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PMID: 29676998 Published · ppublish English Journal Article Research Support, N.I.H., Extramural

An epigenetic biomarker of aging for lifespan and healthspan.

Aging ·Vol. 10 ·No. 4 ·2018-00-18 ·Pages 573-591

Levine ME, Lu AT, Quach A, Chen BH, Assimes TL, Bandinelli S, Hou L, Baccarelli AA, Stewart JD, Li Y, Whitsel EA, Wilson JG, Reiner AP, Aviv A, Lohman K, Liu Y, Ferrucci L, Horvath S

Abstract

Identifying reliable biomarkers of aging is a major goal in geroscience. While the first generation of epigenetic biomarkers of aging were developed using chronological age as a surrogate for biological age, we hypothesized that incorporation of composite clinical measures of phenotypic age that capture differences in lifespan and healthspan may identify novel CpGs and facilitate the development of a more powerful epigenetic biomarker of aging. Using an innovative two-step process, we develop a new epigenetic biomarker of aging, DNAm PhenoAge, that strongly outperforms previous measures in regards to predictions for a variety of aging outcomes, including all-cause mortality, cancers, healthspan, physical functioning, and Alzheimer's disease. While this biomarker was developed using data from whole blood, it correlates strongly with age in every tissue and cell tested. Based on an in-depth transcriptional analysis in sorted cells, we find that increased epigenetic, relative to chronological age, is associated with increased activation of pro-inflammatory and interferon pathways, and decreased activation of transcriptional/translational machinery, DNA damage response, and mitochondrial signatures. Overall, this single epigenetic biomarker of aging is able to capture risks for an array of diverse outcomes across multiple tissues and cells, and provide insight into important pathways in aging.

Keywords
epigenetic clock DNA methylation biomarker healthspan
MeSH Terms
Aging/genetics Biomarkers/analysis Epigenesis, Genetic/genetics Humans Longevity/genetics,physiology
Chemicals
Biomarkers
Authors & Affiliations
18 authors, click to expand affiliations / ORCID
Levine Morgan E
Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
Lu Ake T
Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
Quach Austin
Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
Chen Brian H
Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, National Institutes of Health, USA, Baltimore, MD 21224, USA.
Assimes Themistocles L
Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
Bandinelli Stefania
Geriatric Unit, Azienda Toscana Centro, Florence, Italy.
Hou Lifang
Center for Population Epigenetics, Robert H. Lurie Comprehensive Cancer Center and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA.
Baccarelli Andrea A
Laboratory of Environmental Epigenetics, Departments of Environmental Health Sciences and Epidemiology, Columbia University Mailman School of Public Health, New York, NY 10032, USA.
Stewart James D
Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA.
Li Yun
Department of Genetics, Department of Biostatistics, Department of Computer Science, University of North Carolina, Chapel Hill, NC 27599, USA.
Whitsel Eric A
Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA. | Department of Medicine, School of Medicine, University of North Carolina, Chapel Hill, NC 27599, USA.
Wilson James G
Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS 39216, USA.
Reiner Alex P
Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA.
Aviv Abraham
Center of Human Development and Aging, New Jersey Medical School, Rutgers State University of New Jersey, Newark, NJ 07103, USA.
Lohman Kurt
Center of Human Development and Aging, New Jersey Medical School, Rutgers State University of New Jersey, Newark, NJ 07103, USA.
Liu Yongmei
Department of Epidemiology & Prevention, Division of Public Health Sciences, Wake Forrest School of Medicine, Winston-Salem, NC 27157, USA.
Ferrucci Luigi
Longitudinal Studies Section, Translational Gerontology Branch, National Institute on Aging, National Institutes of Health, USA, Baltimore, MD 21224, USA.
Horvath Steve
Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA. | Department of Biostatistics, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA 90095, USA.
