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Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude

BACKGROUND: Seasonal variations in environmental exposures at birth or during gestation are associated with numerous adult traits and health outcomes later in life. Whether DNA methylation (DNAm) plays a role in the molecular mechanisms underlying the associations between birth season and lifelong p...

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Autores principales: Kadalayil, Latha, Alam, Md. Zahangir, White, Cory Haley, Ghantous, Akram, Walton, Esther, Gruzieva, Olena, Merid, Simon Kebede, Kumar, Ashish, Roy, Ritu P., Solomon, Olivia, Huen, Karen, Eskenazi, Brenda, Rzehak, Peter, Grote, Veit, Langhendries, Jean-Paul, Verduci, Elvira, Ferre, Natalia, Gruszfeld, Darek, Gao, Lu, Guan, Weihua, Zeng, Xuehuo, Schisterman, Enrique F., Dou, John F., Bakulski, Kelly M., Feinberg, Jason I., Soomro, Munawar Hussain, Pesce, Giancarlo, Baiz, Nour, Isaevska, Elena, Plusquin, Michelle, Vafeiadi, Marina, Roumeliotaki, Theano, Langie, Sabine A. S., Standaert, Arnout, Allard, Catherine, Perron, Patrice, Bouchard, Luigi, van Meel, Evelien R., Felix, Janine F., Jaddoe, Vincent W. V., Yousefi, Paul D., Ramlau-Hansen, Cecilia H., Relton, Caroline L., Tobi, Elmar W., Starling, Anne P., Yang, Ivana V., Llambrich, Maria, Santorelli, Gillian, Lepeule, Johanna, Salas, Lucas A., Bustamante, Mariona, Ewart, Susan L., Zhang, Hongmei, Karmaus, Wilfried, Röder, Stefan, Zenclussen, Ana Claudia, Jin, Jianping, Nystad, Wenche, Page, Christian M., Magnus, Maria, Jima, Dereje D., Hoyo, Cathrine, Maguire, Rachel L., Kvist, Tuomas, Czamara, Darina, Räikkönen, Katri, Gong, Tong, Ullemar, Vilhelmina, Rifas-Shiman, Sheryl L., Oken, Emily, Almqvist, Catarina, Karlsson, Robert, Lahti, Jari, Murphy, Susan K., Håberg, Siri E., London, Stephanie, Herberth, Gunda, Arshad, Hasan, Sunyer, Jordi, Grazuleviciene, Regina, Dabelea, Dana, Steegers-Theunissen, Régine P. M., Nohr, Ellen A., Sørensen, Thorkild I. A., Duijts, Liesbeth, Hivert, Marie-France, Nelen, Vera, Popovic, Maja, Kogevinas, Manolis, Nawrot, Tim S., Herceg, Zdenko, Annesi-Maesano, Isabella, Fallin, M. Daniele, Yeung, Edwina, Breton, Carrie V., Koletzko, Berthold, Holland, Nina, Wiemels, Joseph L., Melén, Erik, Sharp, Gemma C., Silver, Matt J., Rezwan, Faisal I., Holloway, John W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10496224/
https://www.ncbi.nlm.nih.gov/pubmed/37697338
http://dx.doi.org/10.1186/s13148-023-01542-5
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author Kadalayil, Latha
Alam, Md. Zahangir
White, Cory Haley
Ghantous, Akram
Walton, Esther
Gruzieva, Olena
Merid, Simon Kebede
Kumar, Ashish
Roy, Ritu P.
Solomon, Olivia
Huen, Karen
Eskenazi, Brenda
Rzehak, Peter
Grote, Veit
Langhendries, Jean-Paul
Verduci, Elvira
Ferre, Natalia
Gruszfeld, Darek
Gao, Lu
Guan, Weihua
Zeng, Xuehuo
Schisterman, Enrique F.
Dou, John F.
Bakulski, Kelly M.
Feinberg, Jason I.
Soomro, Munawar Hussain
Pesce, Giancarlo
Baiz, Nour
Isaevska, Elena
Plusquin, Michelle
Vafeiadi, Marina
Roumeliotaki, Theano
Langie, Sabine A. S.
