Background Mood symptoms vary seasonally, yet the underlying mechanisms remain unclear. We tested whether wearable-derived sleep, activity, circadian, and light exposure patterns mediate seasonal effects on mood in youth with emerging mood disorders.
Methods We analysed 733 observation periods from 422 Australian youth (mean age 24.3±5.5 years; 63% female) attending early-intervention mental health services. Each observation comprised a clinical assessment paired with ≥5 valid days of GENEActiv wrist actigraphy. Season was modelled using sine-cosine functions of day-of-year. Sleep, activity, and circadian features were reduced using Joint and Individual Variation Explained, and light exposure features were reduced via principal components analysis. Linear mixed-effects models tested seasonal effects on depressive, psychiatric, manic, and functional outcomes. Mediation was examined using Sobel screening followed by cluster bootstrapping (1,000 iterations).
Results Depressive (β=−0.67, p=0.023) and negative symptoms (β=−0.17, p=0.041) peaked in winter, whereas manic symptoms peaked in autumn (β=0.24, p=0.018). Reduced day-to-day variability in moderate-to-bright ambient light exposure (fewer transitions to brighter environments) mediated winter increases in depressive (indirect β=−0.06, p=0.006) and negative symptoms (indirect β=−0.05, p<0.001). Higher activity levels partially mediated season’s effect on depressive symptoms (indirect β=−0.010, p=0.032). Extended sleep with nocturnal activity mediated season’s effect on negative symptoms (indirect β=−0.02, p=0.001). No mediators emerged for manic symptoms.
Conclusions Light exposure variability—reflecting constrained engagement with brighter environments during winter—emerged as the dominant mediator of seasonal mood worsening in Australian youth, with smaller contributions from sleep-activity-circadian patterns. These findings identify daily light variability as a promising, modifiable target for intervention.
Competing Interest StatementThe authors have declared no competing interest.
Funding StatementThis work is supported by a National Health and Medical Research Council (NHMRC) grant (2019206). This work was further supported by NHMRC EL1 Investigator Grants (Grant No. GNT2008196 [to JJC]) and an NHMRC L3 Investigator Grant (Grant No. GNT2016346 [to IBH]).
Author DeclarationsI confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.
Yes
The details of the IRB/oversight body that provided approval or exemption for the research described are given below:
Ethics approval was obtained from the University of Sydney Human Research Ethics Committee (2012/1631) for the YMH study and the Sydney Local Health District Human Research Ethics Committee (2020/ETH01272) for the Neurobiology study. All participants provided written informed consent; parental/guardian consent was also obtained for participants under 16 years.
I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.
Yes
I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).
Yes
I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.
Yes
Data AvailabilityAll data produced in the present study are available upon reasonable request to the authors.
Comments (0)