A generalizable epigenetic clock captures aging in two nonhuman primates.
Goldman, E. A.; Watowich, M. M.; Chiou, K. L.; Mercer, A.; Sams, S. N.; Horvath, J. E.; Anderson, J.; Cayo Biobank Research Unit, ; Tung, J.; Higham, J. P.; Brent, L. J.; Martinez, M. I.; Montague, M. J.; Platt, M. L.; Sterner, K. N.; Snyder-Mackler, N.
Show abstract
Epigenetic clocks generated from DNA methylation array data provide important insights into biological aging, disease susceptibility, and mortality risk. However, these clocks cannot be applied to high-throughput, sequence-based datasets more commonly used to study nonhuman animals. Here, we built a generalizable epigenetic clock using genome-wide DNA methylation data from 493 free-ranging rhesus macaques. Using a sliding-window approach that maximizes generalizability across datasets and species, this model predicted age with high accuracy ({+/-} 1.42 years) in held-out test samples, as well as in two independent test sets: rhesus macaques from a captive population (n=43) and wild baboons in Kenya (n=271). Our model can also be used to generate insight into the factors hypothesized to alter epigenetic aging, including social status and exposure to traumatic events. Our results thus provide a flexible tool for predicting age in other populations and species and illustrate how connecting behavioral data with the epigenetic clock can uncover social influences on biological age.
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