Benedita Deslandes, Xueyan Wu, Matthew A Lee, Lucy J Goudswaard, Gareth W Jones, Andrea Gsur, Annika Lindblom, Shuji Ogino, Veronika Vymetalkova, Alicja Wolk, Anna H Wu, Jeroen R Huyghe, Ulrike Peters, Amanda I Phipps, Claire E Thomas, Rish K Pai, Robert C Grant, Daniel D Buchanan, James Yarmolinsky, Marc J Gunter, Jie Zheng, Emma Hazelwood, Emma E Vincent
{"title":"Transcriptome-wide Mendelian randomization exploring dynamic CD4+ T cell gene expression in colorectal cancer development.","authors":"Benedita Deslandes, Xueyan Wu, Matthew A Lee, Lucy J Goudswaard, Gareth W Jones, Andrea Gsur, Annika Lindblom, Shuji Ogino, Veronika Vymetalkova, Alicja Wolk, Anna H Wu, Jeroen R Huyghe, Ulrike Peters, Amanda I Phipps, Claire E Thomas, Rish K Pai, Robert C Grant, Daniel D Buchanan, James Yarmolinsky, Marc J Gunter, Jie Zheng, Emma Hazelwood, Emma E Vincent","doi":"10.1093/jleuko/qiaf131","DOIUrl":null,"url":null,"abstract":"<p><p>Recent research suggests higher circulating lymphocyte counts may protect against colorectal cancer (CRC). However, the role of specific lymphocyte subtypes and activation states remain unclear. CD4+ T cells - a highly dynamic lymphocyte subtype - undergo gene expression changes upon activation that are critical to their effector function. Previous studies using bulk tissue have limited our understanding of their role in CRC risk to static associations. We applied Mendelian randomization (MR) and genetic colocalisation to evaluate causal relationships of gene expression on CRC risk across multiple CD4+ T cell subtypes and activation states. Genetic proxies were obtained from single-cell transcriptomic data, allowing us to investigate the causal effect of expression of 1,805 genes across CD4+ T cell activation states on CRC risk (78,473 cases; 107,143 controls). Analyses were stratified by CRC anatomical subsites and sex, with sensitivity analyses assessing whether the observed effect estimates were likely to be CD4+ T cell-specific. We identified six genes - FADS2, FHL3, HLA-DRB1, HLA-DRB5, RPL28, and TMEM258 - with strong evidence for a causal role in CRC development (FDR-P<0.05; colocalisation H4>0.8). Causal estimates varied by CD4+ T cell subtype, activation state, CRC subsite and sex. However, many of genetic proxies used to instrument gene expression in CD4+ T cells also act as eQTLs in other tissues, highlighting the challenges of using genetic proxies to instrument tissue-specific expression changes. We demonstrate the importance of capturing the dynamic nature of CD4+ T cells in understanding CRC risk, and prioritize genes for further investigation in cancer prevention.</p>","PeriodicalId":16186,"journal":{"name":"Journal of Leukocyte Biology","volume":" ","pages":""},"PeriodicalIF":3.1000,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Leukocyte Biology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1093/jleuko/qiaf131","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CELL BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Recent research suggests higher circulating lymphocyte counts may protect against colorectal cancer (CRC). However, the role of specific lymphocyte subtypes and activation states remain unclear. CD4+ T cells - a highly dynamic lymphocyte subtype - undergo gene expression changes upon activation that are critical to their effector function. Previous studies using bulk tissue have limited our understanding of their role in CRC risk to static associations. We applied Mendelian randomization (MR) and genetic colocalisation to evaluate causal relationships of gene expression on CRC risk across multiple CD4+ T cell subtypes and activation states. Genetic proxies were obtained from single-cell transcriptomic data, allowing us to investigate the causal effect of expression of 1,805 genes across CD4+ T cell activation states on CRC risk (78,473 cases; 107,143 controls). Analyses were stratified by CRC anatomical subsites and sex, with sensitivity analyses assessing whether the observed effect estimates were likely to be CD4+ T cell-specific. We identified six genes - FADS2, FHL3, HLA-DRB1, HLA-DRB5, RPL28, and TMEM258 - with strong evidence for a causal role in CRC development (FDR-P<0.05; colocalisation H4>0.8). Causal estimates varied by CD4+ T cell subtype, activation state, CRC subsite and sex. However, many of genetic proxies used to instrument gene expression in CD4+ T cells also act as eQTLs in other tissues, highlighting the challenges of using genetic proxies to instrument tissue-specific expression changes. We demonstrate the importance of capturing the dynamic nature of CD4+ T cells in understanding CRC risk, and prioritize genes for further investigation in cancer prevention.
期刊介绍:
JLB is a peer-reviewed, academic journal published by the Society for Leukocyte Biology for its members and the community of immunobiologists. The journal publishes papers devoted to the exploration of the cellular and molecular biology of granulocytes, mononuclear phagocytes, lymphocytes, NK cells, and other cells involved in host physiology and defense/resistance against disease. Since all cells in the body can directly or indirectly contribute to the maintenance of the integrity of the organism and restoration of homeostasis through repair, JLB also considers articles involving epithelial, endothelial, fibroblastic, neural, and other somatic cell types participating in host defense. Studies covering pathophysiology, cell development, differentiation and trafficking; fundamental, translational and clinical immunology, inflammation, extracellular mediators and effector molecules; receptors, signal transduction and genes are considered relevant. Research articles and reviews that provide a novel understanding in any of these fields are given priority as well as technical advances related to leukocyte research methods.