Standaert, Arnout
Allard, Catherine
Perron, Patrice
Bouchard, Luigi
van Meel, Evelien R.
Felix, Janine F.
Jaddoe, Vincent W. V.
Yousefi, Paul D.
Ramlau-Hansen, Cecilia H.
Relton, Caroline L.
Tobi, Elmar W.
Starling, Anne P.
Yang, Ivana V.
Llambrich, Maria
Santorelli, Gillian
Lepeule, Johanna
Salas, Lucas A.
Bustamante, Mariona
Ewart, Susan L.
Zhang, Hongmei
Karmaus, Wilfried
Röder, Stefan
Zenclussen, Ana Claudia
Jin, Jianping
Nystad, Wenche
Page, Christian M.
Magnus, Maria
Jima, Dereje D.
Hoyo, Cathrine
Maguire, Rachel L.
Kvist, Tuomas
Czamara, Darina
Räikkönen, Katri
Gong, Tong
Ullemar, Vilhelmina
Rifas-Shiman, Sheryl L.
Oken, Emily
Almqvist, Catarina
Karlsson, Robert
Lahti, Jari
Murphy, Susan K.
Håberg, Siri E.
London, Stephanie
Herberth, Gunda
Arshad, Hasan
Sunyer, Jordi
Grazuleviciene, Regina
Dabelea, Dana
Steegers-Theunissen, Régine P. M.
Nohr, Ellen A.
Sørensen, Thorkild I. A.
Duijts, Liesbeth
Hivert, Marie-France
Nelen, Vera
Popovic, Maja
Kogevinas, Manolis
Nawrot, Tim S.
Herceg, Zdenko
Annesi-Maesano, Isabella
Fallin, M. Daniele
Yeung, Edwina
Breton, Carrie V.
Koletzko, Berthold
Holland, Nina
Wiemels, Joseph L.
Melén, Erik
Sharp, Gemma C.
Silver, Matt J.
Rezwan, Faisal I.
Holloway, John W.
author_facet Kadalayil, Latha
Alam, Md. Zahangir
White, Cory Haley
Ghantous, Akram
Walton, Esther
Gruzieva, Olena
Merid, Simon Kebede
Kumar, Ashish
Roy, Ritu P.
Solomon, Olivia
Huen, Karen
Eskenazi, Brenda
Rzehak, Peter
Grote, Veit
Langhendries, Jean-Paul
Verduci, Elvira
Ferre, Natalia
Gruszfeld, Darek
Gao, Lu
Guan, Weihua
Zeng, Xuehuo
Schisterman, Enrique F.
Dou, John F.
Bakulski, Kelly M.
Feinberg, Jason I.
Soomro, Munawar Hussain
Pesce, Giancarlo
Baiz, Nour
Isaevska, Elena
Plusquin, Michelle
Vafeiadi, Marina
Roumeliotaki, Theano
Langie, Sabine A. S.
Standaert, Arnout
Allard, Catherine
Perron, Patrice
Bouchard, Luigi
van Meel, Evelien R.
Felix, Janine F.
Jaddoe, Vincent W. V.
Yousefi, Paul D.
Ramlau-Hansen, Cecilia H.
Relton, Caroline L.
Tobi, Elmar W.
Starling, Anne P.
Yang, Ivana V.
Llambrich, Maria
Santorelli, Gillian
Lepeule, Johanna
Salas, Lucas A.
Bustamante, Mariona
Ewart, Susan L.
Zhang, Hongmei
Karmaus, Wilfried
Röder, Stefan
Zenclussen, Ana Claudia
Jin, Jianping
Nystad, Wenche
Page, Christian M.
Magnus, Maria
Jima, Dereje D.
Hoyo, Cathrine
Maguire, Rachel L.
Kvist, Tuomas
Czamara, Darina
Räikkönen, Katri
Gong, Tong
Ullemar, Vilhelmina
Rifas-Shiman, Sheryl L.
Oken, Emily
Almqvist, Catarina
Karlsson, Robert
Lahti, Jari
Murphy, Susan K.
Håberg, Siri E.
