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1. DNA methylation and body mass index from birth to adolescence:meta-analyses of epigenome-wide association studies

Author

Vehmeijer, F. O. (Florianne O. L.), Kuepers, L. K. (Leanne K.), Sharp, G. C. (Gemma C.), Salas, L. A. (Lucas A.), Lent, S. (Samantha), Jima, D. D. (Dereje D.), Tindula, G. (Gwen), Reese, S. (Sarah), Qi, C. (Cancan), Gruzieva, O. (Olena), Page, C. (Christian), Rezwan, F. I. (Faisal, I), Melton, P. E. (Philip E.), Nohr, E. (Ellen), Escaramis, G. (Georgia), Rzehak, P. (Peter), Heiskala, A. (Anni), Gong, T. (Tong), Tuominen, S. T. (Samuli T.), Gao, L. (Lu), Ross, J. P. (Jason P.), Starling, A. P. (Anne P.), Holloway, J. W. (John W.), Yousefi, P. (Paul), Aasvang, G. M. (Gunn Marit), Beilin, L. J. (Lawrence J.), Bergstrom, A. (Anna), Binder, E. (Elisabeth), Chatzi, L. (Leda), Corpeleijn, E. (Eva), Czamara, D. (Darina), Eskenazi, B. (Brenda), Ewart, S. (Susan), Ferre, N. (Natalia), Grote, V. (Veit), Gruszfeld, D. (Dariusz), Haberg, S. E. (Siri E.), Hoyo, C. (Cathrine), Huen, K. (Karen), Karlsson, R. (Robert), Kull, I. (Inger), Langhendries, J.-P. (Jean-Paul), Lepeule, J. (Johanna), Magnus, M. C. (Maria C.), Maguire, R. L. (Rachel L.), Molloy, P. L. (Peter L.), Monnereau, C. (Claire), Mori, T. A. (Trevor A.), Oken, E. (Emily), Raikkonen, K. (Katri), Rifas-Shiman, S. (Sheryl), Ruiz-Arenas, C. (Carlos), Sebert, S. (Sylvain), Ullemar, V. (Vilhelmina), Verduci, E. (Elvira), Vonk, J. M. (Judith M.), Xu, C.-j. (Cheng-jian), Yang, I. V. (Ivana, V), Zhang, H. (Hongmei), Zhang, W. (Weiming), Karmaus, W. (Wilfried), Dabelea, D. (Dana), Muhlhausler, B. S. (Beverly S.), Breton, C. V. (Carrie, V), Lahti, J. (Jari), Almqvist, C. (Catarina), Jarvelin, M.-R. (Marjo-Riitta), Koletzko, B. (Berthold), Vrijheid, M. (Martine), Sorensen, T. I. (Thorkild I. A.), Huang, R.-C. (Rae-Chi), Arshad, S. H. (Syed Hasan), Nystad, W. (Wenche), Melen, E. (Erik), Koppelman, G. H. (Gerard H.), London, S. J. (Stephanie J.), Holland, N. (Nina), Bustamante, M. (Mariona), Murphy, S. K. (Susan K.), Hivert, M.-F. (Marie-France), Baccarelli, A. (Andrea), Relton, C. L. (Caroline L.), Snieder, H. (Harold), Jaddoe, V. W. (Vincent W. V.), Felix, J. F. (Janine F.), Vehmeijer, F. O. (Florianne O. L.), Kuepers, L. K. (Leanne K.), Sharp, G. C. (Gemma C.), Salas, L. A. (Lucas A.), Lent, S. (Samantha), Jima, D. D. (Dereje D.), Tindula, G. (Gwen), Reese, S. (Sarah), Qi, C. (Cancan), Gruzieva, O. (Olena), Page, C. (Christian), Rezwan, F. I. (Faisal, I), Melton, P. E. (Philip E.), Nohr, E. (Ellen), Escaramis, G. (Georgia), Rzehak, P. (Peter), Heiskala, A. (Anni), Gong, T. (Tong), Tuominen, S. T. (Samuli T.), Gao, L. (Lu), Ross, J. P. (Jason P.), Starling, A. P. (Anne P.), Holloway, J. W. (John W.), Yousefi, P. (Paul), Aasvang, G. M. (Gunn Marit), Beilin, L. J. (Lawrence J.), Bergstrom, A. (Anna), Binder, E. (Elisabeth), Chatzi, L. (Leda), Corpeleijn, E. (Eva), Czamara, D. (Darina), Eskenazi, B. (Brenda), Ewart, S. (Susan), Ferre, N. (Natalia), Grote, V. (Veit), Gruszfeld, D. (Dariusz), Haberg, S. E. (Siri E.), Hoyo, C. (Cathrine), Huen, K. (Karen), Karlsson, R. (Robert), Kull, I. (Inger), Langhendries, J.-P. (Jean-Paul), Lepeule, J. (Johanna), Magnus, M. C. (Maria C.), Maguire, R. L. (Rachel L.), Molloy, P. L. (Peter L.), Monnereau, C. (Claire), Mori, T. A. (Trevor A.), Oken, E. (Emily), Raikkonen, K. (Katri), Rifas-Shiman, S. (Sheryl), Ruiz-Arenas, C. (Carlos), Sebert, S. (Sylvain), Ullemar, V. (Vilhelmina), Verduci, E. (Elvira), Vonk, J. M. (Judith M.), Xu, C.-j. (Cheng-jian), Yang, I. V. (Ivana, V), Zhang, H. (Hongmei), Zhang, W. (Weiming), Karmaus, W. (Wilfried), Dabelea, D. (Dana), Muhlhausler, B. S. (Beverly S.), Breton, C. V. (Carrie, V), Lahti, J. (Jari), Almqvist, C. (Catarina), Jarvelin, M.-R. (Marjo-Riitta), Koletzko, B. (Berthold), Vrijheid, M. (Martine), Sorensen, T. I. (Thorkild I. A.), Huang, R.-C. (Rae-Chi), Arshad, S. H. (Syed Hasan), Nystad, W. (Wenche), Melen, E. (Erik), Koppelman, G. H. (Gerard H.), London, S. J. (Stephanie J.), Holland, N. (Nina), Bustamante, M. (Mariona), Murphy, S. K. (Susan K.), Hivert, M.-F. (Marie-France), Baccarelli, A. (Andrea), Relton, C. L. (Caroline L.), Snieder, H. (Harold), Jaddoe, V. W. (Vincent W. V.), and Felix, J. F. (Janine F.)

