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ArticleClinical epigenetics2026

Epigenome-wide association study of leukocyte telomere length and their effects on smoking-induced lung tumorigenesis: insights from the Dongfeng-Tongji cohort study.

Xin Guan, Yuhan Zhou, Shiru Hong, Yi Jiang, Yang Xiao, Chenming Wang, Ming Fu, Hui Zhao, Shengli Chen, Ye Fu and 7 more

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Article in Clinical epigenetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

17 authors.

Xin GuanDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Yuhan ZhouDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Shiru HongDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Yi JiangDepartment of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China.
Yang XiaoDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Chenming WangDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Ming FuDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Hui ZhaoDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Shengli ChenDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Ye FuDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Yingchen ZhangDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Yansen BaiInstitute for Chemical Carcinogenesis, School of Public Health, Guangzhou Medical University, Xinzao, Panyu District, 511436, Guangzhou, China.
Yuxi WangDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Yingqian YouDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Yichi ZhangDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China.
Shanshan ChengDepartment of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China.
Huan GuoDepartment of Occupational and Environmental Health, Key Laboratory of Environment and Health, Ministry of Education and State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Hangkong Rd, Wuhan, 430030, Hubei, China. ghuan5011@hust.edu.cn.

Funding

National Natural Science Foundation of China 82373667, 82073650 and 82021005National Natural Science Foundation of China 82504505Natural Science Foundation of Hubei Province 2022CFA098Postdoctoral Fellowship Program and China Postdoctoral Science Foundation GZC20250500the Noncommunicable Chronic Diseases-National Science and Technology Major Project 2024ZD0543200
6 · The paper itself

Abstract

backgroundEpigenetic factors underlying telomere length (TL) may provide insight into telomeric homeostasis, with direct links to cigarette smoking and lung cancer susceptibility. It is unclear, nevertheless, to what extent effects of TL and its related DNA methylation on the smoking-induced lung tumorigenesis.

methodsA case-cohort study is performed within the Dongfeng-Tongji (DFTJ) cohort, including a randomly selected subcohort of 1399 subjects and 359 incident lung cancer cases. We use a linear regression model to conduct EWAS of TL, while the associations of TL and candidate CpGs with lung cancer risk are evaluated using weighted Cox proportional hazard regression models. Furthermore, the causal inference test (CIT) and mediation analysis are used to elucidate the causality of TL and its relevant CpGs in the smoking-induced lung tumorigenesis. The methylation-expression associations are assessed in SY panel (n = 144), adjacent normal lung tissues (n = 32) and solid normal tissues in TCGA (n = 375).

resultsWe identified 31 CpGs with significant associations with TL at FDR < 0.05, and their annotated genes are mainly enriched in oxidative stress, energy metabolism and immunity regulation pathways. Among the 31 TL-related CpGs, 3 CpGs showed substantial associations with both lung cancer risk and smoking status (all FDR < 0.1), including cg26563141 in RGPD1/RGPD2, cg03964851in MIR1974/KIAA0825, and cg08976633 in ZNF74. The further mediation analyses suggest that these three CpGs could mediate 2.89%~8.83% effect on lung cancer risk induced by smoking (all FDR < 0.1). The further CIT and multiple mediation analysis reveal that the effect of smoking on lung cancer risk is primarily mediated by TL (> 10%) while being mildly mediated via DNA methylation pathway (< 1%). Also, hypermethylation of cg26563141 is related to low expression of RGPD1 and RGPD2 across blood and tissue samples.

conclusionsBoth TL attrition and the three candidate CpGs showed significant mediation effects on lung cancer risk induced by smoking. These findings provide novel insight into the epigenetic control of telomere homeostasis mechanisms and clues for methylation alteration and TL in smoking-induced lung tumorigenesis.

Indexed as

CarcinogenesisEpigenomeLung NeoplasmsTelomere HomeostasisTobacco SmokingChinaCohort StudiesDNA MethylationFemaleHumansKruppel-Like Transcription FactorsLeukocytesLungMaleMicroRNAsTranscription FactorsKruppel-Like Transcription FactorsMicroRNAsRGPD2 protein, humanTranscription FactorsZNF74 protein, humanDNA methylationLung cancerMediation analysisSmokingTelomere length

Identifiers

PMID41618404
PMCPMC12933910

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.