc catgcccact ctacccccac tcctgtgcac ctcgattcta ttttccacaa <210> 90
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 90 <400> 90
gacatgtctc catgtcgagg tacttgttcc accacgcaga cctccctgag accccttcct <210> 91 gacatgtctc catgtcgagg tacttgttcc accacgcaga cctccctgag accccttcct <210> 91
<211> 60 . <212> DNA <211> 60. <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 91 atgtcagaag aggacttcga gaaagcattc aacgccaggt tcccggggtg catgaaaggt 60 <210> 92 <400> 91 atgtcagaag aggacttcga gaaagcattc aacgccaggt tcccggggtg catgaaaggt 60 <210> 92
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 92 <400> 92
atgctgtggt gatctcctgt gcaa&ggacg gggtgaagtt ttctgcgagt ggggagcttg 60 <210> 93 atgctgtggt gatctcctgt gcaa & ggacg gggtgaagtt ttctgcgagt ggggagcttg 60 <210> 93
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 93 <400> 93
cgtggggaaa actgcttgaa ggagcggagg agccgattgt gtactcggat gatgaagaac 60 く 210> 94 cgtggggaaa actgcttgaa ggagcggagg agccgattgt gtactcggat gatgaagaac 60 ku 210> 94
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 94 <400> 94
agcctgatct ttccccaaca ctccacagcc ttggatccgc ccactttcac ttttcccttg 60 <210> 95 agcctgatct ttccccaaca ctccacagcc ttggatccgc ccactttcac ttttcccttg 60 <210> 95
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 95 <400> 95
aagacggcac tagcctccat ccagcctcca tctttgtgta cacctgcatg caagaagacc 60 <210> 96 . aagacggcac tagcctccat ccagcctcca tctttgtgta cacctgcatg caagaagacc 60 <210> 96.
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
g ttaacactt g ttaacactt
ggOT cacttacacc aaa atcacarfct 60.. ggOT cacttacacc aaa atcacarfct 60 ..
ggggg atccac accaaaccctatcttc accaccccac caaaaccaca acataatt 60..ggggg atccac accaaaccctatcttc accaccccac caaaaccaca acataatt 60 ..
g 21>3attus norveicus. g 21> 3attus norveicus.
TOgggggsTOTOgTOTOgggacccac attaaac rtrtrtrfrfsaacttt caatcctcc tttct.......TOgggggsTOTOgTOTOgggacccac attaaac rtrtrtrfrfsaacttt caatcctcc tttct .......
g Rs norviattuecus g Rs norviattuecus
ggggg ggTOggggggggaatatcattcatacacacctctttacaaa ataac 6act0......- <213> Rattus norvegicus ggggg ggTOggggggggaatatcattcatacacacctctttacaaa ataac 6act0 ......- <213> Rattus norvegicus
<400> 101 <400> 101
agcaagcaga tgtggtagtg gcggaagtga cacagccatc cttgggtgtt ggctatgaac <210> 102 agcaagcaga tgtggtagtg gcggaagtga cacagccatc cttgggtgtt ggctatgaac <210> 102
<211> 60 <211> 60
<212> DNA <212> DNA
ぐ 213〉 Rattus norvegicus Gu 213> Rattus norvegicus
<400> 102 <400> 102
gcggcgctac gccaggaccg a'tgggaaggt tttccagttt cttaatgcca aatgtgagtc <210> 103 gcggcgctac gccaggaccg a'tgggaaggt tttccagttt cttaatgcca aatgtgagtc <210> 103
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 103 <400> 103
ggcgtgacaa agggcaaagg ctacaaaggg gtgaccagtc gttggcatac aaagaagctg <210> 104 ggcgtgacaa agggcaaagg ctacaaaggg gtgaccagtc gttggcatac aaagaagctg <210> 104
く 211〉 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 104 <400> 104
ccctctacag aatgggtttt cccgaagctg ccagctcctt cagaacgcac cagatttcag <210> 105 ccctctacag aatgggtttt cccgaagctg ccagctcctt cagaacgcac cagatttcag <210> 105
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 105 - ggagaacgca aaccgtccag cgcagcttac cagaaggcac ccactaagga gttttatgca <210> 106 <400> 105-ggagaacgca aaccgtccag cgcagcttac cagaaggcac ccactaagga gttttatgca <210> 106
<211> 60 <212> DNA <211> 60 <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 106 C 400> 106
gaggccgtcc ccatgtctct gccccctcaa gtgaagttcg accacccttt cattttcatg 60 <210> 107 gaggccgtcc ccatgtctct gccccctcaa gtgaagttcg accacccttt cattttcatg 60 <210> 107
<211> 60 <211> 60
<212> DNA <212> DNA
く 213> Rattus norvegicus 213> Rattus norvegicus
<400> 107 ' <400> 107 '
catgacacca cacttactgg ctacctcctc cctgatgccc ttctctggct ttctgatggg 60 <210> 108 catgacacca cacttactgg ctacctcctc cctgatgccc ttctctggct ttctgatggg 60 <210> 108
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 108 C 400> 108
tcaatcactg agggctttct gttctgttga ccttgtgtct cacatgctca cggatggggc 60 〈210〉 109 tcaatcactg agggctttct gttctgttga ccttgtgtct cacatgctca cggatggggc 60 <210> 109
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く棚〉 109 Shelf> 109
cacagatgtg attggaaacc ctgaggagga gagacgagct gctttctacc accagccctg 60 く 210〉 110 cacagatgtg attggaaacc ctgaggagga gagacgagct gctttctacc accagccctg 60 ku 210〉 110
く 211〉 60 C 211> 60
<212> DNA <212> DNA
<213> Rat tus norvegicus . <213> Rat tus norvegicus.
