TY - JOUR
T1 - Sequencing method matters
T2 - differential performance of DNA methylation data acquisition in epigenetic clock calibration
AU - Gerber, Livia
AU - Schrey, Aaron W.
AU - Anderson, Susan C.
AU - Jain, Erena
AU - Liebl, Andrea L.
N1 - Publisher Copyright:
© 2025 The Author(s). Journal of Avian Biology published by John Wiley & Sons Ltd on behalf of Nordic Society Oikos.
PY - 2025/9
Y1 - 2025/9
N2 - Age is an important trait, influencing an individual's physiology, behavior, and survival probability. Unfortunately, the ages of wild animals are often unknown, impeding behavioral and ecological studies requiring life history information and impacting conservation efforts for threatened species. Epigenetic clocks offer a solution by generating accurate age estimates based on DNA methylation at particular CpG sites, which changes in a predictable manner over lifespan. The CpG sites correlating with age vary across species, requiring species-specific epigenetic clock calibration using DNA methylation measured at CpG sites across the genome. Here, we compared the efficacy of two DNA methylation sequencing methods, whole genome enzymatic methyl sequencing (WGEM-seq) and epiRADseq, in calibrating epigenetic clocks for chestnut-crowned babbler Pomatostomus ruficeps nestlings (n = 56, aged 0–19 days). We found that epigenetic clocks using WGEM-seq data outperformed clocks using epiRADseq data (MAE = 1.6 versus MAE = 5.9; r = 0.95 versus r = 0.41 for 10-fold cross-validation). Notably, WGEM-seq achieved superior performance despite utilizing fewer loci in the input data than epiRADseq, indicating that the lower resolution of epiRADseq does not allow for accurate clock calibration. Using WGEM-seq data collected throughout a small fraction of the lifespan of chestnut-crowned babblers, we successfully calibrated a highly accurate epigenetic clock. These results open promising avenues for investigating the impact of early life environments and developmental stressors on aging. The insights gained from such studies can improve conservation and management strategies while deepening our understanding of avian life history strategies, ecology, and behavior.
AB - Age is an important trait, influencing an individual's physiology, behavior, and survival probability. Unfortunately, the ages of wild animals are often unknown, impeding behavioral and ecological studies requiring life history information and impacting conservation efforts for threatened species. Epigenetic clocks offer a solution by generating accurate age estimates based on DNA methylation at particular CpG sites, which changes in a predictable manner over lifespan. The CpG sites correlating with age vary across species, requiring species-specific epigenetic clock calibration using DNA methylation measured at CpG sites across the genome. Here, we compared the efficacy of two DNA methylation sequencing methods, whole genome enzymatic methyl sequencing (WGEM-seq) and epiRADseq, in calibrating epigenetic clocks for chestnut-crowned babbler Pomatostomus ruficeps nestlings (n = 56, aged 0–19 days). We found that epigenetic clocks using WGEM-seq data outperformed clocks using epiRADseq data (MAE = 1.6 versus MAE = 5.9; r = 0.95 versus r = 0.41 for 10-fold cross-validation). Notably, WGEM-seq achieved superior performance despite utilizing fewer loci in the input data than epiRADseq, indicating that the lower resolution of epiRADseq does not allow for accurate clock calibration. Using WGEM-seq data collected throughout a small fraction of the lifespan of chestnut-crowned babblers, we successfully calibrated a highly accurate epigenetic clock. These results open promising avenues for investigating the impact of early life environments and developmental stressors on aging. The insights gained from such studies can improve conservation and management strategies while deepening our understanding of avian life history strategies, ecology, and behavior.
KW - aging
KW - chestnut-crowned babbler
KW - EM-seq
KW - epigenetic clock
KW - epiRADseq
KW - whole genome methylation sequencing
UR - https://www.scopus.com/pages/publications/105014888976
U2 - 10.1002/jav.03498
DO - 10.1002/jav.03498
M3 - Article
AN - SCOPUS:105014888976
SN - 0908-8857
VL - 2025
JO - Journal of Avian Biology
JF - Journal of Avian Biology
IS - 5
M1 - e03498
ER -