Evidence map›Paper›PMID 40548973›Full record

ArticleSocial psychiatry and psychiatric epidemiology2026

The association of objectively and subjectively measured modifiable lifestyle factors with internalizing problems: the role of genetic confounding and shared method variance bias.

Yingzhe Zhang, Karmel W Choi, Leonard Frach, Elise Robinson, Tian Ge, Jean-Baptiste Pingault, Henning Tiemeier

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Article in Social psychiatry and psychiatric epidemiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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7 authors.

Yingzhe ZhangDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Avenue, 02115, Boston, MA, USA. yzhang1@g.harvard.edu.
Karmel W ChoiCenter for Precision Psychiatry, Department of Psychiatry, Massachusetts General Hospital, Boston, 02115, MA, USA.
Leonard FrachDepartment of Clinical, Educational and Health Psychology, University College London, London, UK.
Elise RobinsonPsychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
Tian GePsychiatric & Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
Jean-Baptiste PingaultDepartment of Clinical, Educational and Health Psychology, University College London, London, UK.
Henning TiemeierDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Avenue, 02115, Boston, MA, USA.

Funding

the National Institute of Mental Health K08MH127413
6 · The paper itself

Abstract

backgroundSleep duration and physical activity have been associated with internalizing problems. However, genetic confounding and measurement error may introduce bias. We assessed genetic confounding in the associations of modifiable lifestyle with internalizing problems using device-based and questionnaire assessments to estimate shared genetic risk across different assessments in adolescents.

methodsIn this preregistered study in the Adolescents Brain Cognitive Development cohort, we included European adolescents with both self-reported and device-based sleep duration (N = 2283) and moderate/vigorous physical activity (MVPA, days/week, N = 2772). We used the Brief Problem Monitor to assess self-reported internalizing problem scores. Genetic sensitivity analyses were conducted to assess genetic confounding by combining polygenic scores and molecular-based heritability of internalizing problems.

resultsLonger sleep duration was associated with lower internalizing problems using both self-reported (-0.15-SD, SE = 0.02-SD) and objective (-0.10-SD, SE = 0.02-SD) assessments. More frequent MVPA was associated with lower internalizing problems using both self-reported (-0.09-SD, SE = 0.02-SD) and device-based (-0.06-SD, SE = 0.02-SD) assessments. Substantial genetic confounding (81%) was found between self-reported sleep duration and internalizing problems, predominantly among boys. No clear evidence of genetic confounding was found in the associations of device-based sleep duration or either measures of MVPA with internalizing problems.

conclusionThe observed negative relationship between reported child sleep duration and internalizing problems may be partly due to genetic confounding, particularly among boys. This genetic influence likely captured reporting measurement error of shared method variance. The impact of adolescent sleep duration on internalizing problems may be overestimated by self-reports, especially among boys, whereas associations of physical activity were not genetically confounded.

Indexed as

ExerciseLife StyleSleepAdolescentBiasEuropeFemaleHumansMaleSelf ReportSurveys and QuestionnairesAdolescent internalizing problemsGenetic confoundingModifiable lifestyleShared method variance

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.