ArticleClinical epigenetics2021
Blood and skeletal muscle ageing determined by epigenetic clocks and their associations with physical activity and functioning.
Article in Clinical epigenetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 1 of them a synthesis that pooled it.
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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.
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Who cites it
25 citing papers in PubMed, 1 synthesis or guideline pooled it, 41 citations in OpenAlex.
- Exercise is associated with younger methylome and transcriptome profiles in human skeletal muscle.Aging cell · 2024Pooled it
- Exercise and epigenetic ages in older adults with myeloid malignancies.European journal of medical research · 2023Trial
- Epigenetic insights of Olympic champions: nuclear and mitochondrial DNA methylation and regulators of aging.GeroScience · 2026Article
- Physical activity, sedentary behavior, sleep quality and the biological aging clocks.GeroScience · 2026Article
- The Divergent Effects of Nicotinamide Riboside and High-Intensity Exercise Training on Skeletal Muscle Epigenetic Aging.Aging cell · 2026Article
- Biological age-acceleration in relation to muscle mass, strength and function: findings from the Hertfordshire Cohort Study.Aging clinical and experimental research · 2026Article
- The Role of Exercise in Regulating Histone Modifications and Non-coding RNAs in Muscle Aging and Sarcopenia.Biochemical genetics · 2026Review
- Epigenetic Aging of Critical Illness Survivors Assessed by the Muscle-Specific "Clock" and Its Relationship With Reduced Long-Term Muscle Strength.Aging cell · 2026Article
- Review
- Cleaning and pre-processing of actigraphy data for physical activity and sleep research: a scoping review.Physiological measurement · 2026Article
- Epigenetic Regulation of Aging and its Rejuvenation.MedComm · 2025Review
- Biological Ageing Acceleration and Functional Capacities Across the Lifespan in the INSPIRE-T Cohort.Journal of cachexia, sarcopenia and muscle · 2025Article
- Biomarkers of aging: from molecules and surrogates to physiology and function.Physiological reviews · 2025Review
- Twin pair analysis uncovers links between DNA methylation, mitochondrial DNA quantity and obesity.Nature communications · 2025Article
- Quantification of Epigenetic Aging in Public Health.Annual review of public health · 2025Review
- Influence of physical activity on the epigenetic clock: evidence from a Japanese cross-sectional study.Clinical epigenetics · 2024Article
- Accelerated aging of skeletal muscle and the immune system in patients with chronic liver disease.Experimental & molecular medicine · 2024Article
- The influence of biological sex in human skeletal muscle transcriptome during ageing.Biogerontology · 2024Article
- Regenerative rehabilitation measures to restore tissue function after arsenic exposure.Current opinion in biomedical engineering · 2024Article
- Article
Corrections and comments
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Authors and funding
12 authors at 3 institutions in 1 country.
Funding
Abstract
The aim of this study was to investigate the correspondence of different biological ageing estimates (i.e. epigenetic age) in blood and muscle tissue and their associations with physical activity (PA), physical function and body composition. Two independent cohorts (N = 139 and N = 47) were included, whose age span covered adulthood (23-69 years). Whole blood and m. vastus lateralis samples were collected, and DNA methylation was analysed. Four different DNA methylation age (DNAmAge) estimates were calculated using genome-wide methylation data and publicly available online tools. A novel muscle-specific methylation age was estimated using the R-package 'MEAT'. PA was measured with questionnaires and accelerometers. Several tests were conducted to estimate cardiorespiratory fitness and muscle strength. Body composition was estimated by dual-energy X-ray absorptiometry. DNAmAge estimates from blood and muscle were highly correlated with chronological age, but different age acceleration estimates were weakly associated with each other. The monozygotic twin within-pair similarity of ageing pace was higher in blood (r = 0.617-0.824) than in muscle (r = 0.523-0.585). Associations of age acceleration estimates with PA, physical function and body composition were weak in both tissues and mostly explained by smoking and sex. The muscle-specific epigenetic clock MEAT was developed to predict chronological age, which may explain why it did not associate with functional phenotypes. The Horvath's clock and GrimAge were weakly associated with PA and related phenotypes, suggesting that higher PA would be linked to accelerated biological ageing in muscle. This may, however, be more reflective of the low capacity of epigenetic clock algorithms to measure functional muscle ageing than of actual age acceleration. Based on our results, the investigated epigenetic clocks have rather low value in estimating muscle ageing with respect to the physiological adaptations that typically occur due to ageing or PA. Thus, further development of methods is needed to gain insight into muscle tissue-specific ageing and the underlying biological pathways.
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