ArticleEpigenetics & chromatin2024
DNA methylation correlates of chronological age in diverse human tissue types.
Article in Epigenetics & chromatin, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 1 of them a synthesis that pooled it.
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Who cites it
20 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Meta-analysis of DNA methylation aging signatures in 17 human tissues.Nature aging · 2026Pooled it
- A dual-marker approach for forensic age prediction: integrating the salivary microbiome and antibiotic resistome.International journal of legal medicine · 2026Article
- Mapping ovarian cellular and molecular landscape across the lifespan of women: a scoping review.Human reproduction update · 2026Article
- Y-CpG-based semen age prediction: analysis of vasectomized samples and development of an optimized multiplex assay evaluated in independent and mixed samples.International journal of legal medicine · 2026Article
- Low-Pass Nanopore Sequencing of Plasma cfDNA Reveals Fragmentomic, Epigenomic, and Age-Associated Signatures Under Ultra-Low-Coverage Conditions.International journal of molecular sciences · 2026Article
- Epigenetic entropy, socioeconomic differences, and health and lifespan in the Women's Health Initiative.Clinical epigenetics · 2026Article
- From aging to Alzheimer's disease: concordant brain DNA methylation changes in late life.Genome medicine · 2026Article
- Review
- DNA hypermethylation of FGFR2 drives fibrosis in the aging kidney.Scientific reports · 2026Article
- Sex-specific nonlinear DNA methylation aging trajectories reveal biomarkers of cancer risk and inflammation.Genome biology · 2026Article
- Influence of Donor Age, Donor Body Mass Index, and Harvesting Site on Cell Preparations from Human Adipose Tissue.International journal of molecular sciences · 2026Article
- DNA Methylation and Its Role in Personalized Nutrition: Mechanisms, Clinical Insights, and Future Perspectives.International journal of molecular sciences · 2026Review
- A State-of-the-Art Overview on (Epi)Genomics and Personalized Skin Rejuvenating Strategies.Pharmaceutics · 2025Review
- Mammo-AGE: deep learning estimation of breast age from mammograms.Nature communications · 2025Article
- EnsembleAge clock: a reliable and robust epigenetic age clock service reveals epigenetic age acceleration in opioid-overdosed brains.BMC genomics · 2025Article
- Cutaneous Melanoma in the Context of Aging.Medicina (Kaunas, Lithuania) · 2025Review
- Unravelling the genetics and epigenetics of the ageing tumour microenvironment in cancer.Nature reviews. Cancer · 2025Review
- Methylation levels in keratinocyte basal cells reflect donor age and associate with altered cellular proliferation pathways.Epigenomics · 2025Article
- DNA methylation and prediction of biological age.Frontiers in molecular biosciences · 2025Review
- Cross-talk between aging resilience pathways and autoimmunity onset.Frontiers in immunology · 2025Review
Corrections and comments
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Authors and funding
9 authors.
Funding
Abstract
backgroundWhile the association of chronological age with DNA methylation (DNAm) in whole blood has been extensively studied, the tissue-specificity of age-related DNAm changes remains an active area of research. Studies investigating the association of age with DNAm in tissues such as brain, skin, immune cells, fat, and liver have identified tissue-specific and non-specific effects, thus, motivating additional studies of diverse human tissue and cell types.
resultsHere, we performed an epigenome-wide association study, leveraging DNAm data (Illumina EPIC array) from 961 tissue samples representing 9 tissue types (breast, lung, colon, ovary, prostate, skeletal muscle, testis, whole blood, and kidney) from the Genotype-Tissue Expression (GTEx) project. We identified age-associated CpG sites (false discovery rate < 0.05) in 8 tissues (all except skeletal muscle, n = 47). This included 162,002 unique hypermethylated and 90,626 hypomethylated CpG sites across all tissue types, with 130,137 (80%) hypermethylated CpGs and 74,703 (82%) hypomethylated CpG sites observed in a single tissue type. While the majority of age-associated CpG sites appeared tissue-specific, the patterns of enrichment among genomic features, such as chromatin states and CpG islands, were similar across most tissues, suggesting common mechanisms underlying cellular aging. Consistent with previous findings, we observed that hypermethylated CpG sites are enriched in regions with repressed polycomb signatures and CpG islands, while hypomethylated CpG sites preferentially occurred in non-CpG islands and enhancers. To gain insights into the functional effects of age-related DNAm changes, we assessed the correlation between DNAm and local gene expression changes to identify age-related expression quantitative trait methylation (age-eQTMs). We identified several age-eQTMs present in multiple tissue-types, including in the CDKN2A, HENMT1, and VCWE regions.
conclusionOverall, our findings will aid future efforts to develop biomarkers of aging and understand mechanisms of aging in diverse human tissue types.
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