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Universal DNA methylation age across mammalian tissues

MAMMALIAN METHYLATION CONSORTIUM, Ake T. Lu, Zhe Fei, Amin Haghani, Todd R. Robeck, Joseph A. Zoller, Caesar Z. Li, Joshua Zhang, Julia Ablaeva, Danielle M. Adams, Javier Almunia, Reza Ardehali, Adriana Arneson, C. Scott Baker, Katherine Belov, Pete Black, Daniel T. Blumstein, Eleanor K. Bors, Charles E. Breeze, Robert T. Brooke, Janine L. Brown, Alex Caulton, Julie M. Cavin, Ioulia Chatzistamou, Hao Chen, Priscila Chiavellini, Oi-Wa Choi, Shannon Clarke, Joseph DeYoung, Christopher Dold, Candice K. Emmons, Stephan Emmrich, Chris G. Faulkes, Steven H. Ferguson, Carrie J. Finno, Jean-Michel Gaillard, Eva Garde, Vadim N. Gladyshev, Vera Gorbunova, Rodolfo G. Goya, Matthew J Grant, Erin N. Hales, M. Bradley Hanson, Martin Haulena, Andrew N. Hogan, Carolyn J. Hogg, Timothy A. Hore, Anna J. Jasinska, Gareth Jones, Eve Jourdain, Olga Kashpur, Harold Katcher, Etsuko Katsumata, Vimala Kaza, Hippokratis Kiaris, Michael S. Kobor, Pawel Kordowitzki, William R. Koski, Brenda Larison, Sang-Goo Lee, Ye C. Lee, Marianne Lehmann, Jean-Francois Lemaitre, Andrew J. Levine, Cun Li, Xinmin Li, David TS Lin, Nicholas Macoretta, Dewey Maddox, Craig O. Matkin, Julie A. Mattison, June Mergl, Jennifer J. Meudt, Khyobeni Mozhui, Asieh Naderi, Martina Nagy, Pritika Narayan, Peter W. Nathanielsz, Ngoc B. Nguyen, Christof Niehrs, Alexander G. Ophir, Elaine A. Ostrander, Perrie O’Tierney Ginn, Kim M. Parsons, Kimberly C. Paul, Matteo Pellegrini, Gabriela M. Pinho, Jocelyn Plassais, Natalia A. Prado, Benjamin Rey, Beate R. Ritz, Jooke Robbins, Magdalena Rodriguez, Jennifer Russell, Elena Rydkina, Lindsay L. Sailer, Adam B. Salmon, Akshay Sanghavi, Kyle M. Schachtschneider, Dennis Schmitt, Todd Schmitt, Lars Schomacher, Lawrence B. Schook, Karen E. Sears, Andrei Seluanov, Dhanansayan Shanmuganayagam, Anastasia Shindyapina, Kavita Singh, Ishani Sinha, Russel G. Snell, Elham Soltanmaohammadi, Matthew L. Spangler, Lydia Staggs, Karen J. Steinman, Victoria J. Sugrue, Balazs Szladovits, Masaki Takasugi, Emma C. Teeling, Michael J. Thompson, Bill Van Bonn, Sonja C. Vernes, Diego Villar, Harry V. Vinters, Mary C. Wallingford, Nan Wang, Robert K. Wayne, Gerald S. Wilkinson, Christopher K. Williams, Robert W. Williams, X. William Yang, Brent G. Young, Bohan Zhang, Zhihui Zhang, Peng Zhao, Yang Zhao, Joerg Zimmermann, Wanding Zhou, Jason Ernst, Ken Raj, Steve Horvath
doi: https://doi.org/10.1101/2021.01.18.426733
1Dept. of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
Ake T. Lu
1Dept. of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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Zhe Fei
2Dept. of Biostatistics, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA, USA
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Amin Haghani
1Dept. of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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Todd R. Robeck
3Zoological Operations, SeaWorld Parks and Entertainment, Orlando, Florida, USA
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Joseph A. Zoller
2Dept. of Biostatistics, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA, USA
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Caesar Z. Li
2Dept. of Biostatistics, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA, USA
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Joshua Zhang
1Dept. of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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Julia Ablaeva
4Depts. of Biology and Medicine, University of Rochester, Rochester, NY, USA
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Danielle M. Adams
5Dept. of Biology, University of Maryland, College Park, USA
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Javier Almunia
6Loro Parque Fundacion, Avenida Loro Parque, Puerto de la Cruz, Tenerife, Spain
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Reza Ardehali
7Division of Cardiology, Dept. of Internal Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
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Adriana Arneson
8Bioinformatics Interdepartmental Program, University of California, Los Angeles, CA, USA
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C. Scott Baker
9Marine Mammal Institute, Oregon State University, Newport, OR, USA
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Katherine Belov
10School of Life and Environmental Sciences, The University of Sydney, Sydney, New South Wales, Australia
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Pete Black
11Busch Gardens Tampa, Tampa, Florida, USA
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Daniel T. Blumstein
12Dept. of Ecology and Evolutionary Biology, UCLA, Los Angeles, CA, USA
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Eleanor K. Bors
9Marine Mammal Institute, Oregon State University, Newport, OR, USA
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Charles E. Breeze
13Altius Institute for Biomedical Sciences, Seattle, WA, USA
