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

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...

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Autores principales: Knight, Anna K., Craig, Jeffrey M., Theda, Christiane, Bækvad-Hansen, Marie, Bybjerg-Grauholm, Jonas, Hansen, Christine S., Hollegaard, Mads V., Hougaard, David M., Mortensen, Preben B., Weinsheimer, Shantel M., Werge, Thomas M., Brennan, Patricia A., Cubells, Joseph F., Newport, D. Jeffrey, Stowe, Zachary N., Cheong, Jeanie L. Y., Dalach, Philippa, Doyle, Lex W., Loke, Yuk J., Baccarelli, Andrea A., Just, Allan C., Wright, Robert O., Téllez-Rojo, Mara M., Svensson, Katherine, Trevisi, Letizia, Kennedy, Elizabeth M., Binder, Elisabeth B., Iurato, Stella, Czamara, Darina, Räikkönen, Katri, Lahti, Jari M. T., Pesonen, Anu-Katriina, Kajantie, Eero, Villa, Pia M., Laivuori, Hannele, Hämäläinen, Esa, Park, Hea Jin, Bailey, Lynn B., Parets, Sasha E., Kilaru, Varun, Menon, Ramkumar, Horvath, Steve, Bush, Nicole R., LeWinn, Kaja Z., Tylavsky, Frances A., Conneely, Karen N., Smith, Alicia K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5054584/
https://www.ncbi.nlm.nih.gov/pubmed/27717399
http://dx.doi.org/10.1186/s13059-016-1068-z
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author Knight, Anna K.
Craig, Jeffrey M.
Theda, Christiane
Bækvad-Hansen, Marie
Bybjerg-Grauholm, Jonas
Hansen, Christine S.
Hollegaard, Mads V.
Hougaard, David M.
Mortensen, Preben B.
Weinsheimer, Shantel M.
Werge, Thomas M.
Brennan, Patricia A.
Cubells, Joseph F.
Newport, D. Jeffrey
Stowe, Zachary N.
Cheong, Jeanie L. Y.
Dalach, Philippa
Doyle, Lex W.
Loke, Yuk J.
Baccarelli, Andrea A.
Just, Allan C.
Wright, Robert O.
Téllez-Rojo, Mara M.
Svensson, Katherine
Trevisi, Letizia
Kennedy, Elizabeth M.
Binder, Elisabeth B.
Iurato, Stella
Czamara, Darina
Räikkönen, Katri
Lahti, Jari M. T.
Pesonen, Anu-Katriina
Kajantie, Eero
Villa, Pia M.
Laivuori, Hannele
Hämäläinen, Esa
Park, Hea Jin
Bailey, Lynn B.
Parets, Sasha E.
Kilaru, Varun
Menon, Ramkumar
Horvath, Steve
Bush, Nicole R.
LeWinn, Kaja Z.
Tylavsky, Frances A.
Conneely, Karen N.
Smith, Alicia K.
author_facet Knight, Anna K.
Craig, Jeffrey M.
Theda, Christiane
Bækvad-Hansen, Marie
Bybjerg-Grauholm, Jonas
Hansen, Christine S.
Hollegaard, Mads V.
Hougaard, David M.
Mortensen, Preben B.
Weinsheimer, Shantel M.
Werge, Thomas M.
Brennan, Patricia A.
Cubells, Joseph F.
Newport, D. Jeffrey
Stowe, Zachary N.
Cheong, Jeanie L. Y.
Dalach, Philippa
Doyle, Lex W.
Loke, Yuk J.
Baccarelli, Andrea A.
Just, Allan C.
Wright, Robert O.
Téllez-Rojo, Mara M.
Svensson, Katherine
Trevisi, Letizia
Kennedy, Elizabeth M.
Binder, Elisabeth B.
Iurato, Stella
Czamara, Darina
Räikkönen, Katri
Lahti, Jari M. T.
Pesonen, Anu-Katriina
Kajantie, Eero
Villa, Pia M.
Laivuori, Hannele
Hämäläinen, Esa
Park, Hea Jin
Bailey, Lynn B.
