CN108034712A - Diagnosisof Kawasaki Disease with Coronary Artery Involvement diagnosis of risk and detection kit - Google Patents

Diagnosisof Kawasaki Disease with Coronary Artery Involvement diagnosis of risk and detection kit Download PDF

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CN108034712A
CN108034712A CN201711452354.XA CN201711452354A CN108034712A CN 108034712 A CN108034712 A CN 108034712A CN 201711452354 A CN201711452354 A CN 201711452354A CN 108034712 A CN108034712 A CN 108034712A
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kawasaki disease
genes
reagent
associated gene
coronary artery
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裘峰
杨竞
黄敏
朱丹颖
宋思瑞
张泓
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SHANGHAI CENTER FOR BIOINFORMATION TECHNOLOGY
Shanghai Industrial Institute For Research And Technology
Shanghai City Children Hospital
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SHANGHAI CENTER FOR BIOINFORMATION TECHNOLOGY
Shanghai Industrial Institute For Research And Technology
Shanghai City Children Hospital
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Abstract

The present invention relates to biological technical field, specifically provides a kind of purposes of Kawasaki disease hazardous substance as biomarker in the kit for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk assessment is prepared, and the Kawasaki disease hazardous substance is selected from following one or more:The protein of mRNA, the Kawasaki disease associated gene or its fragment coding that Kawasaki disease associated gene or its fragment, the Kawasaki disease associated gene or its fragment are transcribed;Wherein, the Kawasaki disease associated gene includes following 1 ~ 8:CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 genes, the CD14 genes present invention can assess patients with Kawasaki disease and the Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk of suspicious infant, so that medical staff can take corresponding treatment or precautionary measures early.

Description

Diagnosisof Kawasaki Disease with Coronary Artery Involvement diagnosis of risk and detection kit
Technical field
The present invention relates to biological technical field, more particularly to a kind of Diagnosisof Kawasaki Disease with Coronary Artery Involvement diagnosis of risk and detection Kit.
Background technology
Kawasaki disease (Kawasaki disease, KD) is a kind of unknown children's systemic vasculitis of cause of disease, is that children obtain Property cardiopathic most commonly encountered diseases because one of, clinical manifestation is persistent fever, fash, cervical lymph node enlargement, and conjunctive bulbi fills Blood, acra and alteration in oral mucous membrane etc..
As treated not in time, the infant of a quarter is by concurrent coronary artery pathological changes.The infant of this quarter can claim For high-risk Kawasaki disease coronary artery infant.The coronaritis that KD triggers may cause vascular remodeling and reconstruction, cause endothelium to increase Raw and hemadostewnosis, blood vessel substantially thicken.And the coronal lesion of continuation that KD triggers has the very high cardiac complication general Rate, including thrombosis or narrow caused myocardial infarction.
The generation of coronary artery pathological changes can be prevented by generally carrying out medication in Kawasaki disease is fallen ill 10 days, but be fallen ill 10 days Medication afterwards, effect be not notable.Therefore, diagnosing early for Kawasaki disease has important meaning for the coronary artery pathological changes for preventing its initiation Justice, especially for high-risk Kawasaki disease coronary artery disease infant.
The Primary Reference of current diagnosis according to the clinical manifestation for being patient and blood routine detection data, as leucocyte, in Cell concentration, hemoglobin concentration, the blood such as property granulocyte, staff cell, lymphocyte, monocyte, eosinophils are small Plate concentration, C reactive protein concentration, alanine aminotransferase, glutamyl transferase, and the life of the physiology such as erythrocyte sedimentation rate (ESR) Change index.
Above-mentioned clinical indices are all that Kawasaki disease has fallen ill or even triggered during coronary artery pathological changes and showed, therefore, root It is difficult to timely diagnose Kawasaki disease and prevention coronary artery pathological changes according to These parameters, it is also difficult to find Kawasaki disease coronary artery disease The high-risk children of change.
