An epigenetic clock for gestational age at birth based on blood methylation data

被引:163
|
作者
Knight, Anna K. [1 ]
Craig, Jeffrey M. [2 ,3 ]
Theda, Christiane [4 ,5 ]
Baekvad-Hansen, Marie [6 ]
Bybjerg-Grauholm, Jonas [6 ]
Hansen, Christine S. [6 ]
Hollegaard, Mads V. [6 ,7 ]
Hougaard, David M. [6 ,7 ]
Mortensen, Preben B. [8 ]
Weinsheimer, Shantel M. [9 ]
Werge, Thomas M. [9 ]
Brennan, Patricia A. [10 ]
Cubells, Joseph F. [1 ,11 ,12 ]
Newport, D. Jeffrey [13 ]
Stowe, Zachary N. [14 ,15 ,16 ]
Cheong, Jeanie L. Y. [2 ,3 ,4 ,5 ]
Dalach, Philippa [2 ,3 ]
Doyle, Lex W. [2 ,3 ,4 ,5 ]
Loke, Yuk J. [2 ,3 ]
Baccarelli, Andrea A. [17 ]
Just, Allan C. [18 ]
Wright, Robert O. [18 ]
Tellez-Rojo, Mara M. [19 ]
Svensson, Katherine [18 ]
Trevisi, Letizia [20 ]
Kennedy, Elizabeth M. [1 ]
Binder, Elisabeth B. [12 ,21 ]
Iurato, Stella [21 ]
Czamara, Darina [21 ]
Raikkonen, Katri [22 ]
Lahti, Jari M. T. [22 ,23 ,24 ]
Pesonen, Anu-Katriina [22 ]
Kajantie, Eero [25 ,26 ,27 ,28 ]
Villa, Pia M. [29 ,30 ]
Laivuori, Hannele [30 ,31 ,32 ,33 ]
Hamalainen, Esa [34 ,35 ]
Park, Hea Jin [36 ]
Bailey, Lynn B. [36 ]
Parets, Sasha E. [12 ]
Kilaru, Varun [36 ]
Menon, Ramkumar [37 ]
Horvath, Steve [38 ,39 ]
Bush, Nicole R. [40 ,41 ]
LeWinn, Kaja Z. [40 ]
Tylavsky, Frances A. [42 ]
Conneely, Karen N. [1 ]
Smith, Alicia K. [1 ,12 ,36 ]
机构
[1] Emory Univ, Genet & Mol Biol Program, Atlanta, GA 30322 USA
[2] Univ Melbourne, Murdoch Childrens Res Inst, Parkville, Vic 3052, Australia
[3] Univ Melbourne, Dept Paediat, Parkville, Vic 3052, Australia
[4] Royal Womens Hosp, Murdoch Childrens Res Inst, Parkville, Vic 3052, Australia
[5] Univ Melbourne, Parkville, Vic 3052, Australia
[6] Statens Serum Inst, Danish Ctr Neonatal Screening, Dept Congenital Disorders, Sect Neonatal Genet, Artillerivej 5, DK-2300 Copenhagen S, Denmark
[7] Statens Serum Inst, Dept Congenital Disorders, Danish Neonatal Screening Biobank, Artillerivej 5, DK-2300 Copenhagen S, Denmark
[8] Aarhus Univ, Sch Business & Social Sci, Natl Ctr Register Based Res, Fuglesangs Alle 4, DK-8210 Aarhus V, Denmark
[9] iPSYCH, Sct Hans Mental Hlth Ctr, Inst Biol Psychiat, Copenhagen Mental Hlth Serv, DK-4000 Roskilde, Denmark
[10] Emory Univ, Dept Psychol, Atlanta, GA 30322 USA
[11] Emory Univ, Sch Med, Dept Human Genet, Atlanta, GA USA
[12] Emory Univ, Sch Med, Dept Psychiat & Behav Sci, Atlanta, GA USA
[13] Univ Miami, Miller Sch Med, Dept Psychiat & Behav Sci, Miami, FL 33136 USA
[14] Univ Arkansas Med Sci, Dept Psychiat & Behav Sci, Little Rock, AR 72205 USA
[15] Univ Arkansas Med Sci, Dept Pediat, Little Rock, AR 72205 USA
[16] Univ Arkansas Med Sci, Dept Obstet & Gynecol, Little Rock, AR 72205 USA
[17] Columbia Univ, Lab Environm Precis Biosci, Mailman Sch Publ Hlth, New York, NY USA
[18] Icahn Sch Med Mt Sinai, Dept Prevent Med, New York, NY 10029 USA
[19] Natl Inst Publ Hlth, Ctr Nutr & Hlth Res, Cuernavaca, Morelos, Mexico
[20] Harvard TH Chan Sch Publ Hlth, Dept Environm Hlth, Boston, MA USA
[21] Max Planck Inst Psychiat, Dept Translat Res Psychiat, Munich, Germany
[22] Univ Helsinki, Inst Behav Sci, FIN-00014 Helsinki, Finland
[23] Univ Helsinki, Helsinki Coll Adv Studies, Helsinki, Finland
[24] Folkhalsan Res Ctr, Helsinki, Finland
