Multi-tissue DNA methylation aging clocks for sea lions, walruses and seals

被引:9
作者
Robeck, Todd R. R. [1 ,2 ]
Haghani, Amin [3 ,4 ]
Fei, Zhe [5 ]
Lindemann, Dana M. M. [6 ]
Russell, Jennifer [7 ]
Herrick, Kelsey E. S. [8 ]
Montano, Gisele [1 ,2 ]
Steinman, Karen J. J. [2 ]
Katsumata, Etsuko [9 ]
Zoller, Joseph A. A. [5 ]
Horvath, Steve [3 ,4 ,5 ]
机构
[1] SeaWorld Pk & Entertainment, Zool Operat, Orlando, FL 32821 USA
[2] SeaWorld Pk & Entertainment, Species Preservat Lab, San Diego, CA 92109 USA
[3] David Geffen Sch Med, Gonda Res Ctr, Dept Human Genet, Los Angeles, CA 90095 USA
[4] Altos Labs, San Diego, CA 92121 USA
[5] Univ Calif Los Angeles, Sch Publ Hlth, Dept Biostat, Los Angeles, CA 90095 USA
[6] SeaWorld Florida, Orlando, FL USA
[7] SeaWorld Texas, San Antonio, TX USA
[8] SeaWorld Calif, San Diego, CA USA
[9] Kamogawa Sea World, Kamogawa, Chiba, Japan
关键词
ODOBENUS-ROSMARUS-ROSMARUS; ATLANTIC WALRUS; AGE-DETERMINATION; GROWTH; GENES; EXPRESSION; ACCURACY; CANCER;
D O I
10.1038/s42003-023-04734-0
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Age determination of wild animals, including pinnipeds, is critical for accurate population assessment and management. For most pinnipeds, current age estimation methodologies utilize tooth or bone sectioning which makes antemortem estimations problematic. We leveraged recent advances in the development of epigenetic age estimators (epigenetic clocks) to develop highly accurate pinniped epigenetic clocks. For clock development, we applied the mammalian methylation array to profile 37,492 cytosine-guanine sites (CpGs) across highly conserved stretches of DNA in blood and skin samples (n = 171) from primarily three pinniped species representing the three phylogenetic families: Otariidae, Phocidae and Odobenidae. We built an elastic net model with Leave-One-Out-Cross Validation (LOOCV) and one with a Leave-One-Species-Out-Cross-Validation (LOSOCV). After identifying the top 30 CpGs, the LOOCV produced a highly correlated (r = 0.95) and accurate (median absolute error = 1.7 years) age estimation clock. The LOSOCV elastic net results indicated that blood and skin clock (r = 0.84) and blood (r = 0.88) pinniped clocks could predict age of animals from pinniped species not used for clock development to within 3.6 and 4.4 years, respectively. These epigenetic clocks provide an improved and relatively non-invasive tool to determine age in skin or blood samples from all pinniped species. DNA methylation aging clocks are generated for several species of pinnipeds enabling the estimation of pinniped age from blood or skin samples.
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页数:11
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