Symptom-specific links between internalizing problems and functional connectivity in adolescents: a network analysis

Previous fMRI studies have documented links between internalizing problems in youth and brain functional connectivity of the default (DN), frontoparietal (FP), and salience (SA) networks. Characterized by a large symptom heterogeneity and comorbidity, it remains elusive how individual internalizing symptoms relate to DN, FP, and SA connectivity. Leveraging a large population-based sample of adolescents (N = 2426; mean age = 14.1 years) and an integrated network modelling approach, we identified symptom-specific associations between internalizing problems and functional connectivity and explored sex and timing-specific differences in these links. Our findings revealed small negative associations between self-reported feelings of worthlessness and guilt and DN within-network connectivity and positive associations between fearfulness and FP within-network connectivity. Moreover, sadness and fearfulness were positively associated with DN-SA between-network connectivity. Exploratory analyses revealed no significant sex differences but indicated that DN within-network connectivity around age 10 was negatively associated with self-reported worthlessness at age 14. Our findings show symptom-specific associations between internalizing problems and brain functional circuitry in youth and highlight the complex interplay of symptoms and brain networks.

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Publication Details

Journal
European Child & Adolescent Psychiatry
Published
2026-02-25
DOI
https://doi.org/10.1007/s00787-026-02989-6
Primary Topic
Mental Health Research Topics
Type
article
Field-Weighted Citation Impact
0.00

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article

Symptom-specific links between internalizing problems and functional connectivity in adolescents: a network analysis

European Child & Adolescent Psychiatry
Mental Health Research Topics
article

Symptom-specific links between internalizing problems and functional connectivity in adolescents: a network analysis

article en

Abstract

Previous fMRI studies have documented links between internalizing problems in youth and brain functional connectivity of the default (DN), frontoparietal (FP), and salience (SA) networks. Characterized by a large symptom heterogeneity and comorbidity, it remains elusive how individual internalizing symptoms relate to DN, FP, and SA connectivity. Leveraging a large population-based sample of adolescents (N = 2426; mean age = 14.1 years) and an integrated network modelling approach, we identified symptom-specific associations between internalizing problems and functional connectivity and explored sex and timing-specific differences in these links. Our findings revealed small negative associations between self-reported feelings of worthlessness and guilt and DN within-network connectivity and positive associations between fearfulness and FP within-network connectivity. Moreover, sadness and fearfulness were positively associated with DN-SA between-network connectivity. Exploratory analyses revealed no significant sex differences but indicated that DN within-network connectivity around age 10 was negatively associated with self-reported worthlessness at age 14. Our findings show symptom-specific associations between internalizing problems and brain functional circuitry in youth and highlight the complex interplay of symptoms and brain networks.

European Child & Adolescent Psychiatry
Oslo University Hospital (NO), University of Oslo (NO), University of Oxford (GB), Lovisenberg Diakonale Høgskole (NO), Diakonhjemmet Hospital (NO)
European Commission, Universitetet i Oslo, National Institutes of Health, Helse Sør-Øst RHF, National Institute of Mental Health
Gender equality
Openalex Percentile: Top 46%
Mental Health Research Topics
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