Integrating multi-tissue expression and splicing data to prioritise anatomical subsite- and sex-specific colorectal cancer susceptibility genes with therapeutic potential

Emma Hazelwood, Daffodil M Canson, Xuemin Wang, Pik Fang Kho, Danny Legge, Andrei-Emil Constantinescu, Matthew A Lee, D. Timothy Bishop, Andrew T Chan, Stephen B Gruber, Jochen Hampe, Loic Le Marchand, Michael O Woods, Rish K Pai, Stephanie L Schmit, Jane C Figueiredo, Wei Zheng, Jeroen R Huyghe, Neil Murphy, Marc J Gunter, Tom G Richardson, Vicki L Whitehall, Emma E Vincent, Dylan M Glubb, Tracy A O'Mara
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Abstract

Numerous potential susceptibility genes have been identified for colorectal cancer (CRC). However, it remains unclear which genes have a causal role in CRC risk, whether these genes are associated with specific types of CRC, and if they have potential for therapeutic targeting. We performed a multi-tissue transcriptome-wide association study (TWAS) across six relevant normal tissues (n=187-670) and applied a causal framework (involving Mendelian randomisation and genetic colocalisation) to prioritise causal associations between gene expression or splicing events and CRC risk (52,775 cases; 45,940 controls), incorporating sex- and anatomical subsite-specific analyses. We identified 35 genes with robust evidence for a potential causal role in CRC, including ten genes not previously identified by TWAS. Among these genes, SEMA4D emerged as a significant discovery; it is not located at any established CRC genome-wide association study (GWAS) risk locus and its encoded protein is targeted by an antibody currently being clinically studied for CRC treatment. Several genes showed increased expression associated with CRC risk and evidence of CRC cell dependency in CRISPR screen analyses, highlighting their potential as targets for therapeutic inhibition. A female-specific association with CRC risk was observed for CCM2 expression, which is involved in progesterone signalling pathways. Subsite-specific associations were also found, including a link between rectal cancer risk and expression of LAMC1, which encodes a target for a clinically approved drug. Additionally, we performed a focused analysis of established drug targets to further identify potential therapies for CRC, revealing PDCD1, the product of which (PD-1) is targeted by a clinically approved CRC immunotherapy. In summary, our comprehensive analysis provides valuable insights into the molecular underpinnings of CRC and supports promising avenues for therapeutic intervention.
整合多组织表达和剪接数据,优先选择具有治疗潜力的解剖学亚位点和性别特异性结直肠癌易感基因
目前已经发现了许多结直肠癌(CRC)的潜在易感基因。然而,目前仍不清楚哪些基因在 CRC 风险中起着因果作用,这些基因是否与特定类型的 CRC 相关,以及它们是否具有靶向治疗的潜力。我们在六个相关的正常组织(n=187-670)中进行了多组织转录组关联研究(TWAS),并应用因果框架(涉及孟德尔随机化和基因共定位)来优先考虑基因表达或剪接事件与 CRC 风险之间的因果关联(52775 例病例;45940 例对照),同时结合了性别和解剖亚部位特异性分析。我们发现了 35 个有可靠证据表明与 CRC 有潜在因果关系的基因,其中包括 TWAS 以前未发现的 10 个基因。在这些基因中,SEMA4D 是一个重大发现;它并不位于任何已确定的 CRC 全基因组关联研究(GWAS)风险位点上,而且其编码蛋白是目前临床研究用于 CRC 治疗的一种抗体的靶标。在 CRISPR 筛选分析中,有几个基因的表达增加与 CRC 风险有关,并有证据表明 CRC 细胞依赖性,这突显了它们作为治疗抑制靶点的潜力。在参与孕酮信号通路的 CCM2 表达中,观察到女性特异性地与 CRC 风险相关。我们还发现了亚位点特异性关联,包括直肠癌风险与 LAMC1 表达之间的联系,LAMC1 的编码是一种临床批准药物的靶点。此外,我们还对已确定的药物靶点进行了重点分析,以进一步确定治疗 CRC 的潜在疗法,发现了 PDCD1,其产物(PD-1)是一种已获临床批准的 CRC 免疫疗法的靶点。总之,我们的综合分析为了解 CRC 的分子基础提供了有价值的见解,并为有希望的治疗干预提供了支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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