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Pan-primate DNA methylation clocks

View ORCID ProfileSteve Horvath, View ORCID ProfileAmin Haghani, View ORCID ProfileJoseph A. Zoller, Ake T. Lu, Jason Ernst, Matteo Pellegrini, View ORCID ProfileAnna J. Jasinska, Julie A. Mattison, Adam B. Salmon, Ken Raj, Markus Horvath, Kimberly C. Paul, Beate R. Ritz, Todd R. Robeck, Maria Spriggs, Erin E. Ehmke, Susan Jenkins, Cun Li, Peter W. Nathanielsz
doi: https://doi.org/10.1101/2020.11.29.402891
Steve Horvath
1Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
2Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, California, USA
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  • ORCID record for Steve Horvath
  • For correspondence: shorvath@mednet.ucla.edu peter.nathanielsz@uwyo.edu
Amin Haghani
1Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
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  • ORCID record for Amin Haghani
Joseph A. Zoller
2Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, California, USA
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  • ORCID record for Joseph A. Zoller
Ake T. Lu
1Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
2Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles, Los Angeles, California, USA
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Jason Ernst
3Department of Biological Chemistry, University of California, Los Angeles, Los Angeles, CA, 90095, USA
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Matteo Pellegrini
4Department of Molecular, Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA 90095, USA
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Anna J. Jasinska
5Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
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  • ORCID record for Anna J. Jasinska
Julie A. Mattison
6Translational Gerontology Branch, National Institute on Aging Intramural Research Program, National Institutes of Health, USA
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Adam B. Salmon
7The Sam and Ann Barshop Institute for Longevity and Aging Studies, and Department of Molecular Medicine, UT Health San Antonio, and the Geriatric Research Education and Clinical Center, South Texas Veterans Healthcare System, San Antonio TX, USA
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Ken Raj
8Radiation Effects Department, Centre for Radiation, Chemical and Environmental Hazards, Public Health England, Chilton, Didcot, UK
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Markus Horvath
9Epigenetic Clock Development Foundation, Los Angeles, CA, USA
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Kimberly C. Paul
10Department of Neurology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA
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Beate R. Ritz
10Department of Neurology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA
11Department of Epidemiology, UCLA Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA 90095, USA
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Todd R. Robeck
12Corporate Zoological Operations, SeaWorld Parks and Entertainment, Orlando, FL, USA
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Maria Spriggs
13SeaWorld Parks and Entertainment, Busch Gardens, Tampa, FL 33612, USA
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Erin E. Ehmke
14Duke Lemur Center, Durham, NC, 27705, USA
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Susan Jenkins
15Texas Pregnancy & Life-course Health Center, Southwest National Primate Research Center, San Antonio, Texas, USA
16Department of Animal Science, College of Agriculture and Natural Resources Department, Laramie, Wyoming, USA
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Cun Li
15Texas Pregnancy & Life-course Health Center, Southwest National Primate Research Center, San Antonio, Texas, USA
16Department of Animal Science, College of Agriculture and Natural Resources Department, Laramie, Wyoming, USA
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Peter W. Nathanielsz
15Texas Pregnancy & Life-course Health Center, Southwest National Primate Research Center, San Antonio, Texas, USA
16Department of Animal Science, College of Agriculture and Natural Resources Department, Laramie, Wyoming, USA
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  • For correspondence: shorvath@mednet.ucla.edu peter.nathanielsz@uwyo.edu
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ABSTRACT

DNA methylation data have been successfully used to develop highly accurate estimators of age (“epigenetic clocks”) in many mammalian species. With a view of extending such epigenetic clocks to all primate species, we analyzed DNA methylation profiles of 2400 tissues derived from 37 primate species including 11 haplorhine species (baboons, marmosets, vervets, rhesus macaque, chimpanzees, gorillas, orangutan, humans) and 26 strepsirrhine species (suborders Lemuriformes and Lorisiformes). From these we present here, pan-primate epigenetic clocks which are highly accurate for all primates including humans (age correlation R=0.98). We also carried out in-depth analysis of baboon DNA methylation profiles and generated five epigenetic clocks for baboons (Olive-yellow baboon hybrid), one of which, the pan-tissue epigenetic clock, was trained on seven tissue types (fetal cerebral cortex, adult cerebral cortex, cerebellum, adipose, heart, liver, and skeletal muscle) with ages ranging from late fetal life to 22.8 years of age. To facilitate translation of findings in baboons to humans, we further constructed two dual-species, human-baboon clocks. We also identified and present here, epigenetic predictors of sex that apply to all primate species. Low overlap can be observed between age- and sex-related CpGs. Overall, this study advances our understanding of conserved age- and sex-related epigenetic changes in primates, and provides biomarkers to study the aging of all primate species with the facility to readily translate any findings between primate species.

Competing Interest Statement

SH is a founder of the non-profit Epigenetic Clock Development Foundation which plans to license several patents from his employer UC Regents. All of these patents list SH as inventor. One of the patents also lists JE as inventor. The other authors declare no conflicts of interest.

Footnotes

  • ↵# co-first authorship

  • Emails: ahaghani{at}g.ucla.edu

  • jaz18{at}g.ucla.edu

  • akekaikailu{at}gmail.com

  • jason.ernst{at}ucla.edu

  • matteop{at}mcdb.ucla.edu

  • ankajasinska{at}gmail.com

  • Julie.mattison{at}nih.gov

  • salmona{at}uthscsa.edu

  • ken.raj{at}phe.gov.uk

  • markushorvath{at}hotmail.com

  • kimberlyc.paul{at}gmail.com

  • britz{at}g.ucla.edu

  • todd.robeck{at}seaworld.com

  • Maria.Spriggs{at}buschgardens.com

  • erin.ehmke{at}duke.edu

  • sjenki13{at}uwyo.edu

  • cli5{at}uwyo.edu

  • We added more species and more array data. We updated our original analysis.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted November 03, 2021.
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Pan-primate DNA methylation clocks
Steve Horvath, Amin Haghani, Joseph A. Zoller, Ake T. Lu, Jason Ernst, Matteo Pellegrini, Anna J. Jasinska, Julie A. Mattison, Adam B. Salmon, Ken Raj, Markus Horvath, Kimberly C. Paul, Beate R. Ritz, Todd R. Robeck, Maria Spriggs, Erin E. Ehmke, Susan Jenkins, Cun Li, Peter W. Nathanielsz
bioRxiv 2020.11.29.402891; doi: https://doi.org/10.1101/2020.11.29.402891
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Pan-primate DNA methylation clocks
Steve Horvath, Amin Haghani, Joseph A. Zoller, Ake T. Lu, Jason Ernst, Matteo Pellegrini, Anna J. Jasinska, Julie A. Mattison, Adam B. Salmon, Ken Raj, Markus Horvath, Kimberly C. Paul, Beate R. Ritz, Todd R. Robeck, Maria Spriggs, Erin E. Ehmke, Susan Jenkins, Cun Li, Peter W. Nathanielsz
bioRxiv 2020.11.29.402891; doi: https://doi.org/10.1101/2020.11.29.402891

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