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Robert T. Brooke
14Epigenetic Clock Development Foundation, Los Angeles, CA, USA
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Janine L. Brown
15Center for Species Survival, Smithsonian Conservation Biology Institute, Front Royal, VA, USA
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Alex Caulton
16AgResearch, Invermay Agricultural Centre, Mosgiel, Otago, New Zealand
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Julie M. Cavin
17Gulf World, Dolphin Company, USA
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Ioulia Chatzistamou
18Department of Pathology, Microbiology & Immunology, School of Medicine, University of South Carolina, SC, USA
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Hao Chen
19Dept. of Pharmacology, Addiction Science and Toxicology, The University of Tennessee Health Science Center, Memphis, TN 3993, USA
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Priscila Chiavellini
20Biochemistry Research Institute of La Plata, Histology and Pathology, School of Medicine, University of La Plata, La Plata, Argentina
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Oi-Wa Choi
21Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, Dept. of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
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Shannon Clarke
16AgResearch, Invermay Agricultural Centre, Mosgiel, Otago, New Zealand
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Joseph DeYoung
21Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, Dept. of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
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Christopher Dold
3Zoological Operations, SeaWorld Parks and Entertainment, Orlando, Florida, USA
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22Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
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Stephan Emmrich
4Depts. of Biology and Medicine, University of Rochester, Rochester, NY, USA
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23School of Biological and Chemical Sciences, Queen Mary University of London, London, UK
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24Fisheries and Oceans Canada, 501 University Crescent, Winnipeg, Canada
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25Dept. of Population Health and Reproduction, University of California, Davis School of Veterinary Medicine, Davis, CA, USA
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26University of Lyon, CNRS, Laboratoire de Biometrie et Biologie Evolutive, Villeurbanne, France
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27Greenland Institute of Natural Resources, Nuuk, Greenland
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22Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
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30Vancouver Aquarium, Vancouver, Canada
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31Cancer Genetics and Comparative Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20892, USA
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10School of Life and Environmental Sciences, The University of Sydney, Sydney, New South Wales, Australia
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32Dept. of Anatomy, University of Otago, Dunedin, 9016, New Zealand
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21Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, Dept. of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, California, USA
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34Norwegian Orca Survey, Andenes, Norway
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35Mother Infant Research Institute, Tufts Medical Center, Boston, MA, USA
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36Nugenics Research Pvt Ltd, India
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37Kamogawa Sea World, Kamogawa, Chiba, Japan
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38Peromyscus Genetic Stock Center, University of South Carolina, SC, USA
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40Centre for Molecular Medicine and Therapeutics, BC Children’s Hospital Research Institute, Vancouver, Canada
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43Universite de Lyon, Universite Lyon 1, CNRS, Laboratoire de Biometrie et Biologie Evolutive, Villeurbanne, France
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45Texas Pregnancy & Life-course Health Center, Southwest National Primate Research Center, San Antonio, Texas, USA
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46Technology Center for Genomics & Bioinformatics, Dept. of Pathology & Laboratory Medicine, University of California, Los Angeles, Los Angeles, CA, USA
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47White Oak Conservation Center, Yulee FL, USA
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50Marineland of Canada, Niagara Falls, Ontario, Canada
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51Biomedical and Genomic Research Group, Department of Animal and Dairy Sciences, University of Wisconsin Madison, Madison, Wisconsin, US
