Syrjälä E, Niinikoski H, Virtanen HE, Ilonen J, Knip M, Hutri-Kähönen N, et al. (2021) Determining the timing of pubertal onset via a multicohort analysis of growth. PLoS ONE 16(11): e0260137. https://doi.org/10.1371/journal.pone.0260137
Determining the timing of pubertal onset via a multicohort analysis of growth
|Author:||Syrjälä, Essi1; Niinikoski, Harri2,3,4,5; Virtanen, Helena E.2;|
1Faculty of Social Sciences, Unit of Health Sciences, Tampere University, Tampere, Finland
2Research Centre for Integrative Physiology and Pharmacology, Institute of Biomedicine, University of Turku, Turku, Finland
3Department of Pediatrics, Turku University Hospital, Turku, Finland
4Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
5Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
6Immunogenetics Laboratory, Institute of Biomedicine, University of Turku, Turku, Finland
7Clinical Microbiology, Turku University Hospital, Turku, Finland
8Pediatric Research Center, Children’s Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
9Research Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, Helsinki, Finland
10Folkhälsan Research Center, Helsinki, Finland
11Center for Child Health Research, Tampere University and Tampere University Hospital, Tampere, Finland
12Department of Pediatrics, Tampere University and Tampere University Hospital, Tampere, Finland
13Paavo Nurmi Centre, Sports and Exercise Medicine Unit, Department of Physical Activity and Health, University of Turku, Turku, Finland
14Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
15Tays Research, Development and Innovation Center, Tampere University Hospital, Tampere, Finland
16Health and Well-Being Promotion Unit, Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
17Department of Pediatrics, PEDEGO Research Unit, Medical Research Center, University of Oulu, Oulu, Finland
18Department of Children and Adolescents, Oulu University Hospital, Oulu, Finland
19Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland
|Online Access:||PDF Full Text (PDF, 1 MB)|
|Persistent link:|| http://urn.fi/urn:nbn:fi-fe2022020317525
Public Library of Science,
|Publish Date:|| 2022-02-03
Objective: Growth-based determination of pubertal onset timing would be cheap and practical. We aimed to determine this timing based on pubertal growth markers. Secondary aims were to estimate the differences in growth between cohorts and identify the role of overweight in onset timing.
Design: This multicohort study includes data from three Finnish cohorts—the Type 1 Diabetes Prediction and Prevention (DIPP, N = 2,825) Study, the Special Turku Coronary Risk Factor Intervention Project (STRIP, N = 711), and the Boy cohort (N = 66). Children were monitored for growth and Tanner staging (except in DIPP).
Methods: The growth data were analyzed using a Super-Imposition by Translation And Rotation growth curve model, and pubertal onset analyses were run using a time-to-pubertal onset model.
Results: The time-to-pubertal onset model used age at peak height velocity (aPHV), peak height velocity (PHV), and overweight status as covariates, with interaction between aPHV and overweight status for girls, and succeeded in determining the onset timing. Cross-validation showed a good agreement (71.0% for girls, 77.0% for boys) between the observed and predicted onset timings. Children in STRIP were taller overall (girls: 1.7 [95% CI: 0.9, 2.5] cm, boys: 1.0 [0.3, 2.2] cm) and had higher PHV values (girls: 0.13 [0.02, 0.25] cm/year, boys: 0.35 [0.21, 0.49] cm/year) than those in DIPP. Boys in the Boy cohort were taller (2.3 [0.3, 4.2] cm) compared with DIPP. Overweight girls showed pubertal onset at 1.0 [0.7, 1.4] year earlier compared with other girls. In boys, there was no such difference.
Conclusions: The novel modeling approach provides an opportunity to evaluate the Tanner breast/genital stage–based pubertal onset timing in cohort studies including longitudinal data on growth but lacking pubertal follow-up.
|Type of Publication:||
A1 Journal article – refereed
|Field of Science:||
3123 Gynaecology and paediatrics
The DIPP Study was supported by the Academy of Finland (grants 63672, 68292, 79685, 79686, 80846, 114666, 126813, 129492, 139391, 201988, 210632, 276475, 308066, and Center of Excellence in Molecular Systems Immunology and Physiology Research 2012-2017, Decision No. 250114), URL: https://www.aka.fi/en/; European Foundation for the Study of Diabetes (EFSD) award supported by EFSD/JDRF/Lilly, URL: http://www.europeandiabetesfoundation.org/; the Finnish Diabetes Association, URL: https://www.diabetes.fi/en/finnish_diabetes_association; the Finnish Diabetes Research Foundation, URL: https://www.diabetestutkimus.fi/en; the Juho Vainio Foundation, URL: https://juhovainionsaatio.fi/en/juho-vainio-foundation/; the Juvenile Diabetes Research Foundation International (grants 4-1998-274, 4-1999-731, and 4-2001-435), URL: https://www.jdrf.org/; the Competitive State Research Financing of the Expert Responsibility area of Tampere University Hospital (grants 9E082, 9F089, 9G087, 9H092, 9J147, 9K149, 9L042, 9L117, 9M114, 9N086, 9P057, 9R055, 9S074, 9U065, and 9V072); Oulu University Hospital Research Funds; Turku University Hospital (state research funding ERVA); the European Comission (grant BMH4-CT98-3314), URL: https://ec.europa.eu/info/index_en; the Novo Nordisk Foundation, URL: https://novonordiskfonden.dk/en/; Special Research Funds for University Hospitals in Finland; and the Sigrid Jusélius Foundation, URL: https://www.sigridjuselius.fi/en/. The STRIP was supported by the Academy of Finland (grants 251360, 276861, 307996, and 322112), URL: https://www.aka.fi/en/; the Juho Vainio Foundation, URL: https://juhovainionsaatio.fi/en/juho-vainio-foundation/; the Finnish Foundation for Cardiovascular Research, URL: https://www.sydantutkimussaatio.fi/en/foundation; the Finnish Ministry of Education and Culture, URL: https://minedu.fi/en/frontpage; the Finnish Cultural Foundation, URL: https://skr.fi/en; the Sigrid Jusélius Foundation, URL: https://www.sigridjuselius.fi/en/; Special Governmental Grants for Health Sciences Research (Turku University Hospital); the Yrjö Jahnsson Foundation, URL: https://www.yjs.fi/en/; and the Turku University Foundation. The Boy cohort study was supported by Turku University Hospital (state research funding ERVA); the Sigrid Jusélius Foundation, URL: https://www.sigridjuselius.fi/en/; the Novo Nordisk Foundation (grant NNF16OC0021302), URL: https://novonordiskfonden.dk/en/; European Commission (grants BMH4-CT96-0314, QLK4-CT-1999-01422, QLK4-CT-2001-00269, QLK4-2002-00603, and FP7/2008-2012: DEER 212844), URL: https://ec.europa.eu/info/index_en; the Academy of Finland (grants 77320, 211480, 121880, 136850, 253341, 308065, and 128576), URL: https://www.aka.fi/en/; and the Foundation for Pediatric Research, URL: https://www.lastentautientutkimussaatio.fi/. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
© 2021 Syrjälä et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.