Hierarchical neurocognitive model of externalizing and internalizing comorbidity

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Authors: Chao Xie, Shitong Xiang, Yueyuan Zheng, Chun Shen, Yuzhu Li, Wei Cheng, Nilakshi Vaidya, Zuo Zhang, Lauren Robinson, Jeanne M. Winterer, Yuning Zhang, Sinéad King
+47 more Gareth J. Barker, Arun L. Bokde, Rüdiger Brühl, Hedi Kebir, Dongtao Wei, E. Artiges, Marina Bobou, M. John Broulidakis, Tobias Banaschewski, A. Becker, Christian Büchel, Patricia Conrod, Tahmine Fadai, Herta Flor, Antoine Grigis, Yvonne Grimmer, Hugh P. 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 Hilde Fröhner, Ulrike Schmidt, Julia Sinclair, Michael N. Smolka, Argyris Stringaris, Maren Struve, Henrik Walter, Robert Whelan, Jiang Qiu, Peng Xie, Barbara J. Sahakian, Trevor W Robbins, Sylvane Desrivières, Gunter Schumann, Jianfeng Feng, Tianye Jia, Betteke Maria van Noort, Gunter Schumann
Cited by: 1
References: 63

Abstract

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.

Fields of Study & Subjects

Attention Deficit Hyperactivity Disorder Mental Health Research Topics Personality Disorders and Psychopathology

Publication details

Journal / source
Nature Mental Health
Publisher
Springer Science and Business Media LLC
Volume
4
Issue
3
Pages
362–376
Publication date
13 February 2026
Language
EN