Hierarchical neurocognitive model of externalizing and internalizing comorbidity

  • Chao Xie
  • , Shitong Xiang
  • , Yueyuan Zheng
  • , Chun Shen
  • , Yuzhu Li
  • , Wei Cheng
  • , Nilakshi Vaidya
  • , Zuo Zhang
  • , Lauren Robinson
  • , Jeanne Winterer
  • , Yuning Zhang
  • , Sinead King
  • , Gareth J. Barker
  • , Arun L. Bokde
  • , Rüdiger Brühl
  • , Hedi Kebir
  • , Dongtao Wei
  • , Eric Artiges
  • , Marina Bobou
  • , M. John Broulidakis
  • Tobias Banaschewski, Andreas Becker, Christian Büchel, Patricia Conrod, Tahmine Fadai, Herta Flor, Antoine Grigis, Yvonne Grimmer, Hugh Garavan, Penny Gowland, Andreas Heinz, Corinna Insensee, Viola Kappel, Hervé Lemaître, Jean Luc Martinot, Marie-Laure Paillère Martinot, Betteke Maria van Noort, Frauke Nees, Dimitri Papadopoulos Orfanos, Jani Penttilä, Luise Poustka, Juliane H. Fröhner, Ulrike Schmidt, Julia M. A. Sinclair, Michael N. Smolka, Argyris Stringaris, Maren Struve, Henrik Walter, Robert Whelan, Qiu Jiang, Peng Xie, Barbara J Sahakian, Trevor W. Robbins, Sylvane Desrivières, Gunter Schumann, Jianfeng Feng, Tianye Jia*, IMAGEN Consortium, STRATIFY Consortium, ESTRA Consortium, ZIB Consortium
*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

1 Downloads (Pure)

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
Number of pages19
JournalNature Mental Health
Early online date13 Feb 2026
DOIs
Publication statusE-pub ahead of print - 13 Feb 2026

Bibliographical note

A preprint version of this article can be viewed on PubMed, URL: https://pmc.ncbi.nlm.nih.gov/articles/pmid/39866873/
PMID: 39866873
PMCID: PMC11760247
DOI: 10.21203/rs.3.rs-5397195/v1

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

ASJC Scopus subject areas

  • Psychiatry and Mental health
  • Developmental Neuroscience

Fingerprint

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

Cite this