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Research Article

A mixed effects model to estimate timing and intensity of pubertal growth from height and secondary sexual characteristics

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Pages 76-83 | Received 02 May 2013, Accepted 04 Oct 2013, Published online: 06 Dec 2013
 

Abstract

Aim: To estimate and compare pubertal growth timing and intensity in height, Tanner stage markers and testis volume.

Subjects and methods: Data on height, genital stage, breast stage and pubic hair stage, testis volume and menarche in 103 boys and 74 girls from the Edinburgh Longitudinal Growth Study were analysed. The SITAR model for height and a novel mixed effects logistic model for Tanner stage and testis volume provided estimates of peak velocity (PV, intensity) and age at peak velocity (APV, timing), both overall (from fixed effects) and for individuals (random effects).

Results: Based on the six markers, mean APV was 13.0–14.0 years in boys and 12.0–13.1 years in girls, with between-subject standard deviations of ∼1 year. PV for height was 8–9 cm/year by sex and for testis volume 6 ml/year, while Tanner stage increased by 1.2–1.8 stages per year at its peak. The correlations across markers for APV were 0.6–0.8 for boys and 0.8–0.92 for girls, very significantly higher for girls (p = 0.005). Correlations for PV were lower, −0.2–0.6.

Conclusions: The mixed effects models perform well in estimating timing and intensity in individuals across several puberty markers. Age at peak velocity correlates highly across markers, but peak velocity less so.

Acknowledgements

The authors dedicate the paper to Dr Shirley Ratcliffe, the inspiration behind the Edinburgh Growth Study, who died on 17 July 2013. The authors also thank the two reviewers for their useful comments, which improved the paper considerably. Dr Marco Geraci was helpful in developing the test to compare compound symmetric matrices. TJC was supported by Medical Research Council grant MR/J004839/1.