ArticleGenome biology2022
Local CpG density affects the trajectory and variance of age-associated DNA methylation changes.
Article in Genome biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 33 citations in OpenAlex.
- Integration of methylome and transcriptome reveals age-associated signatures of stage-specific dynamics and regulatory remodeling in dogs.GeroScience · 2026Article
- A unifying model of stem cell dynamics explains age-related methylation patterns across mammals.Nature aging · 2026Article
- Smoking drives an epigenetic memory of aberrant hematopoiesis.medRxiv : the preprint server for health sciences · 2026Article
- Emerging roles of epigenetics in the pathogenesis of sarcopenia.Epigenomics · 2026Review
- Epigenetic Potential and Dispersal Propensity in a Free-Living Songbird: A Spatial and Temporal Approach.Molecular ecology · 2025Article
- Novel approaches and applications in identifying DNA methylation markers of cardio-kidney-metabolic disease.Epigenomics · 2025Review
- Biological age construction for prediction of mortality in the Chinese population.GeroScience · 2025Article
- Epigenetic editing at individual age-associated CpGs affects the genome-wide epigenetic aging landscape.Nature aging · 2025Article
- Age-related changes in DNA methylation in a sample of elderly Brazilians.Clinical epigenetics · 2025Article
- Transposable element 5mC methylation state of blood cells predicts age and disease.Nature aging · 2025Article
- UHRF1 ubiquitin ligase activity supports the maintenance of low-density CpG methylation.Nucleic acids research · 2024Article
- Exploring the correlation between DNA methylation and biological age using an interpretable machine learning framework.Scientific reports · 2024Article
- Article
- Epigenomic insights into common human disease pathology.Cellular and molecular life sciences : CMLS · 2024Review
- A Comprehensive Review of Various Therapeutic Strategies for the Management of Skin Cancer.ACS omega · 2024Review
- The inactive X chromosome accumulates widespread epigenetic variability with age.Clinical epigenetics · 2023Article
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- Review
Corrections and comments
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Authors and funding
17 authors at 9 institutions in 2 countries.
Funding
Abstract
backgroundDNA methylation is an epigenetic mark associated with the repression of gene promoters. Its pattern in the genome is disrupted with age and these changes can be used to statistically predict age with epigenetic clocks. Altered rates of aging inferred from these clocks are observed in human disease. However, the molecular mechanisms underpinning age-associated DNA methylation changes remain unknown. Local DNA sequence can program steady-state DNA methylation levels, but how it influences age-associated methylation changes is unknown.
resultsWe analyze longitudinal human DNA methylation trajectories at 345,895 CpGs from 600 individuals aged between 67 and 80 to understand the factors responsible for age-associated epigenetic changes at individual CpGs. We show that changes in methylation with age occur at 182,760 loci largely independently of variation in cell type proportions. These changes are especially apparent at 8322 low CpG density loci. Using SNP data from the same individuals, we demonstrate that methylation trajectories are affected by local sequence polymorphisms at 1487 low CpG density loci. More generally, we find that low CpG density regions are particularly prone to change and do so variably between individuals in people aged over 65. This differs from the behavior of these regions in younger individuals where they predominantly lose methylation.
conclusionsOur results, which we reproduce in two independent groups of individuals, demonstrate that local DNA sequence influences age-associated DNA methylation changes in humans in vivo. We suggest that this occurs because interactions between CpGs reinforce maintenance of methylation patterns in CpG dense regions.
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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.