Back

DNA Methylation Ageing Atlas Across 17 Human Tissues

Jacques, M.; Seale, K.; Voisin, S.; Lysenko, A.; Grolaux, R.; Jones-Freeman, B.; Lamon, S.; Levinger, I.; Bauer, C.; Sharples, A. P.; Heikkinen, A.; Sillanpaa, E.; Ollikainen, M.; Smith, C.; Broatch, J. R.; Zarekookandeh, N.; Gillberg, L.; Blom, I.; Poganik, J. R.; Moqri, M.; Gladyshev, V.; Taper, M.; Malecki, C.; Lal, S.; Saurat, N.; Horvath, S.; Teschendorff, A.; EYNON, N.

2025-07-24 bioinformatics
10.1101/2025.07.21.665830 bioRxiv
Show abstract

Aging involves widespread epigenetic remodeling across tissues, yet the nature and consistency of these changes remain unclear. We conducted a meta-analysis of more than 15,000 human methylomes spanning 17 tissues, identifying both conserved and tissue-specific aging signatures. We examined linear changes via differentially methylated positions, variability shifts via variably methylated positions, and Shannon-entropy to capture methylation disorder. Network analysis revealed fragile co-methylation modules largely resistant to beneficial perturbation. Key disruptors, including PCDHGA1, MEST, HDAC4, and HOX genes, exacerbated aging signals across tissues. Notably, a resilient module enriched for NAD{square} salvage metabolism supports therapeutic targeting of NAD{square} in aging. PCDHGA1 emerged as a conserved cross-tissue driver, suggesting protocadherin-mediated adhesion plays a broader role in maintaining structural and signaling stability in multiple organ systems. Our open-access atlas provides a foundational resource for dissecting the molecular architecture of human aging and identifying testable targets for intervention, biomarkers, and translational epigenetic therapies.

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.