The content of the invention
In view of the foregoing deficiencies of prior art, it is an object of the invention to provide one kind to be used for Kawasaki disease coronary artery The kit of lesion risk assessment, it can be estimated that the Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk of Patients with Kawasaki Disease or suspicious infant, with Just corresponding treatment or precautionary measures are taken early.
It is coronal for Kawasaki disease in preparation as biomarker that first aspect present invention provides Kawasaki disease hazardous substance Purposes in the kit of arterial disease risk assessment, the Kawasaki disease hazardous substance are selected from following one or more:Kawasaki disease Associated gene or its fragment, the mRNA of the Kawasaki disease associated gene or the transcription of its fragment, the Kawasaki disease associated gene or its The protein of fragment coding, wherein, the Kawasaki disease associated gene includes following 1~8:
CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 Gene, CD14 genes.
In a kind of possible implementation, the Kawasaki disease associated gene or its fragment are to associate SNP containing Kawasaki disease The nucleotide fragments in site.
It is coronal for Kawasaki disease in preparation that the second aspect of the present invention provides the reagent for being used to detect Kawasaki disease hazardous substance Purposes in the kit of arterial disease risk assessment, the Kawasaki disease hazardous substance are selected from following one or more:
MRNA, the Kawasaki of Kawasaki disease associated gene or its fragment, the Kawasaki disease associated gene or the transcription of its fragment The protein of sick associated gene or its fragment coding;Wherein,
The Kawasaki disease associated gene includes following 1~8:
CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 Gene, CD14 genes.
In a kind of possible implementation, the reagent for being used to detect Kawasaki disease hazardous substance is used to obtain Kawasaki disease Associate SNP site.
In a kind of possible implementation, the reagent for being used to detect Kawasaki disease hazardous substance is in following reagent It is any:
Reagent needed for the PCR amplification of mutational site, reagent needed for ARMs augmentation detections, reagent, life needed for blend curve amplification Reagent needed for thing chip array, reagent needed for Sanger sequencings, reagent needed for high-flux sequence.
In a kind of possible implementation, the reagent for being used to detect Kawasaki disease related substances includes the Kawasaki disease Associated gene or the corresponding primer of its fragment, probe;
Wherein described probe is specially the derivative of biotin, fluorescence probe or fluorescence probe, and the fluorescence probe spreads out Biology includes any of FAM, TET, JOE, HEX, ROX, AlexaFour 488, Quasar670, Texas Red, Cy3.
In a kind of possible implementation, the reagent for being used to detect Kawasaki disease related substances is used to detect subject The reagent of Kawasaki disease related substances in biological sample;Wherein, subject's biological sample is selected from any one of following:
The peripheral blood of subject, urine, saliva, in mouth epithelial cells.
The third aspect of the present invention, there is provided a kind of kit for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk assessment, it is special Sign is, including the reagent for being used to detect Kawasaki disease related substances.
Further, the kit further includes the standard sample of the single nucleotide polymorphism of Kawasaki disease associated gene.
The fourth aspect of the present invention, there is provided a kind of computer-readable recording medium of storage program, it is described computer-readable Storage medium includes instruction, when described instruction is computer-executed so that the computer performs following steps:
(1) subject's Kawasaki disease associated gene or the nucleotide sequence information of its fragment are received;Wherein, the Kawasaki disease closes Symbasis is because including following 1~8:
CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 Gene, CD14 genes;
(2) according to assessment models at least to the nucleotide sequence information of subject's Kawasaki disease associated gene or its fragment Assessed, judge whether the subject is the high-risk person of Diagnosisof Kawasaki Disease with Coronary Artery Involvement.
In a kind of possible implementation, the Kawasaki disease associated gene or its fragment are to associate SNP containing Kawasaki disease The nucleotide fragments in site.
In a kind of possible implementation, the assessment models are the Kawasaki disease associated genes according to patients with Kawasaki disease What the nucleotide sequence information of nucleotide sequence information and the Kawasaki disease associated gene of non-patients with Kawasaki disease was drawn, wherein, it is described Patients with Kawasaki disease includes Kawasaki disease coronary artery on-expansible patient and Coronary Artery Dilatation in Kawasaki Disease patient.
