
Human lifespan studies can take decades. In mice and short-lived fish, researchers can measure biological age, give a treatment and record survival within a much shorter period. The design must distinguish a clock that predicts an animal’s mortality risk from a clock that changes when a treatment extends lifespan.
A good predictor need not be part of the ageing mechanism. Drugs can alter the biomarker it reads without producing a comparable benefit in the animal.
Mice: known longevity interventions affect the clock
A 2017 study derived a methylation clock from 107 mouse liver samples. It analysed 28 further liver samples comprising longevity-intervention groups and their controls, and found younger predicted ages in dwarf, calorie-restricted or rapamycin-treated mice than in age-matched controls. These interventions are already associated with longer mouse lifespan.
The groups were small, and the investigators collected liver at particular ages. They did not follow those individual mice after sampling to test whether the size of each clock change predicted time of death.
A later longitudinal study combined frailty and blood data to develop phenotypic-age models. Methylation- and metabolite-based predictions were associated with remaining mouse lifespan even after chronological age was taken into account.
Dogs and killifish provide different tests
A Dog Aging Project preprint analysed DNA methylation from 864 companion dogs. Higher age-adjusted epigenetic age was associated with mortality after accounting for factors including breed size. The analysis was observational and has not established how treatment would change risk.
In killifish, some dietary-restriction regimes extend male lifespan without a comparable effect in females. A March 2026 Nature Aging study used RNA-expression clocks and found lower predicted liver age after restriction in males, with no statistically established reduction in females. These were transcriptomic clocks, not methylation clocks.
Testing whether clock changes predict lifespan gains
A stronger test would randomise animals to several treatments, measure clocks before and during treatment, and follow them to death. Investigators could then check whether the size of a clock change predicts the survival benefit across treatments that were not used to train the model.
For now, the animal evidence supports clocks as useful correlates of ageing and, in some cases, predictors of mortality. It does not support converting a year of clock reversal into a year of extra life.
Sources
- Paper · 28 Mar 2017Epigenetic aging signatures in mice livers are slowed by dwarfism, calorie restriction and rapamycin treatment
Clock derived from 107 mouse liver samples; 28 intervention samples, with small groups; cross-sectional rather than individual survival calibration.
Checked 24 Oct 2026 - Paper · 28 Aug 2025Multiomic clocks to predict phenotypic age in mice
Longitudinal mouse cohort; multiomic phenotypic-age estimates associated with remaining lifespan after chronological age adjustment.
Checked 24 Oct 2026 - Preprint · 14 Nov 2024Aging at scale: Younger dogs and larger breeds from the Dog Aging Project show accelerated epigenetic aging
Preprint analysis of 864 dogs; residual methylation age associated with mortality; breed and covariate effects need care.
Checked 24 Oct 2026 - Paper · 3 Mar 2026Multi-tissue transcriptomic aging atlas reveals predictive aging biomarkers in the killifish
RNA-expression clocks, not methylation clocks; dietary restriction effects on male versus female liver age reflected known survival response.
Checked 24 Oct 2026 - Review · 9 Jul 2026Biological aging clocks in health and disease
Critical review of biological clocks and their uses and limitations.
Checked 24 Oct 2026