[25] Helsinki Univ Hosp, Childrens Hosp, Natl Inst Hlth & Welf, Helsinki 00271, Finland
[26] Univ Helsinki, Helsinki 00029, Finland
[27] Oulu Univ Hosp, Dept Obstet & Gynecol, MRC Oulu, Oulu, Finland
[28] Univ Oulu, Oulu, Finland
[29] Univ Helsinki, Obstet & Gynaecol, FIN-00014 Helsinki, Finland
[30] Helsinki Univ Hosp, Helsinki 00014, Finland
[31] Univ Helsinki, Med & Clin Genet, FIN-00014 Helsinki, Finland
[32] Univ Helsinki, Obstet & Gynecol, FIN-00014 Helsinki, Finland
[33] Univ Helsinki, Inst Mol Med Finland, FIN-00014 Helsinki, Finland
[34] Univ Helsinki, Cent Hosp, HUSLAB, FIN-00014 Helsinki, Finland
[35] Univ Helsinki, Cent Hosp, Dept Clin Chem, FIN-00014 Helsinki, Finland
[36] Emory Univ, Dept Gynecol & Obstet, Sch Med, Atlanta, GA USA
[37] Univ Texas Med Branch, Dept Obstet & Gynecol, Galveston, TX 77555 USA
[38] Univ Calif Los Angeles, David Geffen Sch Med, Dept Human Genet, Los Angeles, CA 90095 USA
[39] Univ Calif Los Angeles, Dept Biostat, Fielding Sch Publ Hlth, Los Angeles, CA 90095 USA
[40] Univ Calif San Francisco, Dept Psychiat, San Francisco, CA USA
[41] Univ Calif San Francisco, Dept Pediat, San Francisco, CA USA
[42] Univ Tennessee, Dept Prevent Med, Hlth Sci Ctr, Memphis, TN USA
来源
GENOME BIOLOGY | 2016年 / 17卷
基金
英国医学研究理事会; 芬兰科学院;
关键词
Developmental age; Aging; Epigenetic clock; DNA methylation; Preterm birth; Cord blood; Fetus; Blood spot; Biomarker; Medicaid; Socioeconomic status; Birthweight; DNA METHYLATION; CORD BLOOD; TERM NEWBORNS; LATE-PRETERM; MORTALITY; WEIGHT; PERCENTILE; EXPRESSION; MORBIDITY; ILLUMINA;
D O I
10.1186/s13059-016-1068-z
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Gestational age is often used as a proxy for developmental maturity by clinicians and researchers alike. DNA methylation has previously been shown to be associated with age and has been used to accurately estimate chronological age in children and adults. In the current study, we examine whether DNA methylation in cord blood can be used to estimate gestational age at birth. Results: We find that gestational age can be accurately estimated from DNA methylation of neonatal cord blood and blood spot samples. We calculate a DNA methylation gestational age using 148 CpG sites selected through elastic net regression in six training datasets. We evaluate predictive accuracy in nine testing datasets and find that the accuracy of the DNA methylation gestational age is consistent with that of gestational age estimates based on established methods, such as ultrasound. We also find that an increased DNA methylation gestational age relative to clinical gestational age is associated with birthweight independent of gestational age, sex, and ancestry. Conclusions: DNA methylation can be used to accurately estimate gestational age at or near birth and may provide additional information relevant to developmental stage. Further studies of this predictor are warranted to determine its utility in clinical settings and for research purposes. When clinical estimates are available this measure may increase accuracy in the testing of hypotheses related to developmental age and other early life circumstances.
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页数:11
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