In a kind of possible implementation, the river using the caret bags in R language to the sample of some known mutations types The corresponding training dataset of rugged disease associated gene is trained, and obtains the assessment models used in R language environments.
In a kind of possible implementation, using the LAD methods in " train " function in caret bags come to being obtained The training dataset obtained is trained acquisition assessment models.
Compared with prior art, the present invention has the advantages that:
Provided by the present invention for detecting the reagent of Kawasaki disease hazardous substance, being commented for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk The kit estimated, it can be estimated that patients with Kawasaki disease and the Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk of suspicious infant, so that medical care Personnel can take corresponding treatment or precautionary measures early.
Brief description of the drawings
Fig. 1 is a kind of assessment mould calculated for assessing Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk provided in an embodiment of the present invention The flow diagram of type.
Embodiment
The main reason for Kawasaki disease is acquired heart disease in children, the Kawasaki disease case more than 80% come across 6 months to 4 In the age in year.The reason for Kawasaki disease is unknown, although and it is infectious agent (infectious agent) to suspect, lose Pass and environment seems also to work in the disease.Kawasaki disease is diagnosed and can only realized by the combination of Clinical symptoms at present, Therefore quick diagnosis is impossible.Unfortunately, delayed diagnosis (and caused delay in the appropriate treatment of application) causes The probability increase of severe complication.In fact, coronary aneurysm is formed in the patient of up to 20% untreated, and only 5% patient through treatment forms such aneurysm.Therefore, Kawasaki disease fast diagnosis method and Diagnosisof Kawasaki Disease with Coronary Artery Involvement Methods of risk assessment has very important meaning in clinical diagnosis field.
Whole-genome association (Genome-wide association study, GWAS) has been successfully used to multiple Miscellaneous disease medium-high frequency hereditary variation.High frequency single nucleotide polymorphism (the Single Nucleotide that GWAS can be detected Polymorphisms, SNP) it can only explain sub-fraction hereditary variability.With the development of high throughput sequencing technologies, people is studied Member has found that more and more evidences support low frequency to be mutated the effect in complex inheritance disease.However, widespread practice is high The variation of frequency and low frequency is associated analysis respectively.
The present invention is coronal dynamic for Kawasaki disease using a kind of method of the Conjoint Analysis of high and low frequency variation comprehensive effect The genome sequence of arteries and veins expansion patient, Kawasaki disease coronary artery on-expansible patient and non-patients with Kawasaki disease are associated analysis, It is found that and Kawasaki disease, particularly the closely related gene of Coronary Artery Dilatation in Kawasaki Disease, is referred to as Kawasaki disease associated gene.River Rugged disease associated gene specifically includes CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B Gene, CXCL14 genes, CD14 genes, the particularly single nucleotide polymorphism and Kawasaki disease of these genes, Kawasaki disease are coronal dynamic Arteries and veins expansion is closely related, can be coronal according to the early diagnosis of 1~8 progress Kawasaki disease in this 8 genes and Kawasaki disease Arterial disease risk assessment.
Before the specific embodiment of the invention is further described, it should be appreciated that protection scope of the present invention is not limited to down State specific specific embodiment;It is also understood that the term used in the embodiment of the present invention is specific specific in order to describe Embodiment, the protection domain being not intended to be limiting of the invention;In description of the invention and claims, unless in text In addition explicitly point out, singulative "one", " one " and " this " include plural form.
When embodiment provides number range, it should be appreciated that except non-invention is otherwise noted, two ends of each number range Any one numerical value can be selected between point and two endpoints.Unless otherwise defined, in the present invention all technologies for using and Scientific terminology is identical with the normally understood meaning of those skilled in the art of the present technique.Except used in embodiment specific method, equipment, Outside material, according to grasp of the those skilled in the art to the prior art and the record of the present invention, it can also use and this Any method, equipment and the material of the similar or equivalent prior art of method, equipment described in inventive embodiments, material come real The existing present invention.
