Sleep Health Dimensions From Wearables and Transdiagnostic Mental Health in Young Adolescents
Year: 2026
Type: article
Abstract: Importance: Sleep behavior markedly shifts in adolescence, increasing vulnerability to mental health disorders. Although sleep health is understood to be multidimensional, adolescent-specific sleep health dimensions have not been empirically validated and their relevance to transdiagnostic mental health outcomes is unknown. Objective: To identify sleep health dimensions using Fitbit devices in a large sample of young adolescents and assess concurrent and prospective associations between sleep health dimensions and transdiagnostic mental health outcomes. Design, Setting, and Participants: Multicenter longitudinal cohort study using data from 3393 participants in the Adolescent Brain Cognitive Development (ABCD) Study (Data Release 5.1, collected 2018-2020), including early adolescents (ages 11-13 years) within the US. Exploratory factor analysis (EFA) was used to identify sleep health dimensions and confirmatory factor analysis (CFA) to confirm the factor structure in an independent subsample. Linear mixed-effects models were used to test concurrent and prospective associations between sleep dimensions and mental health outcomes at 1-year follow-up. Statistical analysis was conducted from January to November 2025. Exposures: Objective sleep data collected for up to 21 (range, 7-21) days, using wearable Fitbit devices. Main Outcomes and Measures: Transdiagnostic mental health outcomes assessed via the Child Behavior Checklist and Brief Problem Monitor (internalizing and externalizing symptoms), Prodromal Questionnaire-Brief Child Version (psychoticlike symptoms), and 10-item Mania Scale (mania symptoms). Results: The 3393 participants (49% female; median age, 12 years) were split into EFA and CFA subsamples. Six sleep factors were identified using EFA: irregularity, timing, social jetlag, duration, weekend oversleep, and continuity. CFA confirmed this factor structure. All variables loaded strongly (≥0.64) onto at least 1 factor (factor 1 loadings, 0.64-0.98; factor 2, 0.96-0.98; factor 3, 0.95-0.97; factor 4, -0.86 to 1.01; factor 5, 0.68-0.93; factor 6, 0.82-0.94). Greater sleep irregularity was associated with transdiagnostic mental health symptoms cross-sectionally, but not prospectively (β, 0.06 [95% CI, 0.02-0.10] to 0.12 [95% CI, 0.08-0.16]). Shorter duration was associated with total, internalizing, externalizing, and attention symptoms cross-sectionally (β, -0.06 [95% CI, -0.10 to -0.01] to -0.11 [95% CI, -0.15 to -0.06]) and total, attention, and psychotic symptoms 1 year later. Conclusions and Relevance: In this study, wearable Fitbit data provide empirical support for multidimensional frameworks of sleep health in adolescence. Although effect sizes were small, sleep irregularity and duration emerged as key dimensions with relevance to mental health. These findings establish a foundation for future investigations, including examining within-person patterns of the 6 dimensions, extending to older adolescence, investigating associations with other health outcomes, replicating with research-grade actigraphy devices, and suggesting potential targets for pediatric sleep interventions.
Language: English
Topic: Sleep and related disorders
Subfield: Experimental and Cognitive Psychology
Field: Psychology
Domain: Social Sciences
Open Access status: green
Awards: Developing Accessible Sleep EEG Growth Charts for Young People, Neuro-affective response to light in depressed adolescents and young adults, 9/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U MICHIGAN, 20/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT VCU, 3/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U MINNESOTA, 4/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT FIU, 7/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT YALE, 17/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UCLA, 15/21 ABCD-USA Consortium: Research Project Site at LIBR, 16/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UNIVERSITY OF ROCHESTER, Locomotor Activation and Mania Spectrum Risk: Circadian and Reward Mechanisms, 8/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT CHLA, ABCD-USA Consortium: Coordinating Center, Center for Adolescent Reward, Rhythms and Sleep (CARRS), 6/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT OHSU, 10/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT SRI, 12/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U PITTSBURGH, 19/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UVM, 1/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U UTAH, 11/21 ABCD-USA Consortium: Research Project Site at UWM, The Pediatric Precision Sleep Network, Sleep-dependent Negative Overgeneralization in Adolescent Anxiety, ABCD-USA Consortium: Data Analysis, Informatics and Resource Center, 21/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT WUSTL, 13/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT MUSC, 5/21 ABCD-USA Consortium: Research Project Site at UC San Diego, 18/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT THE UNIVERSITY OF FLORIDA, 2/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UMB, Predicting psychosis risk in youth using a novel structural neuroimaging score that measures deviation from normative development. Can we bring it to communities using portable, low-field MRI?, 14/21 ABCD-USA Consortium: Research Project Site at CU Boulder
OpenAlex ID: W7140113576