Abstract

Background: DNA methylation has been shown to be associated with adiposity in adulthood. However, whether similar DNA methylation patterns are associated with childhood and adolescent body mass index (BMI) is largely unknown. More insight into this relationship at younger ages may have implications for future prevention of obesity and its related traits. Methods: We examined whether DNA methylation in cord blood and whole blood in childhood and adolescence was associated with BMI in the age range from 2 to 18 years using both cross-sectional and longitudinal models. We performed meta-analyses of epigenome-wide association studies including up to 4133 children from 23 studies. We examined the overlap of findings reported in previous studies in children and adults with those in our analyses and calculated enrichment. Results: DNA methylation at three CpGs (cg05937453, cg25212453, and cg10040131), each in a different age range, was associated with BMI at Bonferroni significance, P < 1.06 × 10⁻⁷, with a 0.96 standard deviation score (SDS) (standard error (SE) 0.17), 0.32 SDS (SE 0.06), and 0.32 BMI SDS (SE 0.06) higher BMI per 10% increase in methylation, respectively. DNA methylation at nine additional CpGs in the cross-sectional childhood model was associated with BMI at false discovery rate significance. The strength of the associations of DNA methylation at the 187 CpGs previously identified to be associated with adult BMI, increased with advancing age across childhood and adolescence in our analyses. In addition, correlation coefficients between effect estimates for those CpGs in adults and in children and adolescents also increased. Among the top findings for each age range, we observed increasing enrichment for the CpGs that were previously identified in adults (birth Penrichment = 1; childhood Penrichment = 2.00 × 10⁻⁴; adolescence Penrichment = 2.10 × 10⁻⁷). Conclusions: There were only minimal associations of DNA methylation with childhood and adol

Published
2020

2. Epigenome-wide meta-analysis of blood DNA methylation in newborns and children identifies numerous loci related to gestational age