References (61)
61 references, click to expand
  1. Epigenetic predictor of age.
    PLoS One. 2011;6(6):e14821 PMID: 21731603
  2. Accelerated epigenetic aging in Down syndrome.
    Aging Cell. 2015 Jun;14(3):491-5 PMID: 25678027
  3. The epigenetic clock is correlated with physical and cognitive fitness in the Lothian Birth Cohort 1936.
    Int J Epidemiol. 2015 Aug;44(4):1388-96 PMID: 25617346
  4. Persistent transcription-blocking DNA lesions trigger somatic growth attenuation associated with longevity.
    Nat Cell Biol. 2009 May;11(5):604-15 PMID: 19363488
  5. Alterations of the translation apparatus during aging and stress response.
    Mech Ageing Dev. 2017 Dec;168:30-36 PMID: 28414025
  6. Shared molecular and cellular mechanisms of premature ageing and ageing-associated diseases.
    Nat Rev Mol Cell Biol. 2017 Oct;18(10 ):595-609 PMID: 28792007
  7. Genome-wide methylation profiles reveal quantitative views of human aging rates.
    Mol Cell. 2013 Jan 24;49(2):359-367 PMID: 23177740
  8. An epigenetic clock analysis of race/ethnicity, sex, and coronary heart disease.
    Genome Biol. 2016 Aug 11;17 (1):171 PMID: 27511193
  9. DNA methylation-based biological aging and cancer risk and survival: Pooled analysis of seven prospective studies.
    Int J Cancer. 2018 Apr 15;142(8):1611-1619 PMID: 29197076
  10. Methylation of ELOVL2 gene as a new epigenetic marker of age.
    Aging Cell. 2012 Dec;11(6):1132-4 PMID: 23061750
  11. Genome maintenance and transcription integrity in aging and disease.
    Front Genet. 2013 Feb 25;4:19 PMID: 23443494
  12. DNA methylation age of blood predicts future onset of lung cancer in the women's health initiative.
    Aging (Albany NY). 2015 Sep;7(9):690-700 PMID: 26411804
  13. DNA damage signaling and p53-dependent senescence after prolonged beta-interferon stimulation.
    Mol Biol Cell. 2006 Apr;17(4):1583-92 PMID: 16436515
  14. DNA methylation age of human tissues and cell types.
    Genome Biol. 2013;14(10):R115 PMID: 24138928
  15. Quantification of biological aging in young adults.
    Proc Natl Acad Sci U S A. 2015 Jul 28;112(30):E4104-10 PMID: 26150497
  16. Inflamm-aging. An evolutionary perspective on immunosenescence.
    Ann N Y Acad Sci. 2000 Jun;908:244-54 PMID: 10911963
  17. Menopause accelerates biological aging.
    Proc Natl Acad Sci U S A. 2016 Aug 16;113(33):9327-32 PMID: 27457926
  18. DNA methylation-based measures of biological age: meta-analysis predicting time to death.
    Aging (Albany NY). 2016 Sep 28;8(9):1844-1865 PMID: 27690265
  19. Epigenetic age acceleration predicts cancer, cardiovascular, and all-cause mortality in a German case cohort.
    Clin Epigenetics. 2016 Jun 03;8:64 PMID: 27274774
  20. Age-dependent DNA methylation of genes that are suppressed in stem cells is a hallmark of cancer.
    Genome Res. 2010 Apr;20(4):440-6 PMID: 20219944
  21. Genetic analysis of ageing: role of oxidative damage and environmental stresses.
    Nat Genet. 1996 May;13(1):25-34 PMID: 8673100
  22. A Ribosomal Perspective on Proteostasis and Aging.
    Cell Metab. 2016 Jun 14;23 (6):1004-1012 PMID: 27304502
  23. Aging effects on DNA methylation modules in human brain and blood tissue.
    Genome Biol. 2012 Oct 03;13(10):R97 PMID: 23034122
  24. DNA methylation levels at individual age-associated CpG sites can be indicative for life expectancy.
    Aging (Albany NY). 2016 Feb;8(2):394-401 PMID: 26928272
  25. Longevity and stress in Caenorhabditis elegans.
