Ugalde-Morales Emilio, Wilf Rona, Pluta John, Ploner Alexander, Fan Mengyao, Damra Mohammad, Aben Katja K, Anson-Cartwright Lynn, Chen Chu, Cortessis Victoria K, Daneshmand Siamak, Ferlin Alberto, Gamulin Marija, Gietema Jourik A, Gonzalez-Niera Anna, Grotmol Tom, Hamilton Robert J, Harland Mark, Haugen Trine B, Hauser Russ, Hildebrandt Michelle A T, Karlsson Robert, Kiemeney Lambertus A, Kim Jung, Lessel Davor, Lothe Ragnhild A, Loveday Chey, Chanock Stephen J, McGlynn Katherine A, Meijer Coby, Nead Kevin T, Nsengimana Jeremie, Popovic Maja, Rafnar Thorunn, Richiardi Lorenzo, Rocca Maria S, Schwartz Stephen M, Skotheim Rolf I, Stefansson Kari, Stewart Douglas R, Turnbull Clare, Vaughn David J, Winge Sofia B, Zheng Tongzhang, Monteiro Alvaro N, Almstrup Kristian, Kanetsky Peter A, Nathanson Katherine L, Wiklund Fredrik
Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden.
Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Am J Hum Genet. 2025 Mar 6;112(3):630-643. doi: 10.1016/j.ajhg.2025.01.022. Epub 2025 Feb 24.
Transcriptome-wide association studies (TWASs) have the potential to identify susceptibility genes associated with testicular germ cell tumors (TGCTs). We conducted a comprehensive TGCT TWAS by integrating genome-wide association study (GWAS) summary data with predicted expression models from normal testis, TGCT tissues, and a cross-tissue panel that encompasses shared regulatory features across 22 normal tissues, including the testis. Gene associations were evaluated while accounting for variant-level effects from GWASs, followed by fine-mapping analyses in regions exhibiting multiple TWAS signals, and finally supplemented by colocalization analysis. Expression and protein patterns of identified TWAS genes were further examined in relevant tissues. Our analysis tested 19,805 gene-disease links, revealing 165 TGCT-associated genes with a false discovery rate of less than 0.01. We prioritized 46 candidate genes by considering GWAS-inflated signals, correlations between neighboring genes, and evidence of colocalization. Among these, 23 genes overlap with 22 GWAS loci, with 7 being associations not previously implicated in TGCT risk. Additionally, 23 genes located within 21 loci are at least 1 Mb away from published GWAS index variants. The 46 prioritized genes display expression levels consistent with expected expression levels in human gonadal cell types and precursor tumor cells and significant enrichment in TGCTs. Additionally, immunohistochemistry revealed protein-level accumulation of two candidate genes, ARID3B and GINM1, in both precursor and tumor cells. These findings enhance our understanding of the genetic predisposition to TGCTs and underscore the importance of further functional investigations into these candidate genes.
全转录组关联研究(TWAS)有潜力识别与睾丸生殖细胞肿瘤(TGCT)相关的易感基因。我们通过整合全基因组关联研究(GWAS)汇总数据与来自正常睾丸、TGCT组织以及包含22种正常组织(包括睾丸)共享调控特征的跨组织面板的预测表达模型,进行了一项全面的TGCT TWAS。在考虑GWAS的变异水平效应的同时评估基因关联,随后在显示多个TWAS信号的区域进行精细定位分析,最后通过共定位分析进行补充。在相关组织中进一步检查已识别的TWAS基因的表达和蛋白质模式。我们的分析测试了19,805个基因与疾病的关联,发现了165个与TGCT相关的基因,错误发现率小于0.01。我们通过考虑GWAS膨胀信号、相邻基因之间的相关性以及共定位证据,对46个候选基因进行了优先排序。其中,23个基因与22个GWAS位点重叠,有7个关联以前未涉及TGCT风险。此外,位于21个位点内的23个基因距离已发表的GWAS索引变异至少1 Mb。这46个优先排序的基因显示出与人类性腺细胞类型和肿瘤前体细胞中预期表达水平一致的表达水平,并且在TGCT中显著富集。此外,免疫组织化学显示两个候选基因ARID3B和GINM1在肿瘤前体细胞和肿瘤细胞中均有蛋白质水平的积累。这些发现增进了我们对TGCT遗传易感性的理解,并强调了对这些候选基因进行进一步功能研究的重要性。