Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/39541
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dc.contributor.authorALFANO, Rossella-
dc.contributor.authorZugna, Daniela-
dc.contributor.authorBarros, Henrique-
dc.contributor.authorBustamante, Mariona-
dc.contributor.authorChatzi, Leda-
dc.contributor.authorGhantous, Akram-
dc.contributor.authorHerceg, Zdenko-
dc.contributor.authorKeski-Rahkonen, Pekka-
dc.contributor.authorDE KOK, Theo-
dc.contributor.authorNAWROT, Tim-
dc.contributor.authorRelton, Caroline L.-
dc.contributor.authorRobinson, Oliver-
dc.contributor.authorRoumeliotaki, Theano-
dc.contributor.authorScalbert, Augustin-
dc.contributor.authorVrijheid, Martine-
dc.contributor.authorVineis, Paolo-
dc.contributor.authorRichiardi, Lorenzo-
dc.contributor.authorPLUSQUIN, Michelle-
dc.date.accessioned2023-02-21T09:56:45Z-
dc.date.available2023-02-21T09:56:45Z-
dc.date.issued2023-
dc.date.submitted2023-02-20T13:21:18Z-
dc.identifier.citationBMC Medicine, 21 (1) (Art N° 17)-
dc.identifier.urihttp://hdl.handle.net/1942/39541-
dc.description.abstractBackground Rapid postnatal growth may result from exposure in utero or early life to adverse conditions and has been associated with diseases later in life and, in particular, with childhood obesity. DNA methylation, interfacing early-life exposures and subsequent diseases, is a possible mechanism underlying early-life programming.Methods Here, a meta-analysis of Illumina HumanMethylation 450K/EPIC-array associations of cord blood DNA methylation at single CpG sites and CpG genomic regions with rapid weight growth at 1 year of age (defined with reference to WHO growth charts) was conducted in six European-based child cohorts (ALSPAC, ENVIRONAGE, Generation XXI, INMA, Piccolipiu, and RHEA, N = 2003). The association of gestational age acceleration (calculated using the Bohlin epigenetic clock) with rapid weight growth was also explored via meta-analysis. Follow-up analyses of identified DNA methylation signals included prediction of rapid weight growth, mediation of the effect of conventional risk factors on rapid weight growth, integration with transcriptomics and metabolomics, association with overweight in childhood (between 4 and 8 years), and comparison with previous findings.Results Forty-seven CpGs were associated with rapid weight growth at suggestive p-value < 1e-05 and, among them, three CpGs (cg14459032, cg25953130 annotated to ARID5B, and cg00049440 annotated to KLF9) passed the genome-wide significance level (p-value < 1.25e-07). Sixteen differentially methylated regions (DMRs) were identified as associated with rapid weight growth at false discovery rate (FDR)-adjusted/Siddak p-values < 0.01. Gestational age acceleration was associated with decreasing risk of rapid weight growth (p-value = 9.75e-04). Identified DNA methylation signals slightly increased the prediction of rapid weight growth in addition to conventional risk factors. Among the identified signals, three CpGs partially mediated the effect of gestational age on rapid weight growth. Both CpGs (N=3) and DMRs (N=3) were associated with differential expression of transcripts (N=10 and 7, respectively), including long non-coding RNAs. An AURKC DMR was associated with childhood overweight. We observed enrichment of CpGs previously reported associated with birthweight.Conclusions Our findings provide evidence of the association between cord blood DNA methylation and rapid weight growth and suggest links with prenatal exposures and association with childhood obesity providing opportunities for early prevention.-
dc.description.sponsorshipThis work is supported by the Bijzonder Onderzoeksfonds Hasselt University through a PhD fellowship [to RA], by the UKRI Future Leaders Fellowship [MR/ S03532X/1, to OR], by the European FP7 Grant to “EXPOsOMICS” project [Grant ref 308610], and by the European Commission Horizon 2020 Grant to the “STOP Project” [Grant ref 774548]. ALSPAC was provided core support by the United Kingdom Medical Research Council and Wellcome (Grant ref: 102215/2/13/2) and the University of Bristol. The Accessible Resource for Integrated Epigenomics Studies (ARIES) which generated large-scale methylation data was funded by the United Kingdom Biotechnology and Biological Sciences Research Council (BB/I025751/1 and BB/I025263/1). Additional epigenetic profling on the ALSPAC cohort was sup‑ ported by the United Kingdom Medical Research Council Integrative Epidemi‑ ology Unit and the University of Bristol (MC_UU_12013_1, MC_UU_12013_2, MC_UU_12013_5, and MC_UU_12013_8), the Wellcome Trust (WT088806), and the United States National Institute of Diabetes and Digestive and Kidney Diseases (R01 DK10324). The ENVIRONAGE birth cohort is supported by the European Research Council [ERC-2012-StG.310898] and by funds of the Flemish Scientifc Research council [FWO, G.073315N, G059219N]. This INMA study was funded by grants from Instituto de Salud Carlos III (Red INMA G03/176; CB06/02/0041; PI041436; PI081151 incl. FEDER funds), Generalitat de Catalunya-CIRIT 1999SGR 00241, Fundació La marató de TV3 (090430), EU Commission (261357-MeDALL: Mechanisms of the