Multi-tissue transcriptome-wide association studies identified 235 genes for intrinsic subtypes of breast cancer

James L Li, Julian C McClellan, Haoyu Zhang, Guimin Gao, Dezheng Huo
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Abstract

Background Although genome-wide association studies (GWAS) of breast cancer (BC) identified common variants which differ between intrinsic subtypes, genes through which these variants act to impact BC risk have not been fully established. Transcriptome-wide association studies (TWAS) have identified genes associated with overall BC risk, but subtype-specific differences are largely unknown. Methods We performed two multi-tissue TWASs for each BC intrinsic subtype including an expression-based approach that collated TWAS signals from expression quantitative trait loci (eQTLs) across multiple tissues and a novel splicing-based approach that collated signals from splicing QTLs (sQTLs) across intron clusters and subsequently across tissues. We utilized summary statistics for five intrinsic subtypes including Luminal A-like, Luminal B-like, Luminal B/HER2-negative-like, HER2-enriched-like, and Triple-negative BC, generated from 106,278 BC cases and 91,477 controls in the Breast Cancer Association Consortium. Results Overall, we identified 235 genes in 88 loci across were associated with at least one of the five intrinsic subtypes. Most genes were subtype-specific, and many have not been reported in previous TWAS. We discovered common variants that modulate expression of CHEK2 confer increased risk to Luminal-A-like BC, in contrast to the viewpoint that CHEK2 primarily harbors rare, penetrant mutations. Additionally, our splicing-based TWAS provided population-level support for MDM4 splice variants that increased triple-negative BC risk. Conclusion Our comprehensive, multi-tissue TWAS corroborated previous GWAS loci for overall BC risk and intrinsic subtypes, while underscoring how common variation which impacts expression and splicing of genes in multiple tissue types can be used to further elucidate the etiology of BC.
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多组织全转录组关联研究确定了 235 个乳腺癌内在亚型基因
背景 尽管乳腺癌(BC)的全基因组关联研究(GWAS)发现了不同内在亚型之间的常见变异,但这些变异通过哪些基因对乳腺癌风险产生影响尚未完全确定。全转录组关联研究(TWAS)发现了与乳腺癌总体风险相关的基因,但亚型特异性差异在很大程度上还不为人所知。方法 我们为每种 BC 固有亚型进行了两项多组织 TWAS,包括一种基于表达的方法,该方法整理了多个组织中来自表达定量性状位点 (eQTL) 的 TWAS 信号;以及一种基于剪接的新方法,该方法整理了各内含子群中来自剪接 QTL (sQTL) 的信号,并随后整理了各组织中的信号。我们利用乳腺癌协会联盟(Breast Cancer Association Consortium)中 106,278 例 BC 病例和 91,477 例对照中产生的五种固有亚型的汇总统计数据,包括 Luminal A-like、Luminal B-like、Luminal B/HER2-negative-like、HER2-enriched-like 和 Triple-negative BC。结果 总体而言,我们在 88 个位点上发现了 235 个基因,这些基因至少与五种内在亚型中的一种相关。大多数基因是亚型特异性的,许多基因在以前的 TWAS 中没有报道过。我们发现,调节 CHEK2 表达的常见变异会增加患 Luminal-A 类 BC 的风险,这与认为 CHEK2 主要存在罕见、穿透性突变的观点截然不同。此外,我们基于剪接的 TWAS 为增加三阴性 BC 风险的 MDM4 剪接变异提供了人群水平的支持。结论 我们的综合、多组织 TWAS 证实了以前关于 BC 整体风险和内在亚型的 GWAS 基因位点,同时强调了影响多种组织类型中基因表达和剪接的常见变异可用于进一步阐明 BC 的病因学。
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