Author

Merid, S. K. (Simon Kebede), Novoloaca, A. (Alexei), Sharp, G. C. (Gemma C.), Kupers, L. K. (Leanne K.), Kho, A. T. (Alvin T.), Roy, R. (Ritu), Gao, L. (Lu), Annesi-Maesano, I. (Isabella), Jain, P. (Pooja), Plusquin, M. (Michelle), Kogevinas, M. (Manolis), Allard, C. (Catherine), Vehmeijer, F. O. (Florianne O.), Kazmi, N. (Nabila), Salas, L. A. (Lucas A.), Rezwan, F. I. (Faisal I.), Zhang, H. (Hongmei), Sebert, S. (Sylvain), Czamara, D. (Darina), Rifas-Shiman, S. L. (Sheryl L.), Melton, P. E. (Phillip E.), Lawlor, D. A. (Debbie A.), Pershagen, G. (Goran), Breton, C. V. (Carrie V.), Huen, K. (Karen), Baiz, N. (Nour), Gagliardi, L. (Luigi), Nawrot, T. S. (Tim S.), Corpeleijn, E. (Eva), Perron, P. (Patrice), Duijts, L. (Liesbeth), Nohr, E. A. (Ellen Aagaard), Bustamante, M. (Mariona), Ewart, S. L. (Susan L.), Karmaus, W. (Wilfried), Zhao, S. (Shanshan), Page, C. M. (Christian M.), Herceg, Z. (Zdenko), Jarvelin, M.-R. (Marjo-Riitta), Lahti, J. (Jari), Baccarelli, A. A. (Andrea A.), Anderson, D. (Denise), Kachroo, P. (Priyadarshini), Relton, C. L. (Caroline L.), Bergstrom, A. (Anna), Eskenazi, B. (Brenda), Soomro, M. H. (Munawar Hussain), Vineis, P. (Paolo), Snieder, H. (Harold), Bouchard, L. (Luigi), Jaddoe, V. W. (Vincent W.), Sorensen, T. I. (Thorkild I. A.), Vrijheid, M. (Martine), Arshad, S. H. (S. Hasan), Holloway, J. W. (John W.), Haberg, S. E. (Siri E.), Magnus, P. (Per), Dwyer, T. (Terence), Binder, E. B. (Elisabeth B.), DeMeo, D. L. (Dawn L.), Vonk, J. M. (Judith M.), Newnham, J. (John), Tantisira, K. G. (Kelan G.), Kull, I. (Inger), Wiemels, J. L. (Joseph L.), Heude, B. (Barbara), Sunyer, J. (Jordi), Nystad, W. (Wenche), Munthe-Kaas, M. C. (Monica C.), Raikkonen, K. (Katri), Oken, E. (Emily), Huang, R.-C. (Rae-Chi), Weiss, S. T. (Scott T.), Anto, J. M. (Josep Maria), Bousquet, J. (Jean), Kumar, A. (Ashish), Soderhall, C. (Cilla), Almqvist, C. (Catarina), Cardenas, A. (Andres), Gruzieva, O. (Olena), Xu, C.-J. (Cheng-Jian), Reese, S. E. (Sarah E.), Kere, J. (Juha), Brodin, P. (Petter), Solomon, O. (Olivia), Wielscher, M. (Matthias), Holland, N. (Nina), Ghantous, A. (Akram), Hivert, M.-F. (Marie-France), Felix, J. F. (Janine F.), Koppelman, G. H. (Gerard H.), London, S. J. (Stephanie J.), Melen, E. (Erik), Merid, S. K. (Simon Kebede), Novoloaca, A. (Alexei), Sharp, G. C. (Gemma C.), Kupers, L. K. (Leanne K.), Kho, A. T. (Alvin T.), Roy, R. (Ritu), Gao, L. (Lu), Annesi-Maesano, I. (Isabella), Jain, P. (Pooja), Plusquin, M. (Michelle), Kogevinas, M. (Manolis), Allard, C. (Catherine), Vehmeijer, F. O. (Florianne O.), Kazmi, N. (Nabila), Salas, L. A. (Lucas A.), Rezwan, F. I. (Faisal I.), Zhang, H. (Hongmei), Sebert, S. (Sylvain), Czamara, D. (Darina), Rifas-Shiman, S. L. (Sheryl L.), Melton, P. E. (Phillip E.), Lawlor, D. A. (Debbie A.), Pershagen, G. (Goran), Breton, C. V. (Carrie V.), Huen, K. (Karen), Baiz, N. (Nour), Gagliardi, L. (Luigi), Nawrot, T. S. (Tim S.), Corpeleijn, E. (Eva), Perron, P. (Patrice), Duijts, L. (Liesbeth), Nohr, E. A. (Ellen Aagaard), Bustamante, M. (Mariona), Ewart, S. L. (Susan L.), Karmaus, W. (Wilfried), Zhao, S. (Shanshan), Page, C. M. (Christian M.), Herceg, Z. (Zdenko), Jarvelin, M.-R. (Marjo-Riitta), Lahti, J. (Jari), Baccarelli, A. A. (Andrea A.), Anderson, D. (Denise), Kachroo, P. (Priyadarshini), Relton, C. L. (Caroline L.), Bergstrom, A. (Anna), Eskenazi, B. (Brenda), Soomro, M. H. (Munawar Hussain), Vineis, P. (Paolo), Snieder, H. (Harold), Bouchard, L. (Luigi), Jaddoe, V. W. (Vincent W.), Sorensen, T. I. (Thorkild I. A.), Vrijheid, M. (Martine), Arshad, S. H. (S. Hasan), Holloway, J. W. (John W.), Haberg, S. E. (Siri E.), Magnus, P. (Per), Dwyer, T. (Terence), Binder, E. B. (Elisabeth B.), DeMeo, D. L. (Dawn L.), Vonk, J. M. (Judith M.), Newnham, J. (John), Tantisira, K. G. (Kelan G.), Kull, I. (Inger), Wiemels, J. L. (Joseph L.), Heude, B. (Barbara), Sunyer, J. (Jordi), Nystad, W. (Wenche), Munthe-Kaas, M. C. (Monica C.), Raikkonen, K. (Katri), Oken, E. (Emily), Huang, R.-C. (Rae-Chi), Weiss, S. T. (Scott T.), Anto, J. M. (Josep Maria), Bousquet, J. (Jean), Kumar, A. (Ashish), Soderhall, C. (Cilla), Almqvist, C. (Catarina), Cardenas, A. (Andres), Gruzieva, O. (Olena), Xu, C.-J. (Cheng-Jian), Reese, S. E. (Sarah E.), Kere, J. (Juha), Brodin, P. (Petter), Solomon, O. (Olivia), Wielscher, M. (Matthias), Holland, N. (Nina), Ghantous, A. (Akram), Hivert, M.-F. (Marie-France), Felix, J. F. (Janine F.), Koppelman, G. H. (Gerard H.), London, S. J. (Stephanie J.), and Melen, E. (Erik)

