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dc.contributor.authorBradfield, JP
dc.contributor.authorKember, RL
dc.contributor.authorUlrich, A
dc.contributor.authorBalkiyarova, Z
dc.contributor.authorAlyass, A
dc.contributor.authorAris, IM
dc.contributor.authorBell, JA
dc.contributor.authorBroadaway, KA
dc.contributor.authorChen, Z
dc.contributor.authorChai, J-F
dc.contributor.authorDavies, NM
dc.contributor.authorFernandez-Orth, D
dc.contributor.authorBustamante, M
dc.contributor.authorFore, R
dc.contributor.authorGanguli, A
dc.contributor.authorHeiskala, A
dc.contributor.authorHottenga, J-J
dc.contributor.authorÍñiguez, C
dc.contributor.authorKobes, S
dc.contributor.authorLeinonen, J
dc.contributor.authorLowry, E
dc.contributor.authorLyytikainen, L-P
dc.contributor.authorMahajan, A
dc.contributor.authorPitkänen, N
dc.contributor.authorSchnurr, TM
dc.contributor.authorHave, CT
dc.contributor.authorStrachan, DP
dc.contributor.authorThiering, E
dc.contributor.authorVogelezang, S
dc.contributor.authorWade, KH
dc.contributor.authorWang, CA
dc.contributor.authorWong, A
dc.contributor.authorHolm, LA
dc.contributor.authorChesi, A
dc.contributor.authorChoong, C
dc.contributor.authorCruz, M
dc.contributor.authorElliott, P
dc.contributor.authorFranks, S
dc.contributor.authorFrithioff-Bøjsøe, C
dc.contributor.authorGauderman, WJ
dc.contributor.authorGlessner, JT
dc.contributor.authorGilsanz, V
dc.contributor.authorGriesman, K
dc.contributor.authorHanson, RL
dc.contributor.authorKaakinen, M
dc.contributor.authorKalkwarf, H
dc.contributor.authorKelly, A
dc.contributor.authorKindler, J
dc.contributor.authorKähönen, M
dc.contributor.authorLanca, C
dc.contributor.authorLappe, J
dc.contributor.authorLee, NR
dc.contributor.authorMcCormack, S
dc.contributor.authorMentch, FD
dc.contributor.authorMitchell, JA
dc.contributor.authorMononen, N
dc.contributor.authorNiinikoski, H
dc.contributor.authorOken, E
dc.contributor.authorPahkala, K
dc.contributor.authorSim, X
dc.contributor.authorTeo, Y-Y
dc.contributor.authorBaier, LJ
dc.contributor.authorvan Beijsterveldt, T
dc.contributor.authorAdair, LS
dc.contributor.authorBoomsma, DI
dc.contributor.authorde Geus, E
dc.contributor.authorGuxens, M
dc.contributor.authorEriksson, JG
dc.contributor.authorFelix, JF
dc.contributor.authorGilliland, FD
dc.contributor.authorBiobank, PM
dc.contributor.authorHansen, T
dc.contributor.authorHardy, R
dc.contributor.authorHivert, M-F
dc.contributor.authorHolm, J-C
dc.contributor.authorJaddoe, VWV
dc.contributor.authorJärvelin, M-R
dc.contributor.authorLehtimäki, T
dc.contributor.authorMackey, DA
dc.contributor.authorMeyre, D
dc.contributor.authorMohlke, KL
dc.contributor.authorMykkänen, J
dc.contributor.authorOberfield, S
dc.contributor.authorPennell, CE
dc.contributor.authorPerry, JRB
dc.contributor.authorRaitakari, O
dc.contributor.authorRivadeneira, F
dc.contributor.authorSaw, S-M
dc.contributor.authorSebert, S
dc.contributor.authorShepherd, JA
dc.contributor.authorStandl, M
dc.contributor.authorSørensen, TIA
dc.contributor.authorTimpson, NJ
dc.contributor.authorTorrent, M
dc.contributor.authorWillemsen, G
dc.contributor.authorHypponen, E
dc.contributor.authorPower, C
dc.contributor.authorEarly Growth Genetics Consortium
dc.contributor.authorMcCarthy, MI
dc.contributor.authorFreathy, RM
dc.contributor.authorWidén, E
dc.contributor.authorHakonarson, H
dc.contributor.authorProkopenko, I
dc.contributor.authorVoight, BF
dc.contributor.authorZemel, BS
dc.contributor.authorGrant, SFA
dc.contributor.authorCousminer, DL
dc.date.accessioned2024-02-23T14:48:18Z
dc.date.issued2024-01-16
dc.date.updated2024-02-23T14:15:43Z
dc.description.abstractBACKGROUND: Pubertal growth patterns correlate with future health outcomes. However, the genetic mechanisms mediating growth trajectories remain largely unknown. Here, we modeled longitudinal height growth with Super-Imposition by Translation And Rotation (SITAR) growth curve analysis on ~ 56,000 trans-ancestry samples with repeated height measurements from age 5 years to adulthood. We performed genetic analysis on six phenotypes representing the magnitude, timing, and intensity of the pubertal growth spurt. To investigate the lifelong impact of genetic variants associated with pubertal growth trajectories, we performed genetic correlation analyses and phenome-wide association studies in the Penn Medicine BioBank and the UK Biobank. RESULTS: Large-scale growth modeling enables an unprecedented view of adolescent growth across contemporary and 20th-century pediatric cohorts. We