Abstract
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.
Funder
European Commission
Academy of Finland
European Foundation for the Study of Diabetes
the Finnish Diabetes Association
Finnish Diabetes Research Foundation
the Juho Vainio Foundation
Juvenile Diabetes Research Foundation International
Competitive State Research Financing of the Expert Responsibility area of Tampere University Hospital
Oulu University Hospital Research Funds
Turku University Hospital
the Novo Nordisk Foundation
Special Research Funds for University Hospitals in Finland
the Sigrid Jusélius Foundation
the Finnish Foundation for Cardiovascular Research
Finnish Ministry of Education and Culture
the Finnish Cultural Foundation
Special Governmental Grants for Health Sciences Research
the Yrjö Jahnsson Foundation
Turku University Foundation
the Foundation for Pediatric Research
Publisher
Public Library of Science (PLoS)