DNA methylation age analysis of rapamycin in common marmosets

Steve Horvath, Joseph A. Zoller, Amin Haghani, Ake T. Lu, Ken Raj, Anna J. Jasinska, Julie A. Mattison, Adam B. Salmon

Research output: Contribution to journalArticlepeer-review

11 Scopus citations


Human DNA methylation data have previously been used to develop highly accurate biomarkers of aging (“epigenetic clocks”). Subsequent studies demonstrate that similar epigenetic clocks can also be developed for mice and many other mammals. Here, we describe epigenetic clocks for common marmosets (Callithrix jacchus) based on novel DNA methylation data generated from highly conserved mammalian CpGs that were profiled using a custom Infinium array (HorvathMammalMethylChip40). From these, we developed and present here two epigenetic clocks for marmosets that are applicable to whole blood samples. We find that the human-marmoset clock for relative age exhibits moderately high age correlations in two other non-human primate species: vervet monkeys and rhesus macaques. In a separate cohort of marmosets, we tested whether intervention with rapamycin, a drug shown to extend lifespan in mice, would alter the epigenetic age of marmosets, as measured by the marmoset epigenetic clocks. These clocks did not detect significant effects of rapamycin on the epigenetic age of marmoset blood. The common marmoset stands out from other mammals in that it is not possible to build accurate estimators of sex based on DNA methylation data: the accuracy of a random forest predictor of sex (66%) was substantially lower than that observed for other mammals (which is close to 100%). Overall, the epigenetic clocks developed here for the common marmoset are expected to be useful for age estimation of wild-born animals and for anti-aging studies in this species.

Original languageEnglish (US)
Pages (from-to)2413-2425
Number of pages13
Issue number5
StatePublished - Oct 2021


  • Aging
  • DNA methylation
  • Development
  • Epigenetic clock
  • Marmoset

ASJC Scopus subject areas

  • Aging
  • veterinary (miscalleneous)
  • Complementary and alternative medicine
  • Geriatrics and Gerontology
  • Cardiology and Cardiovascular Medicine


Dive into the research topics of 'DNA methylation age analysis of rapamycin in common marmosets'. Together they form a unique fingerprint.

Cite this