Jiahao Zhang, Chen Zhu, Qiao Li, Ci Song, Meng Zhu, Chen Ji, Lili Wu, Lingying Zhu, Jing Lu, Qun Zhang, Feiyun Wu, Chen Jin, Yuanlin Mou, Mingxuan Zhu, Jiaying Cai, Caochen Zhang, Yating Fu, Linnan Gong, Dong Hang, Juncheng Dai, Yue Jiang, Lei Shi, Guangfu Jin, Zhibin Hu, Hongbing Shen, Lingbin Du, Hongxia Ma
{"title":"Genetic insights into pulmonary nodules and lung cancer: similarities and differences revealed by GWAS studies.","authors":"Jiahao Zhang, Chen Zhu, Qiao Li, Ci Song, Meng Zhu, Chen Ji, Lili Wu, Lingying Zhu, Jing Lu, Qun Zhang, Feiyun Wu, Chen Jin, Yuanlin Mou, Mingxuan Zhu, Jiaying Cai, Caochen Zhang, Yating Fu, Linnan Gong, Dong Hang, Juncheng Dai, Yue Jiang, Lei Shi, Guangfu Jin, Zhibin Hu, Hongbing Shen, Lingbin Du, Hongxia Ma","doi":"10.1093/hmg/ddag030","DOIUrl":null,"url":null,"abstract":"<p><p>The widespread implementation of low-dose computed tomography (LDCT) has markedly increased the detection of pulmonary nodules, yet their genetic determinants remain poorly understood. We conducted a genome-wide association study (GWAS) of 36 175 LDCT-screened individuals from Zhejiang and Jiangsu provinces in China, assessing fourteen pulmonary nodule phenotypes defined using a convolutional neural network-based computer-aided detection (CNN-CAD) system. We identified eleven independent single-nucleotide polymorphisms (SNPs) at nine loci associated with nodule phenotypes. Functional annotation prioritized six candidate genes with either missense variants or strong colocalization evidence, including TP63 at 3q28, PLA2G4F at 15q15.1, HLA-DRB6 and CYP21A2 at 6p21.32, TNFSF11 at 13q14.11, and TNFRSF11B at 8q24.12. These genes were enriched in pathways related to cell adhesion, chemotaxis, cytokine activity, and lymphocyte activation. Several of the identified variants-associated with non-solid components, nodule size, and the number of positive nodules-were also significantly associated with increased malignancy probability of pulmonary nodules. Genetic correlation analysis revealed a substantial shared genetic basis between purely ground-glass nodules (pGGNs) and lung adenocarcinoma (LUAD) (rg = 0.79; 95% CI, 0.16-1.42; P = 0.014), and Mendelian randomization (MR) further supported a potential causal relationship, with an odds ratio (OR) of 51.1 (95% CI: 1.13-2035.31). These findings offer novel insights into the genetic architecture of pulmonary nodules and highlight a substantial genetic overlap between pGGNs and LUAD, which may inform risk prediction and precision prevention in lung cancer screening.</p>","PeriodicalId":13070,"journal":{"name":"Human molecular genetics","volume":"35 7","pages":""},"PeriodicalIF":3.1000,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Human molecular genetics","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1093/hmg/ddag030","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
The widespread implementation of low-dose computed tomography (LDCT) has markedly increased the detection of pulmonary nodules, yet their genetic determinants remain poorly understood. We conducted a genome-wide association study (GWAS) of 36 175 LDCT-screened individuals from Zhejiang and Jiangsu provinces in China, assessing fourteen pulmonary nodule phenotypes defined using a convolutional neural network-based computer-aided detection (CNN-CAD) system. We identified eleven independent single-nucleotide polymorphisms (SNPs) at nine loci associated with nodule phenotypes. Functional annotation prioritized six candidate genes with either missense variants or strong colocalization evidence, including TP63 at 3q28, PLA2G4F at 15q15.1, HLA-DRB6 and CYP21A2 at 6p21.32, TNFSF11 at 13q14.11, and TNFRSF11B at 8q24.12. These genes were enriched in pathways related to cell adhesion, chemotaxis, cytokine activity, and lymphocyte activation. Several of the identified variants-associated with non-solid components, nodule size, and the number of positive nodules-were also significantly associated with increased malignancy probability of pulmonary nodules. Genetic correlation analysis revealed a substantial shared genetic basis between purely ground-glass nodules (pGGNs) and lung adenocarcinoma (LUAD) (rg = 0.79; 95% CI, 0.16-1.42; P = 0.014), and Mendelian randomization (MR) further supported a potential causal relationship, with an odds ratio (OR) of 51.1 (95% CI: 1.13-2035.31). These findings offer novel insights into the genetic architecture of pulmonary nodules and highlight a substantial genetic overlap between pGGNs and LUAD, which may inform risk prediction and precision prevention in lung cancer screening.
期刊介绍:
Human Molecular Genetics concentrates on full-length research papers covering a wide range of topics in all aspects of human molecular genetics. These include:
the molecular basis of human genetic disease
developmental genetics
cancer genetics
neurogenetics
chromosome and genome structure and function
therapy of genetic disease
stem cells in human genetic disease and therapy, including the application of iPS cells
genome-wide association studies
mouse and other models of human diseases
functional genomics
computational genomics
In addition, the journal also publishes research on other model systems for the analysis of genes, especially when there is an obvious relevance to human genetics.