Aging & Longevity

Sex-specific aging clocks from a large-scale human phenome reveal distinct aging transitions and circulating signatures.

TL;DR

Sex-specific clinical aging clocks derived from 172 clinical measures in over 100,000 participants revealed divergent aging trajectories between women and men during midlife that converged in later life, and identified metabolic factors and tumor markers as actionable drivers of human aging.

Key Findings

Sex-specific clinical aging clocks revealed divergent aging trajectories between women and men during midlife that converged in later life.

  • Clocks were built from 172 clinical measures across more than 100,000 participants aged 18-98 years.
  • The study used a cross-sectional design across three centers under the Multicentric Chinese Aging Study (mCAS).
  • Divergence in aging trajectories was observed specifically during midlife, with convergence occurring in later life.
  • Separate clocks were constructed for each sex to capture these distinct aging patterns.

Age-related accumulation of metabolic factors including low-density lipoprotein (LDL), triglycerides, glucose, and uric acid was identified through phenome-wide analyses.

  • These factors were identified as age-accumulating through phenome-wide analyses of 172 clinical measures.
  • The accumulation of these metabolic factors was observed across the lifespan in the large cross-sectional cohort.
  • These findings implicate metabolic burden as a driver of biological aging in humans.
  • The study characterized these as 'actionable drivers of human aging.'

Tumor markers carcinoembryonic antigen (CEA) and human epithelial protein 4 (HE4) showed age-related accumulation in the general population.

  • Both CEA and HE4 were identified as age-accumulating factors in phenome-wide analyses.
  • These markers, typically used in cancer screening, were found to increase with age in the general population.
  • Their age-related accumulation was captured alongside metabolic factors in the same phenome-wide framework.
  • The study categorizes these tumor markers alongside metabolic factors as actionable aging drivers.

Age-accumulating metabolic factors induced senescence-related phenotypes in human endothelial cells.

  • The identified age-accumulating circulating factors were tested experimentally in human endothelial cells.
  • Treatment with these factors resulted in senescence-related phenotypes, providing a mechanistic link between circulating metabolic burden and cellular aging.
  • This finding supports a causal or contributory role of these factors in driving aging biology.
  • The experiments were conducted in vitro using human endothelial cells as the model system.

A high-fat diet mouse model with dietary reversal supported the modifiability of metabolic burden-induced aging.

  • Mice were subjected to a high-fat diet to induce metabolic burden, and then dietary reversal was applied.
  • The dietary reversal experiment demonstrated that metabolic burden-induced aging signatures could be modified.
  • This in vivo model provides evidence that interventions targeting metabolic factors may be able to slow or reverse aging-related changes.
  • The finding supports the concept of 'actionable' aging drivers that are responsive to lifestyle or dietary interventions.

The study profiled 172 clinical measures from more than 100,000 participants aged 18-98 years across three centers in China.

  • This is described as a large-scale cross-sectional analysis under the X-Age Project.
  • Participants were drawn from the Multicentric Chinese Aging Study (mCAS).
  • The age range of 18-98 years enabled characterization of aging trajectories across the full adult lifespan.
  • Three centers contributed to the multicentric design, supporting generalizability within the studied population.

The study established metabolic and tumor marker accumulation as actionable drivers of human aging, supporting personalized, sex-stratified geroprotective interventions.

  • Sex-specific aging clocks enabled the identification of sex-stratified aging patterns and biomarkers.
  • The convergence of male and female aging trajectories in later life was a key finding informing the sex-stratified approach.
  • The authors propose that these findings 'pave the way for personalized, sex-stratified geroprotective interventions.'
  • The combination of clinical phenomics, cellular experiments, and animal models was used to support the actionability of identified aging drivers.

What This Means

This research suggests that men and women age differently, particularly during middle age, but that these differences narrow in later life. To reach this conclusion, researchers analyzed 172 routine clinical measurements — such as blood cholesterol, blood sugar, and various biomarkers — from over 100,000 Chinese adults between the ages of 18 and 98. Using this massive dataset, they built separate 'aging clocks' for men and women that estimate biological age from standard clinical tests, and found that the two sexes follow noticeably different aging paths in midlife before converging as they get older. The study also found that certain substances in the blood tend to build up as people age, including well-known metabolic markers like LDL cholesterol, triglycerides, blood sugar, and uric acid, as well as markers typically associated with cancer screening, such as carcinoembryonic antigen (CEA) and human epithelial protein 4 (HE4). When these age-accumulating factors were applied to human blood vessel cells in the laboratory, the cells showed signs of cellular aging (senescence), suggesting these circulating factors may actively contribute to the aging process rather than just being passive bystanders. Additionally, experiments in mice showed that switching from a high-fat diet to a healthier diet could reverse some of the aging-related changes caused by metabolic burden, indicating these factors are potentially modifiable. This research suggests that standard clinical blood tests already collected in routine healthcare could be used to estimate biological aging in a sex-specific way, and that common metabolic conditions — which are often addressable through diet, lifestyle, or medication — may be meaningful targets for slowing the aging process. The findings point toward the possibility of developing personalized, sex-tailored strategies to promote healthy aging, though further research would be needed to determine how such approaches might be applied in practice.

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Citation

Li J, Gao D, Li J, Cao L, Du Y, Xiong M, et al.. (2026). Sex-specific aging clocks from a large-scale human phenome reveal distinct aging transitions and circulating signatures.. Nature aging. https://doi.org/10.1038/s43587-026-01180-5