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从转录组全基因组关联和功能研究中获得的结直肠癌遗传易感性的新见解。

Novel insights into genetic susceptibility for colorectal cancer from transcriptome-wide association and functional investigation.

机构信息

Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, TN, USA.

Department of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA.

出版信息

J Natl Cancer Inst. 2024 Jan 10;116(1):127-137. doi: 10.1093/jnci/djad178.

Abstract

BACKGROUND

Transcriptome-wide association studies have been successful in identifying candidate susceptibility genes for colorectal cancer (CRC). To strengthen susceptibility gene discovery, we conducted a large transcriptome-wide association study and an alternative splicing transcriptome-wide association study in CRC using improved genetic prediction models and performed in-depth functional investigations.

METHODS

We analyzed RNA-sequencing data from normal colon tissues and genotype data from 423 European descendants to build genetic prediction models of gene expression and alternative splicing and evaluated model performance using independent RNA-sequencing data from normal colon tissues of the Genotype-Tissue Expression Project. We applied the verified models to genome-wide association studies (GWAS) summary statistics among 58 131 CRC cases and 67 347 controls of European ancestry to evaluate associations of genetically predicted gene expression and alternative splicing with CRC risk. We performed in vitro functional assays for 3 selected genes in multiple CRC cell lines.

RESULTS

We identified 57 putative CRC susceptibility genes, which included the 48 genes from transcriptome-wide association studies and 15 genes from splicing transcriptome-wide association studies, at a Bonferroni-corrected P value less than .05. Of these, 16 genes were not previously implicated in CRC susceptibility, including a gene PDE7B (6q23.3) at locus previously not reported by CRC GWAS. Gene knockdown experiments confirmed the oncogenic roles for 2 unreported genes, TRPS1 and METRNL, and a recently reported gene, C14orf166.

CONCLUSION

This study discovered new putative susceptibility genes of CRC and provided novel insights into the biological mechanisms underlying CRC development.

摘要

背景

转录组关联研究已成功鉴定出结直肠癌(CRC)的候选易感基因。为了加强易感基因的发现,我们使用改进的遗传预测模型进行了大规模的转录组关联研究和替代剪接转录组关联研究,并进行了深入的功能研究。

方法

我们分析了来自正常结肠组织的 RNA-seq 数据和 423 名欧洲后裔的基因型数据,构建了基因表达和替代剪接的遗传预测模型,并使用来自 Genotype-Tissue Expression Project 的独立正常结肠组织 RNA-seq 数据评估模型性能。我们将验证后的模型应用于 58131 例 CRC 病例和 67347 例欧洲血统对照的全基因组关联研究(GWAS)汇总统计数据中,以评估遗传预测的基因表达和替代剪接与 CRC 风险的相关性。我们对来自多个 CRC 细胞系的 3 个选定基因进行了体外功能测定。

结果

我们鉴定出 57 个潜在的 CRC 易感基因,其中包括转录组关联研究的 48 个基因和剪接转录组关联研究的 15 个基因,在 Bonferroni 校正的 P 值小于.05。其中,有 16 个基因以前没有被认为与 CRC 易感性有关,包括位于以前没有被 CRC GWAS 报道的 6q23.3 基因 PDE7B。基因敲低实验证实了 2 个未报道基因 TRPS1 和 METRNL 以及最近报道的基因 C14orf166 的致癌作用。

结论

这项研究发现了新的 CRC 潜在易感基因,并为 CRC 发展的生物学机制提供了新的见解。

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