ArticlePloS one2016
Distinct Epigenetic Effects of Tobacco Smoking in Whole Blood and among Leukocyte Subtypes.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 80 papers, 2 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
80 citing papers in PubMed, 2 syntheses or guidelines pooled it, 124 citations in OpenAlex.
- Determinants of Serum Immunoglobulin Levels: A Systematic Review and Meta-Analysis.Frontiers in immunology · 2021Pooled it
- A cell-type deconvolution meta-analysis of whole blood EWAS reveals lineage-specific smoking-associated DNA methylation changes.Nature communications · 2020Pooled it
- Trial
- The effect of β-carotene on the mortality of male smokers is modified by smoking and by vitamins C and E: evidence against a uniform effect of nutrient.Journal of nutritional science · 2020Trial
- Impact of tobacco smoking on estimated telomere shortening and epigenetic age acceleration among human blood immune cell types.Clinical epigenetics · 2026Article
- Smoking drives an epigenetic memory of aberrant hematopoiesis.medRxiv : the preprint server for health sciences · 2026Article
- COPD-Lung Cancer Comorbidity: Mechanistic Insights and Precision Oncology Implications.International journal of chronic obstructive pulmonary disease · 2026Review
- Exploring the relationship between methylation of the cortisol receptor genes and brain and cognitive outcomes in individuals with elevated amyloid-β.Research square · 2025Article
- Heterogeneity of thymic output in the elderly and its association with sex and smoking.JCI insight · 2025Article
- Guidance for the design and analysis of cell-type-specific DNA methylation epidemiology studies.Briefings in bioinformatics · 2025Article
- Genetic associations between orexin genes and phenotypes related to behavioral regulation in humans, including substance use.Molecular psychiatry · 2025Article
- Article
- Pre-existing DNA methylation signatures in the prefrontal cortex of alcohol-naïve nonhuman primates define neural vulnerability for future risky ethanol consumption.Neurobiology of disease · 2025Article
- The relationship between epigenetic biomarkers and the risk of diabetes and cancer: a machine learning modeling approach.Frontiers in public health · 2025Article
- Longitudinal leucocyte DNA methylation changes in Mesoamerican nephropathy.Environmental epigenetics · 2025Article
- Article
- DNA methylation at AHRR as a master predictor of smoke exposure and a biomarker for sleep and exercise.Clinical epigenetics · 2024Article
- Maternal smoking during pregnancy is associated with DNA methylation in early adolescence: A sibling comparison design.Developmental psychology · 2024Article
- The lung-brain axis in multiple sclerosis: Mechanistic insights and future directions.Brain, behavior, & immunity - health · 2024Article
- Epigenomic insights into common human disease pathology.Cellular and molecular life sciences : CMLS · 2024Review
20 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
14 authors at 2 institutions in 1 country.
Funding
Abstract
Tobacco smoke exposure dramatically alters DNA methylation in blood cells and may mediate smoking-associated complex diseases through effects on immune cell function. However, knowledge of smoking effects in specific leukocyte subtypes is limited. To better characterize smoking-associated methylation changes in whole blood and leukocyte subtypes, we used Illumina 450K arrays and Reduced Representation Bisulfite Sequencing (RRBS) to assess genome-wide DNA methylation. Differential methylation analysis in whole blood DNA from 172 smokers and 81 nonsmokers revealed 738 CpGs, including 616 previously unreported CpGs, genome-wide significantly associated with current smoking (p <1.2x10-7, Bonferroni correction). Several CpGs (MTSS1, NKX6-2, BTG2) were associated with smoking duration among heavy smokers (>22 cigarettes/day, n = 86) which might relate to long-term heavy-smoking pathology. In purified leukocyte subtypes from an independent group of 20 smokers and 14 nonsmokers we further examined methylation and gene expression for selected genes among CD14+ monocytes, CD15+ granulocytes, CD19+ B cells, and CD2+ T cells. In 10 smokers and 10 nonsmokers we used RRBS to fine map differential methylation in CD4+ T cells, CD8+ T cells, CD14+, CD15+, CD19+, and CD56+ natural killer cells. Distinct cell-type differences in smoking-associated methylation and gene expression were identified. AHRR (cg05575921), ALPPL2 (cg21566642), GFI1 (cg09935388), IER3 (cg06126421) and F2RL3 (cg03636183) showed a distinct pattern of significant smoking-associated methylation differences across cell types: granulocytes> monocytes>> B cells. In contrast GPR15 (cg19859270) was highly significant in T and B cells and ITGAL (cg09099830) significant only in T cells. Numerous other CpGs displayed distinctive cell-type responses to tobacco smoke exposure that were not apparent in whole blood DNA. Assessing the overlap between these CpG sites and differential methylated regions (DMRs) with RRBS in 6 cell types, we confirmed cell-type specificity in the context of DMRs. We identified new CpGs associated with current smoking, pack-years, duration, and revealed unique profiles of smoking-associated DNA methylation and gene expression among immune cell types, providing potential clues to hematopoietic lineage-specific effects in disease etiology.
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Registered trials
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.