identify 26 genome-wide significant loci and leverage trans-ancestry data to perform fine-mapping. Our data reveals genetic relationships between pediatric height growth and health across the life course, with different growth trajectories correlated with different outcomes. For instance, a faster tempo of pubertal growth correlates with higher bone mineral density, HOMA-IR, fasting insulin, type 2 diabetes, and lung cancer, whereas being taller at early puberty, taller across puberty, and having quicker pubertal growth were associated with higher risk for atrial fibrillation. CONCLUSION: We report novel genetic associations with the tempo of pubertal growth and find that genetic determinants of growth are correlated with reproductive, glycemic, respiratory, and cardiac traits in adulthood. These results aid in identifying specific growth trajectories impacting lifelong health and show that there may not be a single "optimal" pubertal growth pattern.en_GB
dc.description.sponsorshipWellcome Trusten_GB
dc.description.sponsorshipAcademy of Finlanden_GB
dc.description.sponsorshipMedical Research Council (MRC)en_GB
dc.description.sponsorshipDiabetes UKen_GB
dc.description.sponsorshipEuropean Union Horizon 2020en_GB
dc.description.sponsorshipAgence Nationale de la Rechercheen_GB
dc.description.sponsorshipNational Institutes of Health (NIH)en_GB
dc.description.sponsorshipDaniel B. Burke Endowed Chair for Diabetes Researchen_GB
dc.description.sponsorshipEuropean Unionen_GB
dc.identifier.citationVol. 25, No. 1, article 22en_GB
dc.identifier.doihttps://doi.org/10.1186/s13059-023-03136-z
dc.identifier.grantnumber212259/Z/18/Zen_GB
dc.identifier.grantnumber322112en_GB
dc.identifier.grantnumberMC_UU_12015/2en_GB
dc.identifier.grantnumberMC_UU_00006/2en_GB
dc.identifier.grantnumberWT220390en_GB
dc.identifier.grantnumberG0802782en_GB
dc.identifier.grantnumber20/0006307en_GB
dc.identifier.grantnumberH2020-SC1-2019–874739en_GB
dc.identifier.grantnumberANR-18-IBHU-0001en_GB
dc.identifier.grantnumberHD056465en_GB
dc.identifier.grantnumberT32HL129982en_GB
dc.identifier.urihttp://hdl.handle.net/10871/135380
dc.identifierORCID: 0000-0003-4152-2238 (Freathy, Rachel M)
dc.language.isoenen_GB
dc.publisherBMCen_GB
dc.relation.urlhttps://www.ncbi.nlm.nih.gov/pubmed/38229171en_GB
dc.relation.urlhttps://github.com/DCousminer/EGG_SITARen_GB
dc.relation.urlhttps://doi.org/10.5281/zenodo.10214403en_GB
dc.relation.urlhttps://github.com/edm1/Credible-set-analysis/blob/master/credible_set_analysis.pyen_GB
dc.rights© The Author(s) 2024. 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 mate‑ rial. 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://creativecommons.org/publicdo‑ main/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.en_GB
dc.titleTrans-ancestral genome-wide association study of longitudinal pubertal height growth and shared heritability with adult health outcomesen_GB
dc.typeArticleen_GB
dc.date.available2024-02-23T14:48:18Z
dc.identifier.issn1474-760X
exeter.article-number22
exeter.place-of-publicationEngland
dc.descriptionThis is the final version. Available on open access from BMC via the DOI in this record. en_GB
dc.descriptionAvailability of data and materials: The SITAR code used in this study is available at https://github.com/DCousminer/EGG_SITAR and https://doi.org/10.5281/zenodo.10214403 Credible set analysis was performed using https://github.com/edm1/Credible-set-analysis/blob/master/credible_set_analysis.py. GWAS summary stats will be deposited in the GWAS catalog database at publication.en_GB
dc.identifier.journalGenome Biologyen_GB
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/en_GB
dcterms.dateAccepted2023-11-30
rioxxterms.versionVoRen_GB
rioxxterms.licenseref.startdate2024-01-16
rioxxterms.typeJournal Article/Reviewen_GB
refterms.dateFCD2024-02-23T14:40:20Z
refterms.versionFCDVoR
refterms.dateFOA2024-02-23T14:48:25Z
refterms.panelAen_GB
refterms.dateFirstOnline2024-01-16


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© The Author(s) 2024. 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 mate‑
rial. 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://creativecommons.org/publicdo‑
main/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
Except where otherwise noted, this item's licence is described as © The Author(s) 2024. 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 mate‑ rial. 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://creativecommons.org/publicdo‑ main/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.