Abstract

Background: Preterm birth and shorter duration of pregnancy are associated with increased morbidity in neonatal and later life. As the epigenome is known to have an important role during fetal development, we investigated associations between gestational age and blood DNA methylation in children. Methods: We performed meta-analysis of Illumina’s HumanMethylation450-array associations between gestational age and cord blood DNA methylation in 3648 newborns from 17 cohorts without common pregnancy complications, induced delivery or caesarean section. We also explored associations of gestational age with DNA methylation measured at 4–18 years in additional pediatric cohorts. Follow-up analyses of DNA methylation and gene expression correlations were performed in cord blood. DNA methylation profiles were also explored in tissues relevant for gestational age health effects: fetal brain and lung. Results: We identified 8899 CpGs in cord blood that were associated with gestational age (range 27–42 weeks), at Bonferroni significance, P < 1.06 × 10⁻⁷, of which 3343 were novel. These were annotated to 4966 genes. After restricting findings to at least three significant adjacent CpGs, we identified 1276 CpGs annotated to 325 genes. Results were generally consistent when analyses were restricted to term births. Cord blood findings tended not to persist into childhood and adolescence. Pathway analyses identified enrichment for biological processes critical to embryonic development. Follow-up of identified genes showed correlations between gestational age and DNA methylation levels in fetal brain and lung tissue, as well as correlation with expression levels. Conclusions: We identified numerous CpGs differentially methylated in relation to gestational age at birth that appear to reflect fetal developmental processes across tissues. These findings may contribute to understanding mechanisms linking gestational age to health effects.

