bioRxivGeneticsPreprint
Dental aging offers new insights to the first epigenetic clock for common dolphins (Delphinus delphis)
Eva-Maria Franziska HanningeriD, Katharina J. PetersiD, Livia GerberiD, Ashley BarratcloughiD, Emma L. BettyiD, Emily I. PalmeriD, Steve HorvathiD, Karen A. StockiniD
Abstract
Determining exact age in wild odontocetes is essential for understanding population dynamics, survival, and reproduction, yet remains logistically challenging. While epigenetic aging is emerging as a valuable approach, only nine species-specific clocks currently exist. Most have been calibrated using captive known-age animals or well-studied wild populations. Only two previous studies have used dental ages from stranded or bycaught individuals. This is due to concerns that dental age inaccuracies, especially in older animals, may affect epigenetic clock performance. To explore this, we developed the first species-specific epigenetic clock for common dolphins (Delphinus delphis), analysing DNA methylation at 37,492 cytosine-phosphate-guanine sites in skin samples from stranded and bycaught dolphins with estimated dental ages. Elastic net models with Leave-One-Out Cross-Validation were applied to three subsets: the relaxed subset (all individuals; n = 75, median absolute error (MAE) = 2.02, r = 0.81, R2 = 0.66), the strict subset (excluding individuals with minimum dental age estimates only; n = 73, MAE = 2.29, r = 0.81, R2 = 0.66), and the restricted subset (excluding outliers with prediction errors > 6 years; n = 63, MAE = 1.80, r = 0.91, R2 = 0.82) to compare performance. Our models consistently underestimated the age of dolphins >16 years, even when minimum dental ages were applied, suggesting absolute errors between dental and epigenetic estimates unlikely reflect dental aging error. Additionally, post-mortem decomposition condition code (DCC 1 to 3) did not affect age prediction, signalling promise for future epigenetic clocks calibrated with strandings and bycaught individuals.
- organism: Drosophila
- assay: DNA methylation
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
- 0
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
- Radiographic assessment of bone maturation as a tool for age estimation in common dolphins (Delphinus delphis)
Eva-Maria Franziska Hanninger, Ashley Barratclough, … Karen A. Stockin·bioRxiv·Apr 7, 2026
- Multi-tissue methylation clocks for age estimation in the common bottlenose dolphin
Todd R. Robeck, Zhe Fei, … Steve Horvath·Frontiers in Marine SciencePeer-reviewed·Sep 14, 2021
- An epigenetic clock to estimate the age of living beluga whales
Eleanor K. Bors, C. Scott Baker, … Steve Horvath·Evolutionary ApplicationsPeer-reviewed·Jan 15, 2021
- DNA methylation age studies of humpback whales
Steve Horvath, Amin Haghani, … Jooke Robbins·bioRxiv·Aug 15, 2022
- Epigenetic clocks and nonlinear aging in Odocoileus deer
Luca Montana, Cheyenne Stewart, … Aaron B. A. Shafer·bioRxiv·Oct 27, 2026
- 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