London, Stephanie
Herberth, Gunda
Arshad, Hasan
Sunyer, Jordi
Grazuleviciene, Regina
Dabelea, Dana
Steegers-Theunissen, Régine P. M.
Nohr, Ellen A.
Sørensen, Thorkild I. A.
Duijts, Liesbeth
Hivert, Marie-France
Nelen, Vera
Popovic, Maja
Kogevinas, Manolis
Nawrot, Tim S.
Herceg, Zdenko
Annesi-Maesano, Isabella
Fallin, M. Daniele
Yeung, Edwina
Breton, Carrie V.
Koletzko, Berthold
Holland, Nina
Wiemels, Joseph L.
Melén, Erik
Sharp, Gemma C.
Silver, Matt J.
Rezwan, Faisal I.
Holloway, John W.
author_sort Kadalayil, Latha
collection PubMed
description BACKGROUND: Seasonal variations in environmental exposures at birth or during gestation are associated with numerous adult traits and health outcomes later in life. Whether DNA methylation (DNAm) plays a role in the molecular mechanisms underlying the associations between birth season and lifelong phenotypes remains unclear. METHODS: We carried out epigenome-wide meta-analyses within the Pregnancy And Childhood Epigenetic Consortium to identify associations of DNAm with birth season, both at differentially methylated probes (DMPs) and regions (DMRs). Associations were examined at two time points: at birth (21 cohorts, N = 9358) and in children aged 1–11 years (12 cohorts, N = 3610). We conducted meta-analyses to assess the impact of latitude on birth season-specific associations at both time points. RESULTS: We identified associations between birth season and DNAm (False Discovery Rate-adjusted p values < 0.05) at two CpGs at birth (winter-born) and four in the childhood (summer-born) analyses when compared to children born in autumn. Furthermore, we identified twenty-six differentially methylated regions (DMR) at birth (winter-born: 8, spring-born: 15, summer-born: 3) and thirty-two in childhood (winter-born: 12, spring and summer: 10 each) meta-analyses with few overlapping DMRs between the birth seasons or the two time points. The DMRs were associated with genes of known functions in tumorigenesis, psychiatric/neurological disorders, inflammation, or immunity, amongst others. Latitude-stratified meta-analyses [higher (≥ 50°N), lower (< 50°N, northern hemisphere only)] revealed differences in associations between birth season and DNAm by birth latitude. DMR analysis implicated genes with previously reported links to schizophrenia (LAX1), skin disorders (PSORS1C, LTB4R), and airway inflammation including asthma (LTB4R), present only at birth in the higher latitudes (≥ 50°N). CONCLUSIONS: In this large epigenome-wide meta-analysis study, we provide evidence for (i) associations between DNAm and season of birth that are unique for the seasons of the year (temporal effect) and (ii) latitude-dependent variations in the seasonal associations (spatial effect). DNAm could play a role in the molecular mechanisms underlying the effect of birth season on adult health outcomes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-023-01542-5.