Development of ALLergy), and European Research Council (268479-BREATHE: BRain dEvelop‑ ment and Air polluTion ultrafne particles in scHool childrEn). We acknowledge support from the Spanish Ministry of Science and Innovation and the State Research Agency through the “Centro de Excelencia Severo Ochoa 2019-2023” Program (CEX2018-000806-S) and support from the Generalitat de Catalunya through the CERCA Program. The Piccolipiù cohort was initially supported by the Italian National Center for Disease Prevention and Control (CCM grants years 2010 and 2014) and by the Italian Ministry of Health (art 12 and 12 bis D.lgs 502/92). The Rhea study has been funded by various European grants since 2006 and by the Greek Ministry of Health. The GXXI cohort is funded by Programa Operacional de Saúde – Saúde XXI, Quadro Comunitário de Apoio III and Administração Regional de Saúde Norte (Regional Department of Ministry of Health).-
dc.language.isoen-
dc.publisherBMC-
dc.rightsThe Author(s) 2023. 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/. The Creative Commons Public Domain Dedication waiver (http://creativeco mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.-
dc.subject.otherRapid weight growth-
dc.subject.otherWeight gain-
dc.subject.otherDNA methylation-
dc.subject.otherGestational age acceleration-
dc.subject.otherChildhood overweight-
dc.subject.otherAURKC-
dc.subject.otherGene expression-
dc.titleCord blood epigenome-wide meta-analysis in six European-based child cohorts identifies signatures linked to rapid weight growth-
dc.typeJournal Contribution-
dc.identifier.issue1-
dc.identifier.volume21-
local.bibliographicCitation.jcatA1-
dc.description.notesPlusquin, M (corresponding author), Hasselt Univ, Ctr Environm Sci, Agoralaan Bldg D, B-3590 Diepenbeek, Belgium.-
dc.description.notesmichelle.plusquin@uhasselt.be-
local.publisher.placeCAMPUS, 4 CRINAN ST, LONDON N1 9XW, ENGLAND-
local.type.refereedRefereed-
local.type.specifiedArticle-
local.bibliographicCitation.artnr17-
local.type.programmeH2020-
local.relation.h2020774548-
dc.identifier.doi10.1186/s12916-022-02685-7-
dc.identifier.pmid36627699-
dc.identifier.isi000917673000001-
local.provider.typewosris-
local.description.affiliation[Alfano, Rossella; Robinson, Oliver; Vineis, Paolo] Imperial Coll London, Med Res Council Ctr Environm & Hlth, Dept Epidemiol & Biostat, Sch Publ Hlth, London, England.-
local.description.affiliation[Alfano, Rossella; Nawrot, Tim S.; Plusquin, Michelle] Hasselt Univ, Ctr Environm Sci, Agoralaan Bldg D, B-3590 Diepenbeek, Belgium.-
local.description.affiliation[Zugna, Daniela; Richiardi, Lorenzo] Univ Turin, Dept Med Sci, Turin, Italy.-
local.description.affiliation[Zugna, Daniela; Richiardi, Lorenzo] CPO Piemonte, Turin, Italy.-
local.description.affiliation[Barros, Henrique] Univ Porto, Inst Publ Hlth, Porto, Portugal.-
local.description.affiliation[Bustamante, Mariona] Inst Global Hlth, ISGlobal, Barcelona, Spain.-
local.description.affiliation[Bustamante, Mariona] Univ Pompeu Fabra UPF, Barcelona, Spain.-
local.description.affiliation[Bustamante, Mariona] CIBER Epidemiol & Salud Publ, Madrid, Spain.-
local.description.affiliation[Chatzi, Leda] Univ Southern Calif, Dept Prevent Med, Los Angeles, CA USA.-
local.description.affiliation[Ghantous, Akram; Herceg, Zdenko; Keski-Rahkonen, Pekka; Scalbert, Augustin; Vrijheid, Martine] Univ Crete, Fac Med, Dept Social Med, 150 Cours Albert Thomas, F-69008 Iraklion, Greece.-
local.description.affiliation[de Kok, Theo M.] Maastricht Univ, Dept Toxicogen, Maastricht, Netherlands.-
local.description.affiliation[Relton, Caroline L.] Univ Bristol, ?ed Res Council Integrat Epidemiol Unit, Bristol, England.-
local.description.affiliation[Robinson, Oliver] Imperial Coll London, Mohn Ctr Childrens Hlth & Well being, Sch Publ Hlth, London, England.-
local.uhasselt.internationalyes-
item.fullcitationALFANO, Rossella; Zugna, Daniela; Barros, Henrique; Bustamante, Mariona; Chatzi, Leda; Ghantous, Akram; Herceg, Zdenko; Keski-Rahkonen, Pekka; DE KOK, Theo; NAWROT, Tim; Relton, Caroline L.; Robinson, Oliver; Roumeliotaki, Theano; Scalbert, Augustin; Vrijheid, Martine; Vineis, Paolo; Richiardi, Lorenzo & PLUSQUIN, Michelle (2023) Cord blood epigenome-wide meta-analysis in six European-based child cohorts identifies signatures linked to rapid weight growth. In: BMC Medicine, 21 (1) (Art N° 17).-
item.fulltextWith Fulltext-
item.contributorALFANO, Rossella-
item.contributorZugna, Daniela-
item.contributorBarros, Henrique-
item.contributorBustamante, Mariona-
item.contributorChatzi, Leda-
item.contributorGhantous, Akram-
item.contributorHerceg, Zdenko-
item.contributorKeski-Rahkonen, Pekka-
item.contributorDE KOK, Theo-
item.contributorNAWROT, Tim-
item.contributorRelton, Caroline L.-
item.contributorRobinson, Oliver-
item.contributorRoumeliotaki, Theano-
item.contributorScalbert, Augustin-
item.contributorVrijheid, Martine-
item.contributorVineis, Paolo-
item.contributorRichiardi, Lorenzo-
item.contributorPLUSQUIN, Michelle-
item.accessRightsOpen Access-
crisitem.journal.issn1741-7015-
crisitem.journal.eissn1741-7015-
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