Unless otherwise stated, disclosed in this invention experimental method, detection method, preparation method using this technology lead Molecular biology, biochemistry, chromatin Structure and the analysis of domain routine, analytical chemistry, cell culture, recombinant DNA technology and The routine techniques of association area.These technologies existing perfect explanation in the prior art, for details, reference can be made to Sambrook etc. MOLECULAR CLONING:A LABORATORY MANUAL, Second edition, Cold Spring Harbor Laboratory Press, 1989and Third edition, 2001;Ausubel etc., CURRENT PROTOCOLS IN MOLECULAR BIOLOGY, John Wiley&Sons, New York, 1987and periodic updates;the Series METHODS IN ENZYMOLOGY, Academic Press, San Diego;Wolffe, CHROMATIN STRUCTURE AND FUNCTION, Third edition, Academic Press, San Diego, 1998;METHODS IN ENZYMOLOGY, Vol.304, Chromatin (P.M.Wassarman and A.P.Wolffe, eds.), Academic Press, San Diego, 1999;With METHODS IN MOLECULAR BIOLOGY, Vol.119, Chromatin Protocols (P.B.Becker, ed.) Humana Press, Totowa, 1999 etc..
Hereafter the technical solution of the embodiment of the present invention is further illustrated with specific embodiment 1.
Embodiment 1
For 116 patients with Kawasaki disease (including Coronary Artery Dilatation in Kawasaki Disease patient and Kawasaki disease coronary artery on-expansible Patient) and 10 healthy volunteers, 1~2 milliliter of peripheral blood is respectively taken in EDTA anticoagulant tubes, extracts genomic DNA, wherein 1ug DNA is prepared for high throughput library, and is multiplied by using Roche targeting enrichment sequencings, target area sequencing depth 150.Survey Ordinal number is obtained according to by Quality Control and the comparison of BWA softwares, the processing of Picard and GATK software tools, and the processing of GATK VQSR programs The genome nucleotide sequence information of each sample is obtained, and then learns the SNP site catastrophe of each sample.
It is as shown in Figure 1, non-to Coronary Artery Dilatation in Kawasaki Disease patient and Kawasaki disease coronary artery using SKAT algorithm models Expansion patient genome nucleotide sequence information (the SNP site catastrophe for including each sample) analyzed, find with Coronary Artery Dilatation in Kawasaki Disease patient compares, and sharing 70 genes may be associated with Coronary Artery Dilatation in Kawasaki Disease patient.Adopt With patients with Kawasaki disease (including Coronary Artery Dilatation in Kawasaki Disease patient and Kawasaki disease coronary artery on-expansible patient) and health aspiration The genome nucleotide sequence information (the SNP site catastrophe for including each sample) of person is analyzed, and is found and healthy will Hope person compares, and sharing 51 genes may be associated with patients with Kawasaki disease.After overlapping (overlap), 8 genes and Kawasaki are shared Sick coronary artery expansion patient is associated, this 8 genes, that is, CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 bases Cause, BMP2 genes, ACVR2B genes, CXCL14 genes, CD14 genes.This 8 genes are related to coronary artery pathological changes excessive risk altogether Polymorphic site 143.It should be noted that SKAT algorithm models, which are one kind, is used for single nucleotide polymorphism set (for example, base Because or region) horizontal checkout algorithm model, for the pass between one group of rare (or common) variation and two points or quantitative phenotype Connection, SKAT polymerize the individual scoring test statistics of SNP in SNP groups, and effectively calculate the horizontal p value of SNP collection, such as gene or region Horizontal p value, while covariant is adjusted, such as principal component, to explain that population is layered.SKAT also allows to carry out power/sample size meter Calculate, for implementation sequence association study.The conspicuousness score value of the mutation of each gene in the present embodiment is provided by SKAT softwares.
Next, assessment models of the structure for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk assessment, specific method are as follows:
Sample Kawasaki disease associated gene corresponding instruction of the caret bags in R language to some known mutations types can be utilized Practice data set to be trained, obtain the assessment models used in R language environments.Specifically, it can use in caret bags LAD methods in " train " function are trained acquisition assessment models to the training dataset obtained.
