Meta-analysis of DNA methylation aging signatures in 17 human tissues

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Authors: Macsue Jacques, Kirsten Seale, Sarah Voisin, Anna Lysenko, Robin Grolaux, Bernadette Jones-Freeman, Séverine Lamon, Mandhri Abeysooriya, Itamar Levinger, Carlie Bauer, Adam P. Sharples, Aino Heikkinen
+17 more Elina Sillanpää, Miina Ollikainen, C. Smith, James R. Broatch, Navabeh Zarekookandeh, Linn Gillberg, Ida Blom, Jesse R. Poganik, Mahdi Moqri, Vadim N. Gladyshev, Matthew Taper, Cassandra Malecki, Sean Lal, Nathalie Saurat, Steve Horvath, Andrew E. Teschendorff, Bernadette Jones
Cited by: 4
References: 55

Abstract

Abstract Epigenetic changes, in particular DNA methylation, accumulate with age across different tissues, but whether these changes follow consistent patterns across different organs remains poorly understood. Here we show, through a meta-analysis of more than 15,000 human methylation profiles spanning 17 tissues, that aging produces both conserved and tissue-specific epigenetic signatures. We identify systemic shifts in methylation levels, increases in methylation variability, and growing molecular disorder across tissues. Network analysis revealed tightly connected gene clusters that are not modified by beneficial interventions, alongside a more modifiable cluster linked to NAD + metabolism, supporting NAD + as a potential therapeutic target in aging. A gene encoding a cell-adhesion protein, PCDHGA1, emerged as a conserved hub across tissues, implicating cell-to-cell communication pathways in aging across multiple organs. Our methylation atlas therefore provides a resource for dissecting the molecular basis of human aging and for identifying potential biomarkers and translational therapies.

Fields of Study & Subjects

Epigenetics and DNA Methylation Sirtuins and Resveratrol in Medicine Cancer-related gene regulation

Publication details

Journal / source
Nature Aging
Publisher
Springer Science and Business Media LLC
Volume
6
Issue
7
Pages
1501–1515
Publication date
26 June 2026
Language
EN