    Aging (Albany NY). 2011 Aug;3(8):733-53 PMID: 21937765
  26. Stress resistance by caloric restriction for longevity.
    Ann N Y Acad Sci. 2001 Apr;928:39-47 PMID: 11795526
  27. Tobacco-smoking-related differential DNA methylation: 27K discovery and replication.
    Am J Hum Genet. 2011 Apr 8;88(4):450-7 PMID: 21457905
  28. Biomarker signatures of aging.
    Aging Cell. 2017 Apr;16(2):329-338 PMID: 28058805
  29. Advances in geroscience: impact on healthspan and chronic disease.
    J Gerontol A Biol Sci Med Sci. 2014 Jun;69 Suppl 1:S1-3 PMID: 24833579
  30. Overview and findings from the rush Memory and Aging Project.
    Curr Alzheimer Res. 2012 Jul;9(6):646-63 PMID: 22471867
  31. The epigenetic clock and physical development during childhood and adolescence: longitudinal analysis from a UK birth cohort.
    Int J Epidemiol. 2017 Apr 1;46(2):549-558 PMID: 28089957
  32. DNA methylation age is associated with mortality in a longitudinal Danish twin study.
    Aging Cell. 2016 Feb;15(1):149-54 PMID: 26594032
  33. Editorial overview: Molecular and genetic bases of disease: the double life of DNA.
    Curr Opin Genet Dev. 2014 Jun;26:v-vii PMID: 25282314
  34. Modeling the rate of senescence: can estimated biological age predict mortality more accurately than chronological age?
    J Gerontol A Biol Sci Med Sci. 2013 Jun;68(6):667-74 PMID: 23213031
  35. Extended life-span and stress resistance in the Drosophila mutant methuselah.
    Science. 1998 Oct 30;282(5390):943-6 PMID: 9794765
  36. Human aging-associated DNA hypermethylation occurs preferentially at bivalent chromatin domains.
    Genome Res. 2010 Apr;20(4):434-9 PMID: 20219945
  37. Genetic and Environmental Causes of Variation in the Difference Between Biological Age Based on DNA Methylation and Chronological Age for Middle-Aged Women.
    Twin Res Hum Genet. 2015 Dec;18(6):720-6 PMID: 26527295
  38. DNA methylation age of blood predicts all-cause mortality in later life.
    Genome Biol. 2015 Jan 30;16:25 PMID: 25633388
  39. Decreased epigenetic age of PBMCs from Italian semi-supercentenarians and their offspring.
    Aging (Albany NY). 2015 Dec;7(12 ):1159-70 PMID: 26678252
  40. Epigenetic age of the pre-frontal cortex is associated with neuritic plaques, amyloid load, and Alzheimer's disease related cognitive functioning.
    Aging (Albany NY). 2015 Dec;7(12 ):1198-211 PMID: 26684672
  41. Accelerated epigenetic aging in Werner syndrome.
    Aging (Albany NY). 2017 Apr;9(4):1143-1152 PMID: 28377537
  42. Geroscience and the trans-NIH Geroscience Interest Group, GSIG.
    Geroscience. 2017 Feb;39(1):1-5 PMID: 28299635
  43. Epigenetics and aging: the targets and the marks.
    Trends Genet. 2007 Aug;23(8):413-8 PMID: 17559965
  44. DNA methylation signatures in peripheral blood strongly predict all-cause mortality.
    Nat Commun. 2017 Mar 17;8:14617 PMID: 28303888
  45. Evolution in health and medicine Sackler colloquium: Evolution of the human lifespan and diseases of aging: roles of infection, inflammation, and nutrition.
    Proc Natl Acad Sci U S A. 2010 Jan 26;107 Suppl 1:1718-24 PMID: 19966301
  46. Epigenetic drift, epigenetic clocks and cancer risk.
    Epigenomics. 2016 May;8(5):705-19 PMID: 27104983
  47. Age to survive: DNA damage and aging.
    Trends Genet. 2008 Feb;24(2):77-85 PMID: 18192065
  48. 5' CpG island methylation is associated with transcriptional silencing of the tumour suppressor p16/CDKN2/MTS1 in human cancers.