Under normal circumstances, in order to higher accuracy rate, 8 genes, that is, CD247 bases of 50 sample above can be used Cause, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 genes, CD14 genes SNP mutation situation establishes assessment models as training dataset.Preferably, 8 bases of the sample of more than 60 may be selected The SNP mutation situation of cause establishes assessment models as training dataset.Further, it may be selected described the 8 of 70 sample above The SNP mutation situation of a gene establishes assessment models as training dataset.Yet further, 80 sample above may be selected 8 genes SNP mutation situation as training dataset, establish assessment models.As an example, the present embodiment is selected The SNP mutation situation of 8 genes of 87 samples establishes assessment models as training dataset.
The caret bags in R language are initially entered, prepare training dataset, the training using " trainControl " Data set is 8 genes, that is, CD247 genes of 75% sample in 116 samples, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 genes, the SNP mutation situation of CD14 genes.Can be to catastrophe Carry out self-defined, such as be denoted as 0, if homozygous mutation is denoted as 1, if heterozygous mutant is denoted as 2 without mutation.Next selection LAD methods in " train " function are trained the training dataset obtained.Default parameters, that is, cross validation is set Number, is set to 10 times, obtains the assessment models used in R language environments in the present embodiment.
Using the SNP site catastrophe of remaining 25% sample in 116 samples as validation data set, utilize " accuracy rate " index weighs the good and bad degree of the assessment models.
Specific method is:Into the caret bags in R language, open what obtained described used in R language environments Assessment models, input the validation data set, and the validation data set is 8 of remaining 25% sample in 116 samples A gene, that is, CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 If the SNP mutation situation of gene, CD14 genes is denoted as 0, if homozygous mutation is denoted as 1, if heterozygous mutant without mutation 2 are denoted as, assessment is completed using " predict " function in caret bags.Sample directly can be judged excessive risk Kawasaki disease by the function Coronary artery pathological changes sample or low-risk Diagnosisof Kawasaki Disease with Coronary Artery Involvement sample.
The true Diagnosisof Kawasaki Disease with Coronary Artery Involvement situation that the assessment result of acquisition and 29 samples are had determined carries out Compare, sensitiveness 80%, specificity is 94%, accuracy rate 90%.Wherein, the sensitiveness refers in positive prediction result The percentage of " true positives ", sensitiveness more show that the prediction model can detect the patient of " true positives " closer to 100%.Institute The percentage that specificity refers in negative prediction result " true negative " is stated, specificity more shows the prediction mould closer to 100% Type can exclude " false negative " patient.The accuracy rate refers in all prediction results the percentage of " true positives " and " true negative ", Accuracy rate more shows that the model can detect excessive risk patient, can also detect low-risk patient closer to 100%.
However, remaining 25% sample in 116 samples is judged into coronary artery using Kobayashi clinical symptoms Risk, sensitiveness is 14%, and specificity is 86%, accuracy rate 69%.
The above-described embodiments merely illustrate the principles and effects of the present invention, not for the limitation present invention.It is any ripe Know the personage of this technology all can carry out modifications and changes under the spirit and scope without prejudice to the present invention to above-described embodiment.Cause This, those of ordinary skill in the art is complete without departing from disclosed spirit and institute under technological thought such as Into all equivalent modifications or change, should by the present invention claim be covered.

Claims (13)

1. Kawasaki disease hazardous substance is preparing the reagent for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk assessment as biomarker Purposes in box,
The Kawasaki disease hazardous substance is selected from following one or more:
Kawasaki disease associated gene or its fragment, the mRNA of the Kawasaki disease associated gene or the transcription of its fragment, the Kawasaki disease close Symbasis because or its fragment coding protein;Wherein,
The Kawasaki disease associated gene includes following 1~8:
CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 genes, CD14 genes.
2. purposes according to claim 1, it is characterised in that the Kawasaki disease associated gene or its fragment is contain Kawasaki The nucleotide fragments of disease association SNP site.
