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Organ age acceleration and mortality risk reflect distinct biological processes

Multi-omics clocks across fourteen organs reveal divergent molecular programs and uncover thirteen candidate genes separating age acceleration from mortality.

Research Square · Na R et al. · Paper published 30 Sep 2026

Paper

In a preprint analyzing 409,206 human participants from the UK Biobank, researchers built multi-omics clocks to measure the aging of 14 organs. The team integrated nuclear magnetic resonance metabolomics, plasma proteomics, and clinical phenotypes to assess both organ-specific age acceleration and mortality.

They found that chronological age acceleration and mortality risk represent distinct biological dimensions with separate molecular and genetic architectures. Single-platform models missed complementary biology spanning three distinct molecular layers. For example, clocks trained on all-cause mortality missed incident prostate cancer signals that an organ-specific mortality clock detected. Using a validation cohort of 383,227 individuals and bidirectional Mendelian randomization, the authors prioritized 13 candidate genes driving these divergent aging dimensions.

Why it matters

The findings show that conventional single-rate aging clocks overlook critical tissue-level differences, establishing that biological age acceleration and death risk operate via separable biological programs. Disentangling these mechanisms could improve organ-resolved risk profiling and support targeted therapeutic interventions.

Caveats

This work is a preprint that has not yet undergone peer review. The findings are based on observational data from the UK Biobank, which may not capture variations in more diverse global populations.

Written from the paper’s abstract, and every claim checked against it before publishing. Read the paper for the full methods and data.

The paper

Age Acceleration and Mortality Risk Constitute Distinct Dimensions of Organ Aging

Na R, Shi C, Ruan X et al.

Research Square · 30 Sep 2026 · Preprint, not yet peer-reviewed

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