The effects of age, sex, weight and breed on canid methylomes
Liudmilla Rubbi, Haoxuan Zhang, Junxi Feng, Christopher HeiD, Patrick Kurnia, Prashansa Ratan, Aakash Tammana, Sabina House, Michael James ThompsoniD, Colin P. FarrelliD, Sagi SniriD, Daniel R. StahleriD, Elaine A. OstranderiD, Bridgett M. vonHoldtiD, Matteo A. PellegriniiD
Abstract
Unlike genomes, which are static throughout the lifespan of an organism, DNA methylomes are dynamic. To study these dynamics we developed quantitative models that measure the effect of multiple factors on DNA methylomes including, age, sex, weight and genetics. We conducted our study in canids, which prove to be an ideal species to assess epigenetic moderators due to their extreme variability in size and well-characterized genetic structure. We collected buccal swabs from 217 canids (207 domestic dogs and 10 gray wolves) and used targeted bisulfite sequencing to measure methylomes. We also measured genotypes at over one thousand single nucleotide polymorphisms (SNPs). We found that DNA methylomes are strongly associated with age, enabling the construction of epigenetic clocks. We also show that methylomes are strongly impacted by sex, weight and sterilization status, leading to accurate predators of these factors. Methylomes are also affected by genetics and we observe multiple associations between SNP loci and methylated CpGs. Finally, we show that several factors moderate the relationship between epigenetic ages and real ages, such as body weight, which increases epigenetic aging. In conclusion, we demonstrate that the plasticity of DNA methylomes is impacted by myriad genetic and physiological factors, and that DNA methylation biomarkers are accurate predictors of age, sex and sterilization status.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 11
- FWCI
- 0.65
- Field percentile
- top 40%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Epigenetic clock and methylation studies in dogs
Steve Horvath, Ake Tzu-Hui Lu, … Elaine A. Ostrander·bioRxiv·Mar 30, 2021
- Epigenetic clocks, sex markers, and age-class diagnostics in three harvested large mammals
Natalie Czajka, Joseph M. Northrup, … Aaron B. A. Shafer·Molecular Ecology ResourcesPeer-reviewed·Mar 30, 2024
- Methylation studies in Peromyscus: aging, altitude adaptation, and monogamy
Steve Horvath, Amin Haghani, … Hippokratis Kiaris·GeroSciencePeer-reviewed·Oct 26, 2021
- Castration delays epigenetic aging and feminises DNA methylation at androgen-regulated loci
Victoria J Sugrue, Joseph Alan Zoller, … Steve Horvath·eLifePeer-reviewed·Jun 28, 2021
- Body weight at young adulthood and association with epigenetic aging and lifespan in the BXD murine family
José Vladimir Sandoval-Sierra, Alexandra H. B. Helbing, … Khyobeni Mozhui·Aging CellPeer-reviewed·Aug 12, 2020
- Multi-Tissue DNA Methylation Age Predictor In Mouse
Thomas M. Stubbs, Marc Jan Bonder, … Wolf Reik·Genome biologyPeer-reviewed·Apr 11, 2017