Skip to main navigation Skip to search Skip to main content

Hierarchical neurocognitive model of externalizing and internalizing comorbidity

  • IMAGEN Consortium
  • , STRATIFY Consortium
  • , ESTRA Consortium
  • , ZIB Consortium

Research output: Contribution to journalJournal Articlepeer-review

Abstract

Mounting evidence suggests that hierarchical psychopathology factors underlie psychiatric comorbidity. However, the exact neurobiological characterizations of these multilevel factors remain elusive. Here, leveraging the brain-behavior predictive framework with a 10-year longitudinal imaging-genetic cohort (IMAGEN, ages 14, 19 and 23, N = 1,750), we constructed 2 neural factors underlying externalizing and internalizing symptoms, which were reproducible across 6 clinical and population-based datasets (ABCD, STRATIFY/ESTRA, ABIDE II, ADHD-200 and XiNan, from age 10 to age 36, N = 3,765). These two neural factors exhibit distinct neural configurations: hyperconnectivity in impulsivity-related circuits for the externalizing symptoms and hypoconnectivity in goal-directed circuits for the internalizing symptoms. Both factors also differ in their cognitive-behavior relevance, genetic substrates and developmental profiles. Together with previous findings, we propose a hierarchical neurocognitive model of comorbid psychopathology (NeuroHiP) from preadolescence to adulthood, comprising a general neuropsychopathological factor (manifested as inefficient executive control) and two stratified factors of externalizing (deficient inhibition control) and internalizing (impaired goal-directed function) symptoms, respectively. These holistic insights are crucial for the development of stratified therapeutic interventions for mental disorders.

Original languageEnglish
Pages (from-to)362-376
Number of pages19
JournalNature Mental Health
DOIs
Publication statusPublished - 13 Feb 2026

Bibliographical note

Publisher Copyright:
© The Author(s) 2026.

Fingerprint

Dive into the research topics of 'Hierarchical neurocognitive model of externalizing and internalizing comorbidity'. Together they form a unique fingerprint.

Cite this