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spelling pubmed-104962242023-09-13 Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude Kadalayil, Latha Alam, Md. Zahangir White, Cory Haley Ghantous, Akram Walton, Esther Gruzieva, Olena Merid, Simon Kebede Kumar, Ashish Roy, Ritu P. Solomon, Olivia Huen, Karen Eskenazi, Brenda Rzehak, Peter Grote, Veit Langhendries, Jean-Paul Verduci, Elvira Ferre, Natalia Gruszfeld, Darek Gao, Lu Guan, Weihua Zeng, Xuehuo Schisterman, Enrique F. Dou, John F. Bakulski, Kelly M. Feinberg, Jason I. Soomro, Munawar Hussain Pesce, Giancarlo Baiz, Nour Isaevska, Elena Plusquin, Michelle Vafeiadi, Marina Roumeliotaki, Theano Langie, Sabine A. S. Standaert, Arnout Allard, Catherine Perron, Patrice Bouchard, Luigi van Meel, Evelien R. Felix, Janine F. Jaddoe, Vincent W. V. Yousefi, Paul D. Ramlau-Hansen, Cecilia H. Relton, Caroline L. Tobi, Elmar W. Starling, Anne P. Yang, Ivana V. Llambrich, Maria Santorelli, Gillian Lepeule, Johanna Salas, Lucas A. Bustamante, Mariona Ewart, Susan L. Zhang, Hongmei Karmaus, Wilfried Röder, Stefan Zenclussen, Ana Claudia Jin, Jianping Nystad, Wenche Page, Christian M. Magnus, Maria Jima, Dereje D. Hoyo, Cathrine Maguire, Rachel L. Kvist, Tuomas Czamara, Darina Räikkönen, Katri Gong, Tong Ullemar, Vilhelmina Rifas-Shiman, Sheryl L. Oken, Emily Almqvist, Catarina Karlsson, Robert Lahti, Jari Murphy, Susan K. Håberg, Siri E. London, Stephanie Herberth, Gunda Arshad, Hasan Sunyer, Jordi Grazuleviciene, Regina Dabelea, Dana Steegers-Theunissen, Régine P. M. Nohr, Ellen A. Sørensen, Thorkild I. A. Duijts, Liesbeth Hivert, Marie-France Nelen, Vera Popovic, Maja Kogevinas, Manolis Nawrot, Tim S. Herceg, Zdenko Annesi-Maesano, Isabella Fallin, M. Daniele Yeung, Edwina Breton, Carrie V. Koletzko, Berthold Holland, Nina Wiemels, Joseph L. Melén, Erik Sharp, Gemma C. Silver, Matt J. Rezwan, Faisal I. Holloway, John W. Clin Epigenetics Research BACKGROUND: Seasonal variations in environmental exposures at birth or during gestation are associated with numerous adult traits and health outcomes later in life. Whether DNA methylation (DNAm) plays a role in the molecular mechanisms underlying the associations between birth season and lifelong phenotypes remains unclear. METHODS: We carried out epigenome-wide meta-analyses within the Pregnancy And Childhood Epigenetic Consortium to identify associations of DNAm with birth season, both at differentially methylated probes (DMPs) and regions (DMRs). Associations were examined at two time points: at birth (21 cohorts, N = 9358) and in children aged 1–11 years (12 cohorts, N = 3610). We conducted meta-analyses to assess the impact of latitude on birth season-specific associations at both time points. RESULTS: We identified associations between birth season and DNAm (False Discovery Rate-adjusted p values < 0.05) at two CpGs at birth (winter-born) and four in the childhood (summer-born) analyses when compared to children born in autumn. Furthermore, we identified twenty-six differentially methylated regions (DMR) at birth (winter-born: 8, spring-born: 15, summer-born: 3) and thirty-two in childhood (winter-born: 12, spring and summer: 10 each) meta-analyses with few overlapping DMRs between the birth seasons or the two time points. The DMRs were associated with genes of known functions in tumorigenesis, psychiatric/neurological disorders, inflammation, or immunity, amongst others. Latitude-stratified meta-analyses [higher (≥ 50°N), lower (< 50°N, northern hemisphere only)] revealed differences in associations between birth season and DNAm by birth latitude. DMR analysis implicated genes with previously reported links to schizophrenia (LAX1), skin disorders (PSORS1C, LTB4R), and airway inflammation including asthma (LTB4R), present only at birth in the higher latitudes (≥ 50°N). CONCLUSIONS: In this large epigenome-wide meta-analysis study, we provide evidence for (i) associations between DNAm and season of birth that are unique for the seasons of the year (temporal effect) and (ii) latitude-dependent variations in the seasonal associations (spatial effect). DNAm could play a role in the molecular mechanisms underlying the effect of birth season on adult health outcomes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-023-01542-5. BioMed Central 2023-09-11 /pmc/articles/PMC10496224/ /pubmed/37697338 http://dx.doi.org/10.1186/s13148-023-01542-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Kadalayil, Latha
Alam, Md. Zahangir
White, Cory Haley
Ghantous, Akram
Walton, Esther
Gruzieva, Olena
Merid, Simon Kebede
Kumar, Ashish
Roy, Ritu P.
