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Sex-specific longitudinal associations between repeatedly measured movement behaviours and adiposity measures in school-aged children: a compositional data analysis approach

Sex-specific longitudinal associations between repeatedly measured movement behaviours and adiposity measures in school-aged children: a compositional data analysis approach
Sex-specific longitudinal associations between repeatedly measured movement behaviours and adiposity measures in school-aged children: a compositional data analysis approach
Background: movement behaviours, including moderate-to-vigorous-intensity physical activity (MVPA), light-intensity physical activity (LPA), sedentary behaviour (SB), and sleep, influence childhood adiposity. However, their collective impact on adiposity from a sex-specific perspective remains underexplored. Our research examined the sex-specific longitudinal associations of 24-h movement behaviours with body mass index (BMI) and abdominal adiposity among children.

Methods: in the Growing Up in Singapore Towards healthy Outcomes (GUSTO) cohort study, we repeatedly measured 24-h movement behaviours using wrist-worn accelerometers (ActiGraph GT3x) and assessed adiposity (BMI, abdominal circumference, and MRI-based abdominal fat volumes) at three time points (ages 5.5–6, 7.5–8, and 10–10.5 years) within the same children in a longitudinal design. Compositional multivariable linear mixed-effect modelling and isotemporal substitution were used to estimate the associations.

Results: 531 children (49.5% girls) were included in the analysis. Significant interactions between movement behaviours and sex were observed across all outcomes. In girls, higher MVPA relative to other behaviours was linked to lower BMI [−0.8 (−1.5, −0.1) kg/m²] and total abdominal adiposity [−225.5 (−451.6, −2.5) mL], while in boys, longer sleep duration was associated with lower BMI [−1.6 (−3.2, −0.1) kg/m²] and total abdominal adiposity [−624.2 (−1225.6, −31.3) mL]. The isotemporal substitution model showed that replacing 30 min of LPA/SB with MVPA reduced BMI and abdominal circumference by 1–2% and MRI-measured abdominal adiposity by 6–9% in both sexes. However, replacing LPA/SB with sleep reduced BMI and abdominal circumference by 1% and MRI-measured adiposity by 3–6% only in boys, with no changes in girls. These associations were pronounced on visceral adiposity.

Conclusion: this study highlights sex-specific associations of movement behaviours with adiposity in school-aged children, with stronger associations observed in MRI-derived measures compared to conventional adiposity indices. Replacing LPA/SB with MVPA reduced BMI and abdominal adiposity in both sexes, with particularly pronounced effects on visceral adiposity. However, sleep replacement benefits were observed only in boys, suggesting the need for gender-sensitive approaches in lifestyle interventions.
0307-0565
Padmapriya, Natarajan
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Sadananthan, Suresh Anand
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Michael, Navin
fb8b79bb-696c-480c-8a52-cf5f930c4f30
Tint, Mya Thway
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Tan, Sarah Yi Xuan
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Chia, Airu
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BEng, Yeshe Manuel Kway
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Cai, Shirong
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Toh, Jia Ying
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Tan, Kok Hian
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Chong, Yap-Seng
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Lee, Yung Seng
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Yap, Fabian
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Chong, Mary F.F.
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Godfrey, Keith M.
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Eriksson, Johan G.
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Bernard, Jonathan Y.
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Velan, Sendhil
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Müller-Riemenschneider, Falk
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Padmapriya, Natarajan
7f1fdab4-18f7-4e81-a1cd-4050dfc5abb1
Sadananthan, Suresh Anand
41601e35-0034-44a4-b37f-87fc92adfe79
Michael, Navin
fb8b79bb-696c-480c-8a52-cf5f930c4f30
Tint, Mya Thway
3aaf54db-4dbd-4d6b-90ae-440a18e381ef
Tan, Sarah Yi Xuan
7ec9ea5b-6491-40c0-9446-74a7bc326db0
Chia, Airu
e9418079-22b3-4ea3-b13f-6b63105a7295
BEng, Yeshe Manuel Kway
e8accaa8-9903-4d66-8ece-551e8fcdb2df
Cai, Shirong
0d23d2c5-889d-4f33-887f-b52e3d341ba4
Toh, Jia Ying
bae40ae7-536e-451c-a758-b2b8674681ac
Tan, Kok Hian
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Chong, Yap-Seng
7043124b-e892-4d4b-8bb7-6d35ed94e136
Lee, Yung Seng
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Yap, Fabian
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Chong, Mary F.F.
1e188259-b1ab-4448-9e65-5b6a0fd99502
Godfrey, Keith M.
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Eriksson, Johan G.
eb96b1c5-af07-4a52-8a73-7541451d32cd
Bernard, Jonathan Y.
c831fc27-9e1a-46ca-b335-859e14c5083b
Velan, Sendhil
20621485-91f4-4cac-84f2-b39f51e80e45
Müller-Riemenschneider, Falk
b308e28e-08ef-4eac-9eab-1cc0a4105c9f

