ArticlePLoS genetics2015
An integrative multi-scale analysis of the dynamic DNA methylation landscape in aging.
Article in PLoS genetics, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 107 papers.
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.
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Who cites it
107 citing papers in PubMed, 167 citations in OpenAlex.
- From aging to Alzheimer's disease: concordant brain DNA methylation changes in late life.Genome medicine · 2026Article
- Distinct epigenetic alterations and accelerated mitotic aging define second primary breast cancers.Scientific reports · 2026Article
- DNMT/TET Imbalance and Network-Level DNA Methylation Remodeling in Ovarian Aging: Mechanistic Perspectives.Biology · 2026Review
- How epigenetic clocks tick: Unpacking the black box by deciphering biological pathways and transcriptomic signatures of accelerated aging.Research square · 2026Article
- Sex-specific nonlinear DNA methylation aging trajectories reveal biomarkers of cancer risk and inflammation.Genome biology · 2026Article
- Epigenetic mechanisms of HIV and opioid-induced neuropathology: Potential therapies and interventions.Molecular therapy : the journal of the American Society of Gene Therapy · 2025Review
- An epigenetic clock for Xenopus tropicalis.npj aging · 2025Article
- Epigenetic ageing clocks: statistical methods and emerging computational challenges.Nature reviews. Genetics · 2025Review
- The COVID-19 legacy: consequences for the human DNA methylome and therapeutic perspectives.GeroScience · 2025Review
- Epigenetic Clocks in Skin Aging: From Exposome Drivers to Biomarkers and Therapeutic Interventions.Clinical, cosmetic and investigational dermatology · 2025Review
- Histone modification and non-coding RNAs in skin aging: emerging therapeutic avenues.Open life sciences · 2025Review
- RPMB predicts the disease-free survival of head-and-neck squamous carcinoma after adjuvant concurrent radio-chemotherapy.Frontiers in genetics · 2025Article
- UHRF1 ubiquitin ligase activity supports the maintenance of low-density CpG methylation.Nucleic acids research · 2024Article
- Interlaboratory consistency ofiScience · 2024Article
- Mechanisms Underlying Vascular Inflammaging: Current Insights and Potential Treatment Approaches.Aging and disease · 2024Review
- DNA methylation correlates of chronological age in diverse human tissue types.Epigenetics & chromatin · 2024Article
- Quantifying the stochastic component of epigenetic aging.Nature aging · 2024Article
- On epigenetic stochasticity, entropy and cancer risk.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2024Review
- ATAC-clock: An aging clock based on chromatin accessibility.GeroScience · 2024Article
- Transcriptional changes are tightly coupled to chromatin reorganization during cellular aging.Aging cell · 2024Article
47 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Recent studies have demonstrated that the DNA methylome changes with age. This epigenetic drift may have deep implications for cellular differentiation and disease development. However, it remains unclear how much of this drift is functional or caused by underlying changes in cell subtype composition. Moreover, no study has yet comprehensively explored epigenetic drift at different genomic length scales and in relation to regulatory elements. Here we conduct an in-depth analysis of epigenetic drift in blood tissue. We demonstrate that most of the age-associated drift is independent of the increase in the granulocyte to lymphocyte ratio that accompanies aging and that enrichment of age-hypermethylated CpG islands increases upon adjustment for cellular composition. We further find that drift has only a minimal impact on in-cis gene expression, acting primarily to stabilize pre-existing baseline expression levels. By studying epigenetic drift at different genomic length scales, we demonstrate the existence of mega-base scale age-associated hypomethylated blocks, covering approximately 14% of the human genome, and which exhibit preferential hypomethylation in age-matched cancer tissue. Importantly, we demonstrate the feasibility of integrating Illumina 450k DNA methylation with ENCODE data to identify transcription factors with key roles in cellular development and aging. Specifically, we identify REST and regulatory factors of the histone methyltransferase MLL complex, whose function may be disrupted in aging. In summary, most of the epigenetic drift seen in blood is independent of changes in blood cell type composition, and exhibits patterns at different genomic length scales reminiscent of those seen in cancer. Integration of Illumina 450k with appropriate ENCODE data may represent a fruitful approach to identify transcription factors with key roles in aging and disease.
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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.