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39Dept. of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, SC, USA
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53Museum fur Naturkunde, Leibniz-Institute for Evolution and Biodiversity Science, Berlin, Germany
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29Applied Translational Genetics Group, School of Biological Sciences, Centre for Brain Research, The University of Auckland, Auckland, 1010, New Zealand
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45Texas Pregnancy & Life-course Health Center, Southwest National Primate Research Center, San Antonio, Texas, USA
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7Division of Cardiology, Dept. of Internal Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
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31Cancer Genetics and Comparative Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20892, USA
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35Mother Infant Research Institute, Tufts Medical Center, Boston, MA, USA
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56Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
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57Dept. of Neurology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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58Molecular, Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA, USA
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12Dept. of Ecology and Evolutionary Biology, UCLA, Los Angeles, CA, USA
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31Cancer Genetics and Comparative Genomics Branch, National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20892, USA
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15Center for Species Survival, Smithsonian Conservation Biology Institute, Front Royal, VA, USA
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43Universite de Lyon, Universite Lyon 1, CNRS, Laboratoire de Biometrie et Biologie Evolutive, Villeurbanne, France
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60Center for Coastal Studies, Provincetown, MA, USA
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61Miami Seaquarium, Miami, Florida, USA
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62SeaWorld San Antonio, San Antonio, Texas, USA
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4Depts. of Biology and Medicine, University of Rochester, Rochester, NY, USA
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63The Sam and Ann Barshop Institute for Longevity and Aging Studies, and Dept. 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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36Nugenics Research Pvt Ltd, India
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65College of Agriculture, Missouri State University, USA
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66SeaWorld San Diego, San Diego, California, USA
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51Biomedical and Genomic Research Group, Department of Animal and Dairy Sciences, University of Wisconsin Madison, Madison, Wisconsin, US
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28Division of Genetics, Dept. of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
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67Shobhaben Pratapbhai Patel School of Pharmacy and Technology Management, SVKM’S NMIMS University, Mumbai, India
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12Dept. of Ecology and Evolutionary Biology, UCLA, Los Angeles, CA, USA
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Russel G. Snell
29Applied Translational Genetics Group, School of Biological Sciences, Centre for Brain Research, The University of Auckland, Auckland, 1010, New Zealand
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39Dept. of Drug Discovery and Biomedical Sciences, College of Pharmacy, University of South Carolina, SC, USA
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Matthew L. Spangler
68Dept. of Animal Science, University of Nebraska, Lincoln, USA
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Lydia Staggs
69Zoological Operations, SeaWorld Drive, Orlando, Florida, USA
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Karen J. Steinman
70Species Preservation Laboratory, SeaWorld San Diego, California, USA
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32Dept. of Anatomy, University of Otago, Dunedin, 9016, New Zealand
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71Dept. of Pathobiology and Population Sciences, Royal Veterinary College, Hatfield, UK
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4Depts. of Biology and Medicine, University of Rochester, Rochester, NY, USA
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Emma C. Teeling
72School of Biology and Environmental Science, University College Dublin, Belfield, Dublin, Ireland
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Michael J. Thompson
58Molecular, Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA, USA