Solomon, Olivia
Huen, Karen
Eskenazi, Brenda
Rzehak, Peter
Grote, Veit
Langhendries, Jean-Paul
Verduci, Elvira
Ferre, Natalia
Gruszfeld, Darek
Gao, Lu
Guan, Weihua
Zeng, Xuehuo
Schisterman, Enrique F.
Dou, John F.
Bakulski, Kelly M.
Feinberg, Jason I.
Soomro, Munawar Hussain
Pesce, Giancarlo
Baiz, Nour
Isaevska, Elena
Plusquin, Michelle
Vafeiadi, Marina
Roumeliotaki, Theano
Langie, Sabine A. S.
Standaert, Arnout
Allard, Catherine
Perron, Patrice
Bouchard, Luigi
van Meel, Evelien R.
Felix, Janine F.
Jaddoe, Vincent W. V.
Yousefi, Paul D.
Ramlau-Hansen, Cecilia H.
Relton, Caroline L.
Tobi, Elmar W.
Starling, Anne P.
Yang, Ivana V.
Llambrich, Maria
Santorelli, Gillian
Lepeule, Johanna
Salas, Lucas A.
Bustamante, Mariona
Ewart, Susan L.
Zhang, Hongmei
Karmaus, Wilfried
Röder, Stefan
Zenclussen, Ana Claudia
Jin, Jianping
Nystad, Wenche
Page, Christian M.
Magnus, Maria
Jima, Dereje D.
Hoyo, Cathrine
Maguire, Rachel L.
Kvist, Tuomas
Czamara, Darina
Räikkönen, Katri
Gong, Tong
Ullemar, Vilhelmina
Rifas-Shiman, Sheryl L.
Oken, Emily
Almqvist, Catarina
Karlsson, Robert
Lahti, Jari
Murphy, Susan K.
Håberg, Siri E.
London, Stephanie
Herberth, Gunda
Arshad, Hasan
Sunyer, Jordi
Grazuleviciene, Regina
Dabelea, Dana
Steegers-Theunissen, Régine P. M.
Nohr, Ellen A.
Sørensen, Thorkild I. A.
Duijts, Liesbeth
Hivert, Marie-France
Nelen, Vera
Popovic, Maja
Kogevinas, Manolis
Nawrot, Tim S.
Herceg, Zdenko
Annesi-Maesano, Isabella
Fallin, M. Daniele
Yeung, Edwina
Breton, Carrie V.
Koletzko, Berthold
Holland, Nina
Wiemels, Joseph L.
Melén, Erik
Sharp, Gemma C.
Silver, Matt J.
Rezwan, Faisal I.
Holloway, John W.
Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude
title Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude
title_full Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude
title_fullStr Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude
title_full_unstemmed Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude
title_short Analysis of DNA methylation at birth and in childhood reveals changes associated with season of birth and latitude
title_sort analysis of dna methylation at birth and in childhood reveals changes associated with season of birth and latitude
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10496224/
https://www.ncbi.nlm.nih.gov/pubmed/37697338
http://dx.doi.org/10.1186/s13148-023-01542-5
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AT okenemily analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT almqvistcatarina analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT karlssonrobert analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT lahtijari analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT murphysusank analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT habergsirie analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT londonstephanie analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT herberthgunda analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT arshadhasan analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT sunyerjordi analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT grazulevicieneregina analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT dabeleadana analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT steegerstheunissenreginepm analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT nohrellena analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT sørensenthorkildia analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT duijtsliesbeth analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT hivertmariefrance analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT nelenvera analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT popovicmaja analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT kogevinasmanolis analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT nawrottims analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT hercegzdenko analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT annesimaesanoisabella analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT fallinmdaniele analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT yeungedwina analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT bretoncarriev analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT koletzkoberthold analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT hollandnina analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT wiemelsjosephl analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT melenerik analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT sharpgemmac analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT silvermattj analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT rezwanfaisali analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude
AT hollowayjohnw analysisofdnamethylationatbirthandinchildhoodrevealschangesassociatedwithseasonofbirthandlatitude