All Research
    PAPER DNA-MEMeta-Analysis2026

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

    Meta-analysis of more than 15,000 human methylation profiles across 17 tissues identifying conserved and tissue-specific aging signatures, and separating epigenetic modules that interventions do not move from a more modifiable NAD+-linked cluster.

    Evidence

    7/10

    Moderate Evidence

    Sample

    15,000

    subjects

    Duration

    Cross-sectional meta-analysis

    study period

    Journal

    Nature Aging

    Jun 2026

    Authors

    Authorship

    Jacques M, Seale K, Voisin S, Lysenko A, Poganik JR, Moqri M, Gladyshev VN, Horvath S, Teschendorff A, Eynon N

    02

    Key Findings

    1. 01

      Aging produces both conserved and tissue-specific epigenetic signatures across 17 human tissues

    2. 02

      Systemic shifts in methylation level, increased methylation variability and growing molecular disorder with age

    3. 03

      Network analysis identified tightly connected gene clusters NOT modified by beneficial interventions

    4. 04

      A separate, more modifiable cluster was linked to NAD+ metabolism, supporting NAD+ as a candidate therapeutic node

    5. 05

      PCDHGA1, encoding a cell-adhesion protein, emerged as a conserved cross-tissue aging hub

    03

    Structured Methods

    Study Design
    Meta-Analysis
    Sample Size
    15,000 subjects
    Study Duration
    Cross-sectional meta-analysis
    Methodology
    Meta-analysis of >15,000 publicly available and newly generated human DNA methylation profiles spanning 17 tissues, with network/module analysis of age-associated CpGs and cross-referencing against intervention-responsive genes.
    Limitations
    Descriptive and network-level, not interventional. The NAD+ association identifies a methylation module that appears modifiable in principle; it is NOT evidence that NAD+ precursor supplementation improves human aging outcomes. Tissue representation is uneven across the 17 tissues and largely cross-sectional.
    04

    Citations & References

    Cite this paper

    Jacques M, Seale K, Voisin S, Lysenko A, Poganik JR, Moqri M, et al. (2026). Meta-analysis of DNA methylation aging signatures in 17 human tissues. Nature Aging. https://doi.org/10.1038/s43587-026-01164-5

    05

    Indexing

    Topics

    epigeneticsDNA methylationaging clocksNAD+ metabolismbiomarkersmulti-tissue atlas

    Interventions

    NMNNAD+ IV therapybiological age testing
    PHS
    671
    / 1000
    T3
    Longevity Operator

    Sample member

    Longevity Operator

    The Peak Human Score · PHS v1

    One number for your longevity journey.

    FICO for credit. PHS for longevity. Eight biological domains collapsed into one provable score — intuitive at a glance, rigorous underneath.

    • Metabolic
    • Hormonal
    • Cardiovascular
    • Brain / Cognitive
    • Sleep
    • Musculoskeletal
    • Gut
    • Immunity / Inflammation