DNA methylation GrimAge strongly predicts lifespan and healthspan

被引:1426
作者
Lu, Ake T. [1 ]
Quach, Austin [1 ]
Wilson, James G. [2 ]
Reiner, Alex P. [3 ]
Aviv, Abraham [4 ]
Raj, Kenneth [5 ]
Hou, Lifang [6 ,7 ]
Baccarelli, Andrea A. [8 ]
Li, Yun [9 ]
Stewart, James D. [10 ]
Whitsel, Eric A. [10 ,11 ]
Assimes, Themistocles L. [12 ,13 ]
Ferrucci, Luigi [14 ]
Horvath, Steve [1 ,15 ]
机构
[1] Univ Calif Los Angeles, Dept Human Genet, David Geffen Sch Med, Los Angeles, CA 90095 USA
[2] Univ Mississippi, Med Ctr, Dept Physiol & Biophys, Jackson, MS 39216 USA
[3] Fred Hutchinson Canc Res Ctr, Publ Hlth Sci Div, Seattle, WA 98109 USA
[4] Rutgers State Univ, Ctr Dev & Aging, New Jersey Med Sch, Newark, NJ 07103 USA
[5] Publ Hlth England, Radiat Effects Dept, Ctr Radiat Chem & Environm Hazards, Didcot OX11 ORQ, Oxon, England
[6] Northwestern Univ, Ctr Populat Epigenet, Robert H Lurie Comprehens Canc Ctr, Feinberg Sch Med, Chicago, IL 60611 USA
[7] Northwestern Univ, Dept Prevent Med, Feinberg Sch Med, Chicago, IL 60611 USA
[8] Columbia Univ, Lab Environm Epigenet, Dept Environm Hlth Sci Epidemiol, Mailman Sch Publ Hlth, New York, NY 10032 USA
[9] Univ N Carolina, Dept Genet Biostat Comp Sci, Chapel Hill, NC 27599 USA
[10] Univ N Carolina, Dept Epidemiol, Gillings Sch Global Publ Hlth, Chapel Hill, NC 27599 USA
[11] Univ N Carolina, Dept Med, Sch Med, Chapel Hill, NC 27516 USA
[12] Stanford Univ, Dept Med, Div Cardiovasc Med, Sch Med, Stanford, CA 94305 USA
[13] VA Palo Alto Hlth Care Syst, Palo Alto, CA 94304 USA
[14] NIA, Longitudinal Studies Sect, Translat Gerontol Branch, NIH, Baltimore, MD 21224 USA
[15] Univ Calif Los Angeles, Dept Biostat, Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA
来源
AGING-US | 2019年 / 11卷 / 02期
基金
美国国家卫生研究院;
关键词
epigenetics; DNA methylation; proteomics; mortality; EPIGENETIC CLOCK ANALYSIS; ALL-CAUSE MORTALITY; C-REACTIVE PROTEIN; CARDIOVASCULAR-DISEASE; AGE; BLOOD; BIOMARKER; CANCER; RISK; BETA-2-MICROGLOBULIN;
D O I
10.18632/aging.101684
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
It was unknown whether plasma protein levels can be estimated based on DNA methylation (DNAm) levels, and if so, how the resulting surrogates can be consolidated into a powerful predictor of lifespan. We present here, seven DNAm-based estimators of plasma proteins including those of plasminogen activator inhibitor 1 (PAI-1) and growth differentiation factor 15. The resulting predictor of lifespan, DNAm GrimAge (in units of years), is a composite biomarker based on the seven DNAm surrogates and a DNAm-based estimator of smoking pack-years. Adjusting DNAm GrimAge for chronological age generated novel measure of epigenetic age acceleration, AgeAccelGrim. Using large scale validation data from thousands of individuals, we demonstrate that DNAm GrimAge stands out among existing epigenetic clocks in terms of its predictive ability for time-to-death (Cox regression P= 2.0E-75), time-to-coronary heart disease (P= 6.2E-24), time-to-cancer (P= 1.3E-12), its strong relationship with computed tomography data for fatty liver/excess visceral fat, and age-at-menopause (P= 1.6E-12). AgeAccelGrim is strongly associated with a host of age-related conditions including comorbidity count (P= 3.45E-17). Similarly, age-adjusted DNAm PAI-1 levels are associated with lifespan (P= 5.4E-28), comorbidity count (P= 7.3E-56) and type 2 diabetes (P= 2.0E-26). These DNAm-based biomarkers show the expected relationship with lifestyle factors including healthy diet and educational attainment. Overall, these epigenetic biomarkers are expected to find many applications including human anti-aging studies.
引用
收藏
页码:303 / 327
页数:25
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