Sex-specific longitudinal associations between repeatedly measured movement behaviours and adiposity measures in school-aged children: a compositional data analysis approach.
Padmapriya N, Sadananthan S, et al. • International journal of obesity (2005) • 2026
This study highlights sex-specific associations of movement behaviours with adiposity in school-aged children, with replacing LPA/SB with MVPA reducing BMI and abdominal adiposity in both sexes, while sleep replacement benefits were observed only in boys, suggesting the need for gender-sensitive approaches in lifestyle interventions.
Key Findings
Results
Significant interactions between movement behaviours and sex were observed across all adiposity outcomes in school-aged children.
531 children (49.5% girls) were included in the analysis from the GUSTO cohort study.
Adiposity was assessed at three time points: ages 5.5–6, 7.5–8, and 10–10.5 years.
Movement behaviours were measured using wrist-worn accelerometers (ActiGraph GT3x).
Compositional multivariable linear mixed-effect modelling was used to estimate associations.
Results
In girls, higher MVPA relative to other behaviours was associated with lower BMI and lower total abdominal adiposity.
Higher MVPA was linked to lower BMI of -0.8 (-1.5, -0.1) kg/m² in girls.
Higher MVPA was linked to lower total abdominal adiposity of -225.5 (-451.6, -2.5) mL in girls.
These associations were derived from compositional isotemporal substitution models.
Associations were particularly pronounced for visceral adiposity.
Results
In boys, longer sleep duration relative to other behaviours was associated with lower BMI and lower total abdominal adiposity.
Longer sleep was associated with lower BMI of -1.6 (-3.2, -0.1) kg/m² in boys.
Longer sleep was associated with lower total abdominal adiposity of -624.2 (-1225.6, -31.3) mL in boys.
No corresponding sleep-related benefits were observed in girls.
Associations were particularly pronounced for visceral adiposity in boys.
Results
Replacing 30 minutes of LPA or SB with MVPA reduced BMI and abdominal circumference by 1–2% and MRI-measured abdominal adiposity by 6–9% in both sexes.
This finding was derived from the isotemporal substitution model.
The effect was observed in both boys and girls.
MRI-derived abdominal adiposity showed stronger associations compared to conventional adiposity indices such as BMI and abdominal circumference.
The associations were particularly pronounced on visceral adiposity.
Results
Replacing 30 minutes of LPA or SB with sleep reduced BMI and abdominal circumference by 1% and MRI-measured adiposity by 3–6% only in boys, with no significant changes observed in girls.
This sex-specific finding was derived from the isotemporal substitution model.
No sleep replacement benefits for adiposity were observed in girls.
The reduction in MRI-measured adiposity (3–6%) was larger than reductions in BMI or abdominal circumference (1%) in boys.
These results suggest the need for gender-sensitive approaches in lifestyle interventions.
Results
MRI-derived adiposity measures showed stronger associations with movement behaviours than conventional adiposity indices such as BMI and abdominal circumference.
Abdominal fat volumes were measured using MRI and compared to BMI and abdominal circumference as adiposity outcomes.
MRI-measured abdominal adiposity reductions from replacing LPA/SB with MVPA were 6–9%, compared to 1–2% for BMI and abdominal circumference.
MRI-measured adiposity reductions from replacing LPA/SB with sleep in boys were 3–6%, compared to 1% for BMI and abdominal circumference.
The paper states that 'stronger associations were observed in MRI-derived measures compared to conventional adiposity indices.'
Methods
The study used a compositional data analysis approach to examine 24-hour movement behaviours including MVPA, LPA, sedentary behaviour, and sleep as co-dependent components of a time-use composition.
Movement behaviours were measured using wrist-worn accelerometers (ActiGraph GT3x) at three time points.
Compositional multivariable linear mixed-effect modelling was used alongside isotemporal substitution.
The compositional approach treats MVPA, LPA, SB, and sleep as parts of a 24-hour composition rather than independent variables.
531 children aged approximately 5.5 to 10.5 years were followed longitudinally within the GUSTO cohort.
Padmapriya N, Sadananthan S, Michael N, Tint M, Tan S, Chia A, et al.. (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 (2005). https://doi.org/10.1038/s41366-025-01969-1