く棚〉 110 Shelf> 110
aggcaagcgg tgaaccagtt gtggtgtcag gacagattac aggattaact gaaggcgagc 60 <210> 111 gggTOggTOggOTg ggggggTOg aattat atac cacacaatlcaaa attatc 60-.. gg gggTOggggcatccaaataaac aaacc06.aggcaagcgg tgaaccagtt gtggtgtcag gacagattac aggattaact gaaggcgagc 60 <210> 111 gggTOggTOggOTg ggggggTOg aattat atac cacacaatlcaaa attatc 60-.. gg gggTOggggcatccaaataaac aaacc06.
gTOggtcctac:a aCaatca cctttctt 60..,... gTOggtcctac: a aCaatca cctttctt 60 .., ...
ggggTOgggtaccaaa actcaatcaatcatt 60...-- gg ccccaccacctct cccccttccatta06....-- g <2 n13 Ratusorveiscu.. <210> 116 ggggTOgggtaccaaa actcaatcaatcatt 60 ...-- gg ccccaccacctct cccccttccatta06 ....-- g <2 n13 Ratusorveiscu .. <210> 116
く 211〉 60 C 211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400〉 116 C 400> 116
gaagctgaga ctaagttgag gcaaatctgg ttggacatcg tcctgccctg acataagaca <210> 117 gaagctgaga ctaagttgag gcaaatctgg ttggacatcg tcctgccctg acataagaca <210> 117
<211> 60 <211> 60
く 212> DNA 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 117 <400> 117
agtgtgggtt ggttagggga aggcaaactg gtgagaacat ggatttctgt ggtgcaggca <210> 118 agtgtgggtt ggttagggga aggcaaactg gtgagaacat ggatttctgt ggtgcaggca <210> 118
<211> 60 <211> 60
<212> DNA <212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 118 <400> 118
gccacccatt atcgccttgg ttcgcccatc agagttgtaa gaaaatggca gacaagccgg く 210> 119 gccacccatt atcgccttgg ttcgcccatc agagttgtaa gaaaatggca gacaagccgg c 210> 119
<211> 60 <211> 60
く 212〉 DNA K 212> DNA
<213> Rattus norvegicus <213> Rattus norvegicus
く 400> 119 C 400> 119
ggctccctct catcagttcc atggcccaga ccctcacact cagatcatct tctcaaaact <210> 120 ggctccctct catcagttcc atggcccaga ccctcacact cagatcatct tctcaaaact <210> 120
く 211> 60 - く 212〉 DNA K 211> 60-K 212〉 DNA
<213> Rattus norvegicus <213> Rattus norvegicus
<400> 120 g1 w norvi <23>¾rtcwecus g gggTOgggccttccccact taaaaaa ctta 60.. gTOgggggcccaaat tttcctca acacaatc σϋ.. <400> 120 g1 w norvi <23> ¾rtcwecus g gggTOgggccttccccact taaaaaa ctta 60 .. gTOgggggcccaaat tttcctca acacaatc σϋ ..
gg aaaaata gg aaaaata
3oBB¾...ooS 3oBB¾ ... ooS
LZ\ く 00 丽 BpqniBq く ε > ma <ζιζ> LZ \ c 00 丽 BpqniBq c ε> ma <ζιζ>
09 <UZ> LZl <Q\Z> SSBOBBOBB^. BOOOO SEOO o .BOo¾..BBO BOSBS^OBOB BOOOOOSBO^. 09 <UZ> LZl <Q \ Z> SSBOBBOBB ^. BOOOO SEOO o .BOo¾..BBO BOSBS ^ OBOB BOOOOOSBO ^.
