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Systematic Pathway Enrichment Analysis of a Genome-Wide Association Study on Breast Cancer Survival Reveals an Influence of Genes Involved in Cell Adhesion and Calcium Signaling on the Patients’ Clinical Outcome

机译:一项关于乳腺癌生存的全基因组关联研究的系统途径富集分析揭示了细胞粘附和钙信号传导相关基因对患者临床结果的影响

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摘要

Genome-wide association studies (GWASs) may help to understand the effects of genetic polymorphisms on breast cancer (BC) progression and survival. However, they give only a focused view, which cannot capture the tremendous complexity of this disease. Therefore, we investigated data from a previously conducted GWAS on BC survival for enriched pathways by different enrichment analysis tools using the two main annotation databases Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). The goal was to identify the functional categories (GO terms and KEGG pathways) that are consistently overrepresented in a statistically significant way in the list of genes generated from the single nucleotide polymorphism (SNP) data. The SNPs with allelic p-value cut-offs 0.005 and 0.01 were annotated to the genes by excluding or including a 20 kb up-and down-stream sequence of the genes and analyzed by six different tools. We identified eleven consistently enriched categories, the most significant ones relating to cell adhesion and calcium ion binding. Moreover, we investigated the similarity between our GWAS and the enrichment analyses of twelve published gene expression signatures for breast cancer prognosis. Five of them were commonly used and commercially available, five were based on different aspects of metastasis formation and two were developed from meta-analyses of published prognostic signatures. This comparison revealed similarities between our GWAS data and the general and the specific brain metastasis gene signatures as well as the Oncotype DX signature. As metastasis formation is a strong indicator of a patient’s prognosis, this result reflects the survival aspect of the conducted GWAS and supports cell adhesion and calcium signaling as important pathways in cancer progression.
机译:全基因组关联研究(GWASs)可能有助于了解遗传多态性对乳腺癌(BC)进展和生存的影响。但是,他们只给出了集中的观点,无法捕捉到这种疾病的巨大复杂性。因此,我们使用两个主要的注释数据库“基因本体论”(GO)和《京都基因与基因组百科全书》(KEGG),通过不同的富集分析工具,从先前进行的GWAS BC生存途径的富集途径调查了数据。目的是确定从单核苷酸多态性(SNP)数据生成的基因列表中,以统计学上重要的方式一贯以过高的代表性出现的功能类别(GO术语和KEGG途径)。通过排除或包括基因的20 kb的上下游序列,将等位基因p值截止值为0.005和0.01的SNP注释到基因上,并通过六个不同的工具进行分析。我们确定了11种持续丰富的类别,其中最重要的类别与细胞粘附和钙离子结合有关。此外,我们调查了我们的GWAS与对十二种已发表的基因表达特征的乳腺癌预后的富集分析之间的相似性。其中五种是常用的,可商购,五种是基于转移形成的不同方面,另外两种是根据已发表的预后标志的荟萃分析开发的。该比较揭示了我们的GWAS数据与一般和特定脑转移基因签名以及Oncotype DX签名之间的相似性。由于转移形成是患者预后的重要指标,因此该结果反映了进行的GWAS的存活情况,并支持细胞粘附和钙信号传导是癌症进展的重要途径。

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