Parets, Sasha E.
Kilaru, Varun
Menon, Ramkumar
Horvath, Steve
Bush, Nicole R.
LeWinn, Kaja Z.
Tylavsky, Frances A.
Conneely, Karen N.
Smith, Alicia K.
author_sort Knight, Anna K.
collection PubMed
description 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. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-016-1068-z) contains supplementary material, which is available to authorized users.
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spelling pubmed-50545842016-10-19 An epigenetic clock for gestational age at birth based on blood methylation data Knight, Anna K. Craig, Jeffrey M. Theda, Christiane Bækvad-Hansen, Marie Bybjerg-Grauholm, Jonas Hansen, Christine S. Hollegaard, Mads V. Hougaard, David M. Mortensen, Preben B. Weinsheimer, Shantel M. Werge, Thomas M. Brennan, Patricia A. Cubells, Joseph F. Newport, D. Jeffrey Stowe, Zachary N. Cheong, Jeanie L. Y. Dalach, Philippa Doyle, Lex W. Loke, Yuk J. Baccarelli, Andrea A. Just, Allan C. Wright, Robert O. Téllez-Rojo, Mara M. Svensson, Katherine Trevisi, Letizia Kennedy, Elizabeth M. Binder, Elisabeth B. Iurato, Stella Czamara, Darina Räikkönen, Katri Lahti, Jari M. T. Pesonen, Anu-Katriina Kajantie, Eero Villa, Pia M. Laivuori, Hannele Hämäläinen, Esa Park, Hea Jin Bailey, Lynn B. Parets, Sasha E. Kilaru, Varun Menon, Ramkumar Horvath, Steve Bush, Nicole R. LeWinn, Kaja Z. Tylavsky, Frances A. Conneely, Karen N. Smith, Alicia K. Genome Biol Research 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. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-016-1068-z) contains supplementary material, which is available to authorized users. BioMed Central 2016-10-07 /pmc/articles/PMC5054584/ /pubmed/27717399 http://dx.doi.org/10.1186/s13059-016-1068-z Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Knight, Anna K.
Craig, Jeffrey M.
Theda, Christiane
Bækvad-Hansen, Marie
Bybjerg-Grauholm, Jonas
Hansen, Christine S.
Hollegaard, Mads V.
Hougaard, David M.
Mortensen, Preben B.
Weinsheimer, Shantel M.
Werge, Thomas M.
Brennan, Patricia A.
Cubells, Joseph F.
Newport, D. Jeffrey
Stowe, Zachary N.
Cheong, Jeanie L. Y.
Dalach, Philippa
Doyle, Lex W.
Loke, Yuk J.
Baccarelli, Andrea A.
Just, Allan C.
Wright, Robert O.
Téllez-Rojo, Mara M.
Svensson, Katherine
Trevisi, Letizia
Kennedy, Elizabeth M.
Binder, Elisabeth B.
Iurato, Stella
Czamara, Darina
Räikkönen, Katri
Lahti, Jari M. T.
Pesonen, Anu-Katriina
Kajantie, Eero
Villa, Pia M.
Laivuori, Hannele
Hämäläinen, Esa
Park, Hea Jin
Bailey, Lynn B.
Parets, Sasha E.
Kilaru, Varun
Menon, Ramkumar
Horvath, Steve
Bush, Nicole R.
LeWinn, Kaja Z.
Tylavsky, Frances A.
Conneely, Karen N.
Smith, Alicia K.
An epigenetic clock for gestational age at birth based on blood methylation data
title An epigenetic clock for gestational age at birth based on blood methylation data
title_full An epigenetic clock for gestational age at birth based on blood methylation data
title_fullStr An epigenetic clock for gestational age at birth based on blood methylation data
title_full_unstemmed An epigenetic clock for gestational age at birth based on blood methylation data
title_short An epigenetic clock for gestational age at birth based on blood methylation data
title_sort epigenetic clock for gestational age at birth based on blood methylation data
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5054584/
https://www.ncbi.nlm.nih.gov/pubmed/27717399
http://dx.doi.org/10.1186/s13059-016-1068-z
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