ArticleClinical epigenetics2022
Relative contributions of six lifestyle- and health-related exposures to epigenetic aging: the Coronary Artery Risk Development in Young Adults (CARDIA) Study.
Article in Clinical epigenetics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed.
- Assessing differences in epigenetic aging markers between sexual or gender minority and straight cisgender adults using the Coronary Artery Risk Development in Young Adults cohort.Social science & medicine (1982) · 2026Article
- The association of epigenetic age acceleration with internal smoking dose, risk of lung cancer, and all-cause mortality in cigarette smokers: the Multiethnic Cohort study.Clinical epigenetics · 2026Article
- DNA Methylation and Its Role in Personalized Nutrition: Mechanisms, Clinical Insights, and Future Perspectives.International journal of molecular sciences · 2026Review
- Differential contributions of cardiovascular health-related lifestyle factors to epigenetic ageing: implications for healthy longevity.BMC medicine · 2025Article
- Sex- and age-specific determinants of diabetes: Insights from BKMR and cox modelling of metabolic and lifestyle risk factors in a Korean cohort.Diabetes, obesity & metabolism · 2025Article
- Development and validation of an epigenetic signature of allostatic load.Bioscience reports · 2025Article
- Sleep disturbances, shift work, and epigenetic ageing in working-age adults: findings from the Young Finns study.Clinical epigenetics · 2025Article
- Quantification of Epigenetic Aging in Public Health.Annual review of public health · 2025Review
- Article
- Epigenetics-Based Age Acceleration Associated with 2,3,7,8 TCDD Exposure in Older Americans.International journal of molecular sciences · 2025Article
- Clinical promise and applications of epigenetic biomarkers.Clinical epigenetics · 2024Article
- Influence of physical activity on the epigenetic clock: evidence from a Japanese cross-sectional study.Clinical epigenetics · 2024Article
- Article
- Unveiling the epigenetic impact of vegan vs. omnivorous diets on aging: insights from the Twins Nutrition Study (TwiNS).BMC medicine · 2024Article
- The Association between Dietary Nutrient Intake and Acceleration of Aging: Evidence from NHANES.Nutrients · 2024Article
- Article
- Healthy Japanese dietary pattern is associated with slower biological aging in older men: WASEDA'S health study.Frontiers in nutrition · 2024Article
- Identifying the most critical behavioral lifestyles associated with MAFLD: evidence from the NHANES 2017-2020.Frontiers in endocrinology · 2024Article
- The Role of Aryl Hydrocarbon Receptor in Bone Biology.International journal of tryptophan research : IJTR · 2024Review
- Inequalities in urban greenness and epigenetic aging: Different associations by race and neighborhood socioeconomic status.Science advances · 2023Article
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Authors and funding
13 authors.
Funding
Abstract
backgroundDNA methylation-based GrimAge acceleration (GrimAA) is associated with a wide range of age-related health outcomes including cardiovascular disease. Since DNA methylation is modifiable by external and behavioral exposures, it is important to identify which of these exposures may have the strongest contributions to differences in GrimAA, to help guide potential intervention strategies. Here, we assessed the relative contributions of lifestyle- and health-related components, as well as their collective association, to GrimAA.
resultsWe included 744 participants (391 men and 353 women) from the Coronary Artery Risk Development in Young Adults (CARDIA) study with blood DNA methylation information at CARDIA Exam Year (Y) 20 (2005-2006, mean age 45.9 years). Six cumulative exposures by Y20 were included in the analysis: total packs of cigarettes, total alcohol consumption, education years, healthy diet score, sleep hours, and physical activity. We used quantile-based g-computation (QGC) and Bayesian kernel machine regression (BKMR) methods to assess the relative contribution of each exposure to a single overall association with GrimAA. We also assessed the collective association of the six components combined with GrimAA. Smoking showed the greatest positive contribution to GrimAA, accounting for 83.5% of overall positive associations of the six exposures with GrimAA (QGC weight = 0.835). The posterior inclusion probability (PIP) of smoking also achieved the highest score of 1.0 from BKMR analysis. Healthy diet and education years showed inverse contributions to GrimAA. We observed a U-shaped pattern in the contribution of alcohol consumption to GrimAA. While smoking was the greatest contributor across sex and race subgroups, the relative contributions of other components varied by subgroups.
conclusionsSmoking, alcohol consumption, and education showed the highest contributions to GrimAA in our study. Higher amounts of smoking and alcohol consumption were likely to contribute to greater GrimAA, whereas achieved education was likely to contribute to lower GrimAA. Identifying pertinent lifestyle- and health-related exposures in a context of collective components can provide direction for intervention strategies and suggests which components should be the primary focus for promoting younger GrimAA.
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