Published
2020

3. Epigenome-wide meta-analysis of DNA methylation and childhood asthma

Author

Reese, S. E. (Sarah E.), Xu, C.-J. (Cheng-Jian), den Dekker, H. T. (Herman T.), Lee, M. K. (Mi Kyeong), Sikdar, S. (Sinjini), Ruiz-Arenas, C. (Carlos), Merid, S. K. (Simon K.), Rezwan, F. I. (Faisal I.), Page, C. M. (Christian M.), Ullemar, V. (Vilhelmina), Melton, P. E. (Phillip E.), Oh, S. S. (Sam S.), Yang, I. V. (Ivana V.), Burrows, K. (Kimberley), Söderhäll, C. (Cilla), Jima, D. D. (Dereje D.), Gao, L. (Lu), Arathimos, R. (Ryan), Küpers, L. K. (Leanne K.), Wielscher, M. (Matthias), Rzehak, P. (Peter), Lahti, J. (Jari), Laprise, C. (Catherine), Madore, A.-M. (Anne-Marie), Ward, J. (James), Bennett, B. D. (Brian D.), Wang, T. (Tianyuan), Bell, D. A. (Douglas A.), T. B. (The BIOS consortium), Vonk, J. M. (Judith M.), Håberg, S. E. (Siri E.), Zhao, S. (Shanshan), Karlsson, R. (Robert), Hollams, E. (Elysia), Hu, D. (Donglei), Richards, A. J. (Adam J.), Bergström, A. (Anna), Sharp, G. C. (Gemma C.), Felix, J. F. (Janine F.), Bustamante, M. (Mariona), Gruzieva, O. (Olena), Maguire, R. L. (Rachel L.), Gilliland, F. (Frank), Baïz, N. (Nour), Nohr, E. A. (Ellen A.), Corpeleijn, E. (Eva), Sebert, S. (Sylvain), Karmaus, W. (Wilfried), Grote, V. (Veit), Kajantie, E. (Eero), Magnus, M. C. (Maria C.), Örtqvist, A. K. (Anne K.), Eng, C. (Celeste), Liu, A. H. (Andrew H.), Kull, I. (Inger), Jaddoe, V. W. (Vincent W.V.), Sunyer, J. (Jordi), Kere, J. (Juha), Hoyo, C. (Cathrine), Annesi-Maesano, I. (Isabella), Arshad, S. H. (Syed Hasan), Koletzko, B. (Berthold), Brunekreef, B. (Bert), Binder, E. B. (Elisabeth B.), Räikkönen, K. (Katri), Reischl, E. (Eva), Holloway, J. W. (John W.), Järvelin, M.-R. (Marjo-Riitta), Snieder, H. (Harold), Kazmi, N. (Nabila), Breton, C. V. (Carrie V.), Murphy, S. K. (Susan K.), Pershagen, G. (Göran), Anto, J. M. (Josep Maria), Relton, C. L. (Caroline L.), Schwartz, D. A. (David A.), Burchard, E. G. (Esteban G.), Huang, R.-C. (Rae-Chi), Nystad, W. (Wenche), Almqvist, C. (Catarina), Henderson, A. J. (A. John), Melén, E. (Erik), Duijts, L. (Liesbeth), Koppelman, G. H. (Gerard H.), and London, S. J. (Stephanie J.)

Subjects
epigenetics, newborn, methylation, asthma, drug development, childhood
Abstract

Background: Epigenetic mechanisms, including methylation, can contribute to childhood asthma. Identifying DNA methylation profiles in asthmatic patients can inform disease pathogenesis. Objective: We sought to identify differential DNA methylation in newborns and children related to childhood asthma. Methods: Within the Pregnancy And Childhood Epigenetics consortium, we performed epigenome-wide meta-analyses of school-age asthma in relation to CpG methylation (Illumina450K) in blood measured either in newborns, in prospective analyses, or cross-sectionally in school-aged children. We also identified differentially methylated regions. Results: In newborns (8 cohorts, 668 cases), 9 CpGs (and 35 regions) were differentially methylated (epigenome-wide significance, false discovery rate < 0.05) in relation to asthma development. In a cross-sectional meta-analysis of asthma and methylation in children (9 cohorts, 631 cases), we identified 179 CpGs (false discovery rate < 0.05) and 36 differentially methylated regions. In replication studies of methylation in other tissues, most of the 179 CpGs discovered in blood replicated, despite smaller sample sizes, in studies of nasal respiratory epithelium or eosinophils. Pathway analyses highlighted enrichment for asthma-relevant immune processes and overlap in pathways enriched both in newborns and children. Gene expression correlated with methylation at most loci. Functional annotation supports a regulatory effect on gene expression at many asthma-associated CpGs. Several implicated genes are targets for approved or experimental drugs, including IL5RA and KCNH2. Conclusion: Novel loci differentially methylated in newborns represent potential biomarkers of risk of asthma by school age. Cross-sectional associations in children can reflect both risk for and effects of disease. Asthma-related differential methylation in blood in children was substantially replicated in eosinophils and respiratory epithelium.

Published
2019

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