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Use of Systems Biology Approaches to Analysis of Genome-Wide Association Studies of Myocardial Infarction and Blood Cholesterol in the Nurses Health Study and Health Professionals’ Follow-Up Study

机译:在护士健康研究和卫生专业人员的随访研究中使用系统生物学方法分析全基因组心肌梗塞和血胆固醇的关联性研究

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摘要

With the advance of genome-wide association studies and newly identified SNP (single-nucleotide polymorphism) associations with complex disease, important discoveries have emerged focusing not only on individual genes but on disease-associated pathways and gene sets. The authors used prospective myocardial infarction case-control studies nested in the Nurses’ Health and Health Professionals Follow-Up Studies to investigate genetic variants associated with myocardial infarction or LDL, HDL, triglycerides, adiponectin and apolipoprotein B (apoB). Using these case-control studies to illustrate an integrative systems biology approach, the authors applied SNP set enrichment analysis to identify gene sets where expression SNPs representing genes from these sets show enrichment in their association with endpoints of interest. The authors also explored an aggregate score approach. While power limited one’s ability to detect significance for association of individual loci with myocardial infarction, the authors found significance for loci associated with LDL, HDL, apoB and triglycerides, replicating previous observations. Applying SNP set enrichment analysis and risk score methods, the authors also found significance for three gene sets and for aggregate scores associated with myocardial infarction as well as for loci-related to cardiovascular risk factors, supporting the use of these methods in practice.
机译:随着全基因组关联研究的进展以及新近发现的SNP(单核苷酸多态性)与复杂疾病的关联,已经出现了重要发现,不仅关注单个基因,而且关注疾病相关的途径和基因集。作者使用了嵌套在“护士健康与卫生专业人员随访研究”中的前瞻性心肌梗死病例对照研究,以研究与心肌梗死或LDL,HDL,甘油三酸酯,脂联素和载脂蛋白B(apoB)相关的遗传变异。作者使用这些病例对照研究来说明综合系统生物学方法,作者应用SNP集富集分析来鉴定基因集,其中代表这些集基因的表达SNP在与目标终点的关联中显示出富集。作者还探讨了总评分方法。尽管能力限制了人们检测与单个基因位与心肌梗死相关性的意义的能力,但作者发现了与LDL,HDL,apoB和甘油三酸酯相关的基因位的意义,复制了先前的观察结果。通过应用SNP集富集分析和风险评分方法,作者还发现了与心肌梗死相关的三个基因集和总评分以及与心血管疾病危险因素相关的基因座的意义,支持在实践中使用这些方法。

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