    Nat Med. 1995 Jul;1(7):686-92 PMID: 7585152
  49. Overview and findings from the religious orders study.
    Curr Alzheimer Res. 2012 Jul;9(6):628-45 PMID: 22471860
  50. GCTA: a tool for genome-wide complex trait analysis.
    Am J Hum Genet. 2011 Jan 7;88(1):76-82 PMID: 21167468
  51. Epigenetic Signatures of Cigarette Smoking.
    Circ Cardiovasc Genet. 2016 Oct;9(5):436-447 PMID: 27651444
  52. DNA methylation arrays as surrogate measures of cell mixture distribution.
    BMC Bioinformatics. 2012 May 08;13:86 PMID: 22568884
  53. Aging and DNA methylation.
    BMC Biol. 2015 Jan 31;13:7 PMID: 25637097
  54. Obesity accelerates epigenetic aging of human liver.
    Proc Natl Acad Sci U S A. 2014 Oct 28;111(43):15538-43 PMID: 25313081
  55. Cigarette smoking and DNA methylation.
    Front Genet. 2013 Jul 17;4:132 PMID: 23882278
  56. A Genetic Network Associated With Stress Resistance, Longevity, and Cancer in Humans.
    J Gerontol A Biol Sci Med Sci. 2016 Jun;71(6):703-12 PMID: 26355015
  57. HIV-1 Infection Accelerates Age According to the Epigenetic Clock.
    J Infect Dis. 2015 Nov 15;212(10):1563-73 PMID: 25969563
  58. Aging of blood can be tracked by DNA methylation changes at just three CpG sites.
    Genome Biol. 2014 Feb 03;15(2):R24 PMID: 24490752
  59. Epigenetic clock analysis of diet, exercise, education, and lifestyle factors.
    Aging (Albany NY). 2017 Feb 14;9(2):419-446 PMID: 28198702
  60. Geroscience: linking aging to chronic disease.
    Cell. 2014 Nov 6;159(4):709-13 PMID: 25417146
  61. Eleven Telomere, Epigenetic Clock, and Biomarker-Composite Quantifications of Biological Aging: Do They Measure the Same Thing?
    Am J Epidemiol. 2017 Nov 15;:null PMID: 29149257
Article Info
Journal
Aging
Abbr.
Aging (Albany NY)
ISSN
1945-4589
Published
2018-00-18
Pages
573-591
Language
English
Region
United States
NLM ID
101508617
PMCID
PMC5940111
Grants
NIMHD NIH HHS · R01 MD009164 · United States
NHLBI NIH HHS · HHSN268201100046C · United States
NHLBI NIH HHS · HHSN268201300049C · United States
NIA NIH HHS · P30 AG010161 · United States
NIA NIH HHS · HHSN271201100004C · United States
NHLBI NIH HHS · HHSN268201500001I · United States
NIA NIH HHS · RF1 AG054474 · United States
NHLBI NIH HHS · N01HC25195 · United States
NHLBI NIH HHS · HHSN268201300046C · United States
NHLBI NIH HHS · HHSN268201100002I · United States
NIA NIH HHS · U34 AG051425 · United States
NIDDK NIH HHS · R01 DK103531 · United States
NHLBI NIH HHS · HHSN268201100001I · United States
NIA NIH HHS · RF1 AG036042 · United States
NIA NIH HHS · K99 AG052604 · United States
NHLBI NIH HHS · R01 HL135009 · United States
NHLBI NIH HHS · R01 HL116446 · United States
NIEHS NIH HHS · R01 ES020836 · United States
NHLBI NIH HHS · HHSN268201500001C · United States
NHLBI NIH HHS · HHSN268201100004I · United States
NHLBI NIH HHS · HHSN268201300048C · United States
WHI NIH HHS · HHSN268201100003C · United States
NHLBI NIH HHS · R01 HL101250 · United States
NHLBI NIH HHS · HHSN268201300050C · United States
WHI NIH HHS · HHSN268201100002C · United States
NHLBI NIH HHS · HHSN268201300047C · United States
NIGMS NIH HHS · U54 GM115428 · United States
WHI NIH HHS · HHSN268201100001C · United States
WHI NIH HHS · HHSN268201100004C · United States
NIA NIH HHS · R01 AG015819 · United States
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