3. preparing the reagent for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk assessment for the reagent for detecting Kawasaki disease hazardous substance Purposes in box,
The Kawasaki disease hazardous substance is selected from following one or more:
Kawasaki disease associated gene or its fragment, the mRNA of the Kawasaki disease associated gene or the transcription of its fragment, the Kawasaki disease close Symbasis because or its fragment coding protein;Wherein,
The Kawasaki disease associated gene includes following 1~8:
CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 genes, CD14 genes.
4. purposes according to claim 3, it is characterised in that the reagent for being used to detect Kawasaki disease hazardous substance is used for Obtain Kawasaki disease association SNP site.
5. purposes according to claim 3, it is characterised in that the reagent for being used to detect Kawasaki disease hazardous substance is selected from Any of following reagent:
Reagent needed for the PCR amplification of mutational site, reagent needed for ARMs augmentation detections, reagent, biological core needed for blend curve amplification Reagent needed for chip arrays, reagent needed for Sanger sequencings, reagent needed for high-flux sequence.
6. purposes according to claim 3, it is characterised in that the reagent for being used to detect Kawasaki disease related substances includes The Kawasaki disease associated gene or the corresponding primer of its fragment, probe;
Wherein described probe is specially the derivative of biotin, fluorescence probe or fluorescence probe, the derivative of the fluorescence probe Including any of FAM, TET, JOE, HEX, ROX, AlexaFour 488, Quasar670, Texas Red, Cy3.
7. purposes according to claim 3, it is characterised in that the reagent for being used to detect Kawasaki disease related substances is used for Detect the reagent of the Kawasaki disease related substances in subject's biological sample;Wherein, subject's biological sample is selected from following One:
The peripheral blood of subject, urine, saliva, in mouth epithelial cells.
8. a kind of kit for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk assessment, it is characterised in that appoint including claim 2-8 In purposes described in one, the reagent for being used to detect Kawasaki disease related substances.
9. the kit according to claim 8 for Diagnosisof Kawasaki Disease with Coronary Artery Involvement risk assessment, it is characterised in that also The standard sample of single nucleotide polymorphism including Kawasaki disease associated gene.
10. a kind of computer-readable recording medium of storage program, it is characterised in that the computer-readable recording medium includes Instruction, when described instruction is computer-executed so that the computer performs following steps:
(1) subject's Kawasaki disease associated gene or the nucleotide sequence information of its fragment are received;Wherein, the Kawasaki disease association base Because including following 1~8:
CD247 genes, TNFRSF1A genes, SMAD2 genes, MMP9 genes, BMP2 genes, ACVR2B genes, CXCL14 genes, CD14 genes;
(2) at least the nucleotide sequence information of subject's Kawasaki disease associated gene or its fragment is carried out according to assessment models Assessment, judges whether the subject is the high-risk person of Diagnosisof Kawasaki Disease with Coronary Artery Involvement.
11. the computer-readable recording medium of storage program according to claim 10, it is characterised in that the assessment mould Type is to be associated according to the nucleotide sequence information of the Kawasaki disease associated gene of patients with Kawasaki disease with the Kawasaki disease of non-patients with Kawasaki disease What the nucleotide sequence information of gene was drawn, wherein, the patients with Kawasaki disease include Kawasaki disease coronary artery on-expansible patient and Coronary Artery Dilatation in Kawasaki Disease patient.
12. the computer-readable recording medium of storage program according to claim 10, it is characterised in that utilize R language In caret bags the corresponding training dataset of Kawasaki disease associated gene of the sample of some known mutations types is trained, obtain Obtain the assessment models used in R language environments.
13. the computer-readable recording medium of storage program according to claim 12, it is characterised in that using caret LAD methods in " train " function in bag are trained acquisition assessment models to the training dataset obtained.
CN201711452354.XA 2017-12-28 2017-12-28 Diagnosisof Kawasaki Disease with Coronary Artery Involvement diagnosis of risk and detection kit Pending CN108034712A (en)

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CN114073770A (en) * 2020-08-21 2022-02-22 广州市妇女儿童医疗中心 Application of MCM8-cGAS-STING-I type interferon signal channel as disease target
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