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Bill Van Bonn
73John G. Shedd Aquarium, Chicago, Illinois, USA
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Sonja C. Vernes
74School of Biology, The University of St Andrews, Fife, UK
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Diego Villar
75Blizard Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London E1 2AT, UK
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Harry V. Vinters
76Dept. of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, USA
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Mary C. Wallingford
35Mother Infant Research Institute, Tufts Medical Center, Boston, MA, USA
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Nan Wang
77Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
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Robert K. Wayne
12Dept. of Ecology and Evolutionary Biology, UCLA, Los Angeles, CA, USA
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Gerald S. Wilkinson
5Dept. of Biology, University of Maryland, College Park, USA
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Christopher K. Williams
78Dept. of Neuropathology, David Geffen School of Medicine, University of California Los Angeles
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Robert W. Williams
79Dept. of Genetics, Genomics and Informatics, University of Tennessee Health Science Center, College of Medicine, Memphis, TN, USA
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X. William Yang
77Center for Neurobehavioral Genetics, Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
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Brent G. Young
24Fisheries and Oceans Canada, 501 University Crescent, Winnipeg, Canada
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Bohan Zhang
28Division of Genetics, Dept. of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
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Zhihui Zhang
4Depts. of Biology and Medicine, University of Rochester, Rochester, NY, USA
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Peng Zhao
7Division of Cardiology, Dept. of Internal Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
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Yang Zhao
4Depts. of Biology and Medicine, University of Rochester, Rochester, NY, USA
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Joerg Zimmermann
80Institute for Computer Science, University of Bonn, Germany
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Wanding Zhou
81Center for Computational and Genomic Medicine, Children’s Hospital of Philadelphia, Philadelphia, USA
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Jason Ernst
82Bioinformatics Interdepartmental Program, University of California, Los Angeles, CA, USA
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Ken Raj
83Radiation Effects Dept., Centre for Radiation, Chemical and Environmental Hazards, Public Health England, Chilton, Didcot, UK
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Steve Horvath
1Dept. of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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  • For correspondence: shorvath@mednet.ucla.edu
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ABSTRACT

Aging is often perceived as a degenerative process caused by random accrual of cellular damage over time. In spite of this, age can be accurately estimated by epigenetic clocks based on DNA methylation profiles from almost any tissue of the body. Since such pan-tissue epigenetic clocks have been successfully developed for several different species, it is difficult to ignore the likelihood that a defined and shared mechanism instead, underlies the aging process. To address this, we generated 10,000 methylation arrays, each profiling up to 37,000 cytosines in highly-conserved stretches of DNA, from over 59 tissue-types derived from 128 mammalian species. From these, we identified and characterized specific cytosines, whose methylation levels change with age across mammalian species. Genes associated with these cytosines are greatly enriched in mammalian developmental processes and implicated in age-associated diseases. From the methylation profiles of these age-related cytosines, we successfully constructed three highly accurate universal mammalian clocks for eutherians, and one universal clock for marsupials. The universal clocks for eutherians are similarly accurate for estimating ages (r>0.96) of any mammalian species and tissue with a single mathematical formula. Collectively, these new observations support the notion that aging is indeed evolutionarily conserved and coupled to developmental processes across all mammalian species - a notion that was long-debated without the benefit of this new and compelling evidence.

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. These patents list SH, JE, AA as inventors. The other authors declare no conflicts of interest.

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-NC 4.0 International license.
