Timing based clustering of childhood BMI trajectories reveals differential maturational patterns; Study in the Northern Finland Birth Cohorts 1966 and 1986 Pediatrics

Background/Objectives Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as phase variation, which can be seen as shift, stretch, or shrinking between trajectories. With maturation thought of as a process moving towards t...

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Published inInternational Journal of Obesity Vol. 49; no. 5; pp. 872 - 880
Main Authors Heiskala, Anni, Tucker, J. Derek, Choudhary, Priyanka, Nedelec, Rozenn, Ronkainen, Justiina, Sarala, Olli, Järvelin, Marjo-Riitta, Sillanpää, Mikko J., Sebert, Sylvain
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 01.05.2025
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ISSN0307-0565
1476-5497
DOI10.1038/s41366-025-01714-8

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Abstract Background/Objectives Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as phase variation, which can be seen as shift, stretch, or shrinking between trajectories. With maturation thought of as a process moving towards the final state - adult BMI, we assessed whether children can be divided into latent groups reflecting similar maturational age of BMI. The groups were characterised by early factors and time-related features of the trajectories. Subjects/Methods We used data from two general population birth cohort studies, Northern Finland Birth Cohorts 1966 and 1986 (NFBC1966 and NFBC1986). Height ( n  = 6329) and weight ( n  = 6568) measurements were interpolated in 34 shared time points using B-splines, and BMI values were calculated between 3 months to 16 years. Pairwise phase distances of 2999 females and 3163 males were used as a similarity measure in k-medoids clustering. Results We identified three clusters of trajectories in females and males ( Type 1 : females, n = 1566, males, n  = 1669; Type 2 : females, n  = 1028, males, n  = 973; Type 3 : females, n  = 405, males, n  = 521). Similar distinct timing patterns were identified in males and females. The clusters did not differ by sex, or early growth determinants studied. Conclusions: Trajectory cluster Type 1 reflected to the shape of what is typically illustrated as the childhood BMI trajectory in literature. However, the other two have not been identified previously. Type 2 pattern was more common in the NFBC1966 suggesting a generational shift in BMI maturational patterns.
AbstractList Background/Objectives Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as phase variation, which can be seen as shift, stretch, or shrinking between trajectories. With maturation thought of as a process moving towards the final state - adult BMI, we assessed whether children can be divided into latent groups reflecting similar maturational age of BMI. The groups were characterised by early factors and time-related features of the trajectories. Subjects/Methods We used data from two general population birth cohort studies, Northern Finland Birth Cohorts 1966 and 1986 (NFBC1966 and NFBC1986). Height ( n  = 6329) and weight ( n  = 6568) measurements were interpolated in 34 shared time points using B-splines, and BMI values were calculated between 3 months to 16 years. Pairwise phase distances of 2999 females and 3163 males were used as a similarity measure in k-medoids clustering. Results We identified three clusters of trajectories in females and males ( Type 1 : females, n = 1566, males, n  = 1669; Type 2 : females, n  = 1028, males, n  = 973; Type 3 : females, n  = 405, males, n  = 521). Similar distinct timing patterns were identified in males and females. The clusters did not differ by sex, or early growth determinants studied. Conclusions: Trajectory cluster Type 1 reflected to the shape of what is typically illustrated as the childhood BMI trajectory in literature. However, the other two have not been identified previously. Type 2 pattern was more common in the NFBC1966 suggesting a generational shift in BMI maturational patterns.
Author Heiskala, Anni
Sillanpää, Mikko J.
Ronkainen, Justiina
Tucker, J. Derek
Järvelin, Marjo-Riitta
Nedelec, Rozenn
Choudhary, Priyanka
Sebert, Sylvain
Sarala, Olli
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Snippet Background/Objectives Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as...
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Epidemiology
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Subtitle Pediatrics
Title Timing based clustering of childhood BMI trajectories reveals differential maturational patterns; Study in the Northern Finland Birth Cohorts 1966 and 1986
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