24-hour time-use behaviors and maternal depressive symptoms during early pregnancy: Compositional data analysis

Background: Previous research suggested that modifiable health factors such as physical activity, sedentary behavior, and sleep (i.e., 24-hour time-use behaviors) were potential intervention targets to improve antenatal depressive symptoms. However, most previous studies examine one behavior at a time, ignoring their co-dependence. The aim of this study was to examine the association between 24-hour time-use behaviors and depressive symptoms during early pregnancy. Methods: We conducted a secondary analysis using baseline data from the Health and Behaviors in Transition (HABIT) trial. Pregnant participants with pre-pregnancy body mass index ≥25 kg/m2 wore a wrist-worn ActiGraph for seven consecutive days to estimate moderate-to-vigorous physical activity (MVPA), light physical activity (LPA), inactivity (IA), and sleep. We used compositional data analysis with an isometric log-ratio transformation to examine associations with depressive symptoms, quantified by the Edinburgh Postnatal Depression Scale (EPDS), adjusting for maternal age, socioeconomic status, and cohabitation status. G-computation was applied to estimate the marginal mean of depressive symptoms at specified durations of each behavior, with the remaining time reallocated proportionally among the other behaviors. Results: A total of 255 participants with median EPDS score of 5.0 (IQR, 2.0-8.0) had geometric mean 24-hour behaviors of MVPA = 75.5 min/day (5.2%), LPA = 311.2 min/day (21.6%), IA = 593.9 min/day (41.2%), and sleep = 459.4 min/day (31.9%). 24-hour time-use behaviors were not significantly associated with EPDS scores, and marginal mean EPDS scores showed minimal changes (MVPA 10 min: 6.51 (95% CI 4.22, 9.64) vs 40 min: 5.97 (95% CI 5.03, 6.97); sleep 300 min: 5.41 (95% CI 4.56, 6.22) vs 480 min: 5.81 (95% CI 5.23, 6.39)). Conclusions: In this relatively active pregnant population, 24-hour time-use behaviors were not associated with depressive symptoms. Future research can examine later trimesters or other populations that are more sedentary or more depressed.

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Publication Details

Journal
medRxiv
Published
2026-11-01
DOI
https://doi.org/10.64898/2026.10.29.26366835
Primary Topic
Maternal Mental Health During Pregnancy and Postpartum
Type
preprint

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preprint

24-hour time-use behaviors and maternal depressive symptoms during early pregnancy: Compositional data analysis

Michele D. Levine, Marquis Hawkins, James Matuk, Namhyun Kim et al.
2 links
medRxiv
Maternal Mental Health During Pregnancy and Postpartum
preprint

24-hour time-use behaviors and maternal depressive symptoms during early pregnancy: Compositional data analysis

Michele D. Levine, Marquis Hawkins, James Matuk, Namhyun Kim, Reagan E. Garcia, Christina M. Personette, Takashi A Yoshimasu
preprint en

Abstract

Background: Previous research suggested that modifiable health factors such as physical activity, sedentary behavior, and sleep (i.e., 24-hour time-use behaviors) were potential intervention targets to improve antenatal depressive symptoms. However, most previous studies examine one behavior at a time, ignoring their co-dependence. The aim of this study was to examine the association between 24-hour time-use behaviors and depressive symptoms during early pregnancy. Methods: We conducted a secondary analysis using baseline data from the Health and Behaviors in Transition (HABIT) trial. Pregnant participants with pre-pregnancy body mass index ≥25 kg/m2 wore a wrist-worn ActiGraph for seven consecutive days to estimate moderate-to-vigorous physical activity (MVPA), light physical activity (LPA), inactivity (IA), and sleep. We used compositional data analysis with an isometric log-ratio transformation to examine associations with depressive symptoms, quantified by the Edinburgh Postnatal Depression Scale (EPDS), adjusting for maternal age, socioeconomic status, and cohabitation status. G-computation was applied to estimate the marginal mean of depressive symptoms at specified durations of each behavior, with the remaining time reallocated proportionally among the other behaviors. Results: A total of 255 participants with median EPDS score of 5.0 (IQR, 2.0-8.0) had geometric mean 24-hour behaviors of MVPA = 75.5 min/day (5.2%), LPA = 311.2 min/day (21.6%), IA = 593.9 min/day (41.2%), and sleep = 459.4 min/day (31.9%). 24-hour time-use behaviors were not significantly associated with EPDS scores, and marginal mean EPDS scores showed minimal changes (MVPA 10 min: 6.51 (95% CI 4.22, 9.64) vs 40 min: 5.97 (95% CI 5.03, 6.97); sleep 300 min: 5.41 (95% CI 4.56, 6.22) vs 480 min: 5.81 (95% CI 5.23, 6.39)). Conclusions: In this relatively active pregnant population, 24-hour time-use behaviors were not associated with depressive symptoms. Future research can examine later trimesters or other populations that are more sedentary or more depressed.

medRxiv
University of Pittsburgh (US)
Japan Student Services Organization, National Institutes of Health
Good health and well-being
Maternal Mental Health During Pregnancy and Postpartum
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