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Universal DNA methylation age across mammalian tissues
MAMMALIAN METHYLATION CONSORTIUM, Ake T. Lu, Zhe Fei, Amin Haghani, Todd R. Robeck, Joseph A. Zoller, Caesar Z. Li, Joshua Zhang, Julia Ablaeva, Danielle M. Adams, Javier Almunia, Reza Ardehali, Adriana Arneson, C. Scott Baker, Katherine Belov, Pete Black, Daniel T. Blumstein, Eleanor K. Bors, Charles E. Breeze, Robert T. Brooke, Janine L. Brown, Alex Caulton, Julie M. Cavin, Ioulia Chatzistamou, Hao Chen, Priscila Chiavellini, Oi-Wa Choi, Shannon Clarke, Joseph DeYoung, Christopher Dold, Candice K. Emmons, Stephan Emmrich, Chris G. Faulkes, Steven H. Ferguson, Carrie J. Finno, Jean-Michel Gaillard, Eva Garde, Vadim N. Gladyshev, Vera Gorbunova, Rodolfo G. Goya, Matthew J Grant, Erin N. Hales, M. Bradley Hanson, Martin Haulena, Andrew N. Hogan, Carolyn J. Hogg, Timothy A. Hore, Anna J. Jasinska, Gareth Jones, Eve Jourdain, Olga Kashpur, Harold Katcher, Etsuko Katsumata, Vimala Kaza, Hippokratis Kiaris, Michael S. Kobor, Pawel Kordowitzki, William R. Koski, Brenda Larison, Sang-Goo Lee, Ye C. Lee, Marianne Lehmann, Jean-Francois Lemaitre, Andrew J. Levine, Cun Li, Xinmin Li, David TS Lin, Nicholas Macoretta, Dewey Maddox, Craig O. Matkin, Julie A. Mattison, June Mergl, Jennifer J. Meudt, Khyobeni Mozhui, Asieh Naderi, Martina Nagy, Pritika Narayan, Peter W. Nathanielsz, Ngoc B. Nguyen, Christof Niehrs, Alexander G. Ophir, Elaine A. Ostrander, Perrie O’Tierney Ginn, Kim M. Parsons, Kimberly C. Paul, Matteo Pellegrini, Gabriela M. Pinho, Jocelyn Plassais, Natalia A. Prado, Benjamin Rey, Beate R. Ritz, Jooke Robbins, Magdalena Rodriguez, Jennifer Russell, Elena Rydkina, Lindsay L. Sailer, Adam B. Salmon, Akshay Sanghavi, Kyle M. Schachtschneider, Dennis Schmitt, Todd Schmitt, Lars Schomacher, Lawrence B. Schook, Karen E. Sears, Andrei Seluanov, Dhanansayan Shanmuganayagam, Anastasia Shindyapina, Kavita Singh, Ishani Sinha, Russel G. Snell, Elham Soltanmaohammadi, Matthew L. Spangler, Lydia Staggs, Karen J. Steinman, Victoria J. Sugrue, Balazs Szladovits, Masaki Takasugi, Emma C. Teeling, Michael J. Thompson, Bill Van Bonn, Sonja C. Vernes, Diego Villar, Harry V. Vinters, Mary C. Wallingford, Nan Wang, Robert K. Wayne, Gerald S. Wilkinson, Christopher K. Williams, Robert W. Williams, X. William Yang, Brent G. Young, Bohan Zhang, Zhihui Zhang, Peng Zhao, Yang Zhao, Joerg Zimmermann, Wanding Zhou, Jason Ernst, Ken Raj, Steve Horvath
bioRxiv 2021.01.18.426733; doi: https://doi.org/10.1101/2021.01.18.426733
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Universal DNA methylation age across mammalian tissues
MAMMALIAN METHYLATION CONSORTIUM, Ake T. Lu, Zhe Fei, Amin Haghani, Todd R. Robeck, Joseph A. Zoller, Caesar Z. Li, Joshua Zhang, Julia Ablaeva, Danielle M. Adams, Javier Almunia, Reza Ardehali, Adriana Arneson, C. Scott Baker, Katherine Belov, Pete Black, Daniel T. Blumstein, Eleanor K. Bors, Charles E. Breeze, Robert T. Brooke, Janine L. Brown, Alex Caulton, Julie M. Cavin, Ioulia Chatzistamou, Hao Chen, Priscila Chiavellini, Oi-Wa Choi, Shannon Clarke, Joseph DeYoung, Christopher Dold, Candice K. Emmons, Stephan Emmrich, Chris G. Faulkes, Steven H. Ferguson, Carrie J. Finno, Jean-Michel Gaillard, Eva Garde, Vadim N. Gladyshev, Vera Gorbunova, Rodolfo G. Goya, Matthew J Grant, Erin N. Hales, M. Bradley Hanson, Martin Haulena, Andrew N. Hogan, Carolyn J. Hogg, Timothy A. Hore, Anna J. Jasinska, Gareth Jones, Eve Jourdain, Olga Kashpur, Harold Katcher, Etsuko Katsumata, Vimala Kaza, Hippokratis Kiaris, Michael S. Kobor, Pawel Kordowitzki, William R. Koski, Brenda Larison, Sang-Goo Lee, Ye C. Lee, Marianne Lehmann, Jean-Francois Lemaitre, Andrew J. Levine, Cun Li, Xinmin Li, David TS Lin, Nicholas Macoretta, Dewey Maddox, Craig O. Matkin, Julie A. Mattison, June Mergl, Jennifer J. Meudt, Khyobeni Mozhui, Asieh Naderi, Martina Nagy, Pritika Narayan, Peter W. Nathanielsz, Ngoc B. Nguyen, Christof Niehrs, Alexander G. Ophir, Elaine A. Ostrander, Perrie O’Tierney Ginn, Kim M. Parsons, Kimberly C. Paul, Matteo Pellegrini, Gabriela M. Pinho, Jocelyn Plassais, Natalia A. Prado, Benjamin Rey, Beate R. Ritz, Jooke Robbins, Magdalena Rodriguez, Jennifer Russell, Elena Rydkina, Lindsay L. Sailer, Adam B. Salmon, Akshay Sanghavi, Kyle M. Schachtschneider, Dennis Schmitt, Todd Schmitt, Lars Schomacher, Lawrence B. Schook, Karen E. Sears, Andrei Seluanov, Dhanansayan Shanmuganayagam, Anastasia Shindyapina, Kavita Singh, Ishani Sinha, Russel G. Snell, Elham Soltanmaohammadi, Matthew L. Spangler, Lydia Staggs, Karen J. Steinman, Victoria J. Sugrue, Balazs Szladovits, Masaki Takasugi, Emma C. Teeling, Michael J. Thompson, Bill Van Bonn, Sonja C. Vernes, Diego Villar, Harry V. Vinters, Mary C. Wallingford, Nan Wang, Robert K. Wayne, Gerald S. Wilkinson, Christopher K. Williams, Robert W. Williams, X. William Yang, Brent G. Young, Bohan Zhang, Zhihui Zhang, Peng Zhao, Yang Zhao, Joerg Zimmermann, Wanding Zhou, Jason Ernst, Ken Raj, Steve Horvath
bioRxiv 2021.01.18.426733; doi: https://doi.org/10.1101/2021.01.18.426733

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