Padmapriya, Natarajan, Sadananthan, Suresh Anand, Michael, Navin, Tint, Mya Thway, Tan, Sarah Yi Xuan, Chia, Airu, BEng, Yeshe Manuel Kway, Cai, Shirong, Toh, Jia Ying, Tan, Kok Hian, Chong, Yap-Seng, Lee, Yung Seng, Yap, Fabian, Chong, Mary F.F., Godfrey, Keith M., Eriksson, Johan G., Bernard, Jonathan Y., Velan, Sendhil and Müller-Riemenschneider, Falk (2026) Sex-specific longitudinal associations between repeatedly measured movement behaviours and adiposity measures in school-aged children: a compositional data analysis approach. International Journal of Obesity. (doi:10.1038/s41366-025-01969-1).

Record type: Article

Abstract

Background: movement behaviours, including moderate-to-vigorous-intensity physical activity (MVPA), light-intensity physical activity (LPA), sedentary behaviour (SB), and sleep, influence childhood adiposity. However, their collective impact on adiposity from a sex-specific perspective remains underexplored. Our research examined the sex-specific longitudinal associations of 24-h movement behaviours with body mass index (BMI) and abdominal adiposity among children.

Methods: in the Growing Up in Singapore Towards healthy Outcomes (GUSTO) cohort study, we repeatedly measured 24-h movement behaviours using wrist-worn accelerometers (ActiGraph GT3x) and assessed adiposity (BMI, abdominal circumference, and MRI-based abdominal fat volumes) at three time points (ages 5.5–6, 7.5–8, and 10–10.5 years) within the same children in a longitudinal design. Compositional multivariable linear mixed-effect modelling and isotemporal substitution were used to estimate the associations.

Results: 531 children (49.5% girls) were included in the analysis. Significant interactions between movement behaviours and sex were observed across all outcomes. In girls, higher MVPA relative to other behaviours was linked to lower BMI [−0.8 (−1.5, −0.1) kg/m²] and total abdominal adiposity [−225.5 (−451.6, −2.5) mL], while in boys, longer sleep duration was associated with lower BMI [−1.6 (−3.2, −0.1) kg/m²] and total abdominal adiposity [−624.2 (−1225.6, −31.3) mL]. The isotemporal substitution model showed that replacing 30 min of LPA/SB with MVPA reduced BMI and abdominal circumference by 1–2% and MRI-measured abdominal adiposity by 6–9% in both sexes. However, replacing LPA/SB with sleep reduced BMI and abdominal circumference by 1% and MRI-measured adiposity by 3–6% only in boys, with no changes in girls. These associations were pronounced on visceral adiposity.

Conclusion: this study highlights sex-specific associations of movement behaviours with adiposity in school-aged children, with stronger associations observed in MRI-derived measures compared to conventional adiposity indices. Replacing LPA/SB with MVPA reduced BMI and abdominal adiposity in both sexes, with particularly pronounced effects on visceral adiposity. However, sleep replacement benefits were observed only in boys, suggesting the need for gender-sensitive approaches in lifestyle interventions.

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Accepted/In Press date: 17 November 2025
e-pub ahead of print date: 5 January 2026

Identifiers

Local EPrints ID: 508270
URI: http://eprints.soton.ac.uk/id/eprint/508270
ISSN: 0307-0565
PURE UUID: fc0991ea-ce84-4aaa-a76e-cc6b2d1288bc
ORCID for Keith M. Godfrey: ORCID iD orcid.org/0000-0002-4643-0618

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Date deposited: 15 Jan 2026 17:59
Last modified: 16 Jan 2026 02:33

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Contributors

Author: Natarajan Padmapriya
Author: Suresh Anand Sadananthan
Author: Navin Michael
Author: Mya Thway Tint
Author: Sarah Yi Xuan Tan
Author: Airu Chia
Author: Yeshe Manuel Kway BEng
Author: Shirong Cai
Author: Jia Ying Toh
Author: Kok Hian Tan
Author: Yap-Seng Chong
Author: Yung Seng Lee
Author: Fabian Yap
Author: Mary F.F. Chong
Author: Johan G. Eriksson
Author: Jonathan Y. Bernard
Author: Sendhil Velan
Author: Falk Müller-Riemenschneider

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