9ZI <00f> sno SaAJou snq.q.sji g|g 9ZI <00f> sno SaAJou snq.q.sji g | g
VNO <ZIZ> 09く πζ> 9Ζΐ <Q\Z> B^SISBBO^O Boo3..q.oS^ BSOOBSSBBS q.S3BSoooo. 05.035.050^5. SBOOBSSBBO VNO <ZIZ> 09 πζ> 9Ζΐ <Q \ Z> B ^ SISBBO ^ O Boo3..q.oS ^ BSOOBSSBBS q.S3BSoooo. 05.035.050 ^ 5. SBOOBSSBBO
SCT く 00 〉 SCT Ku 00〉
S9 S9
0Z0丽 SOOZ OAV 0Z0 丽 SOOZ OAV
Claims
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP2005513717A JPWO2005024020A1 (en) | 2003-09-05 | 2004-09-02 | Method for screening carcinogenicity of chemical substances |
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| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP2003314071 | 2003-09-05 | ||
| JP2003-314071 | 2003-09-05 |
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| Publication Number | Publication Date |
|---|---|
| WO2005024020A1 true WO2005024020A1 (en) | 2005-03-17 |
Family
ID=34269788
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| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| PCT/JP2004/013089 Ceased WO2005024020A1 (en) | 2003-09-05 | 2004-09-02 | Method of screening carcinogenecity of chemical |
Country Status (2)
| Country | Link |
|---|---|
| JP (1) | JPWO2005024020A1 (en) |
| WO (1) | WO2005024020A1 (en) |
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2007058623A1 (en) * | 2005-11-21 | 2007-05-24 | Singapore Health Services Pte Ltd | Methods of predicting hepatocellular carcinoma recurrence by the determination of hepatocellular carcinoma recurrence-associated molecular biomarkers |
| WO2008069342A1 (en) * | 2006-12-05 | 2008-06-12 | Incorporated Administrative Agency National Agriculture And Food Research Organization | Probe for determination of allergenicity or anti-allergenicity |
| WO2009001939A1 (en) | 2007-06-28 | 2008-12-31 | Nissin Foods Holdings Co., Ltd. | Marker gene for detection of tumor promoter, and method for detection of tumor promoter |
| JP2015008686A (en) * | 2013-06-28 | 2015-01-19 | 三菱レイヨン株式会社 | Method for evaluating the state of cells derived from liver cells or their precursor cells, and probes or probe sets and microarrays used in the method |
Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2003520027A (en) * | 1999-08-30 | 2003-07-02 | インサイト・ゲノミックス・インコーポレイテッド | Polycyclic aromatic hydrocarbon derived molecules |
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- 2004-09-02 WO PCT/JP2004/013089 patent/WO2005024020A1/en not_active Ceased
Patent Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
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| JP2003520027A (en) * | 1999-08-30 | 2003-07-02 | インサイト・ゲノミックス・インコーポレイテッド | Polycyclic aromatic hydrocarbon derived molecules |
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| LIZUKA N. ET AL.: "Oligonucleotide microarray for prediction of early intrahepatic recurrence of hepatocellular carcinoma after curative resection", THE LANCET, vol. 361, March 2003 (2003-03-01), pages 923 - 929, XP004414663 * |
| THAI S.F. ET AL.: "Altered gene expression in mouse livers after dichloroacetic acid exposure", MUTATION RESEARCH, vol. 543, March 2003 (2003-03-01), pages 167 - 180, XP002984207 * |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2007058623A1 (en) * | 2005-11-21 | 2007-05-24 | Singapore Health Services Pte Ltd | Methods of predicting hepatocellular carcinoma recurrence by the determination of hepatocellular carcinoma recurrence-associated molecular biomarkers |
| WO2008069342A1 (en) * | 2006-12-05 | 2008-06-12 | Incorporated Administrative Agency National Agriculture And Food Research Organization | Probe for determination of allergenicity or anti-allergenicity |
| WO2009001939A1 (en) | 2007-06-28 | 2008-12-31 | Nissin Foods Holdings Co., Ltd. | Marker gene for detection of tumor promoter, and method for detection of tumor promoter |
| EP2177609A4 (en) * | 2007-06-28 | 2011-03-30 | Nissin Foods Holdings Co Ltd | Marker gene for detection of tumor promoter, and method for detection of tumor promoter |
| JP2015008686A (en) * | 2013-06-28 | 2015-01-19 | 三菱レイヨン株式会社 | Method for evaluating the state of cells derived from liver cells or their precursor cells, and probes or probe sets and microarrays used in the method |
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| JPWO2005024020A1 (en) | 2006-11-02 |
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