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An Integrative Genomics Approach to Biomarker Discovery in Breast Cancer

机译:乳腺癌中生物标记物发现的综合基因组学方法

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摘要

Genome-wide association studies (GWAS) have successfully identified genetic variants associated with risk for breast cancer. However, the molecular mechanisms through which the identified variants confer risk or influence phenotypic expression remains poorly understood. Here, we present a novel integrative genomics approach that combines GWAS information with gene expression data to assess the combined contribution of multiple genetic variants acting within genes and putative biological pathways, and to identify novel genes and biological pathways that could not be identified using traditional GWAS. The results show that genes containing SNPs associated with risk for breast cancer are functionally related and interact with each other in biological pathways relevant to breast cancer. Additionally, we identified novel genes that are co-expressed and interact with genes containing SNPs associated with breast cancer. Integrative analysis combining GWAS information with gene expression data provides functional bridges between GWAS findings and biological pathways involved in breast cancer.
机译:全基因组关联研究(GWAS)已成功鉴定出与乳腺癌风险相关的遗传变异。但是,所鉴定的变体通过其赋予风险或影响表型表达的分子机制仍然知之甚少。在这里,我们提出了一种新颖的整合基因组学方法,该方法将GWAS信息与基因表达数据相结合,以评估在基因和推定的生物学途径中起作用的多个遗传变异的组合贡献,并鉴定使用传统GWAS无法鉴定的新基因和生物学途径。结果表明,含有与乳腺癌风险相关的SNP的基因在功能上相关,并且在与乳腺癌相关的生物学途径中相互影响。此外,我们确定了共表达并与含有与乳腺癌相关的SNP的基因相互作用的新基因。将GWAS信息与基因表达数据结合起来的综合分析为GWAS发现与乳腺癌相关的生物学途径之间提供了功能性桥梁。

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