Sex-specific neurodevelopmental pathways to depressive symptoms
While sex differences in the prevalence of depression are consistently observed in adolescence, sex-specific endophenotypes associated with depression appear earlier in childhood. Our study examined whether neurodevelopmental changes in childhood associated with depressive symptoms in adolescence show sex-specificity. Longitudinal multi-modal neuroimaging data were collected at ages 4.5, 6.0, and 7.5 years. Neurodevelopment was measured by structure-function coupling (SC-FC), the correlation between structural and functional connectivity, derived for 114 cortical regions and averaged across the whole cortex. Depressive symptoms were self-reported at age 13 years with the Child Depression Inventory (CDI), Youth Self Report (YSR), and Multidimensional Anxiety Scale for Children. Partial least squares correlation was used to identify latent variables that maximized covariance between the 28 CDI items and 114 cortical regions. Females reported significantly higher depressive symptoms than males at age 13 years (N = 636, p < 0.001). Whole cortex SC-FC showed sex-specific trajectories across childhood (N = 549, 917 scans). Females showed a steeper decrease in SC-FC relative to males in the pre-school phase (ages 4.5 to 6.0, p = 0.019) but not during mid-childhood (ages 6.0 to 7.5, p = 0.340). For both childhood phases (Pre-school: N = 97, Mid-childhood: N = 162), sex-specific models better explained the data than full cohort ("All") models. Items/regions with significant contributions to their respective latent variables were distinct in males and females and between childhood phases. Sex-specific cortical changes improved regression models predicting YSR Depressive Problems. We provide evidence for sex-specific childhood neurodevelopmental pathways to depressive symptoms in adolescence that could guide the timing for more effective intervention programs.
Authors
- YAP-SENG CHONG
- Aisleen M.A. Manahan
- Shi Yu Chan (ORCID: https://orcid.org/0000-0002-6261-0440)
- Peter D. Gluckman (ORCID: https://orcid.org/0000-0002-5711-1655)
- Fabian Yap (ORCID: https://orcid.org/0000-0003-1083-7958)
- Zhen Ming Ngoh (ORCID: https://orcid.org/0000-0002-3601-5701)
- Marielle V. Fortier (ORCID: https://orcid.org/0000-0002-3294-1054)
- Joanne S. M. Chia
- Johan Eriksson
- Michael J. Meaney
- Jasmine S. M. Chuah
- Pei Huang
- Ai Peng Tan
Institutions
- Agency for Science, Technology and Research (SG)
- University of Helsinki (FI)
- University of Auckland (NZ)
- National University of Singapore (SG)
- Nanyang Technological University (SG)
- Douglas Mental Health University Institute (CA)
- Helsinki University Hospital (FI)
- Singapore Institute for Clinical Sciences (SG)
- KK Women's and Children's Hospital (SG)
- Duke-NUS Medical School (SG)
- National University Health System (SG)
- Folkhälsans Forskningscentrum (FI)
- McGill University (CA)
Publication Details
- Journal
- Molecular Psychiatry
- Published
- 2026-04-01
- DOI
- https://doi.org/10.1038/s41380-026-03576-6
- Primary Topic
- Functional Brain Connectivity Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Hope for Depression Research Foundation
- National Research Foundation
- Agency for Science, Technology and Research
- National Research Foundation Singapore
- Jacobs Foundation
- National University Health System
- Medical Research Council
- National Medical Research Council