TY - JOUR
T1 - Hierarchical neurocognitive model of externalizing and internalizing comorbidity
AU - IMAGEN Consortium
AU - STRATIFY Consortium
AU - ESTRA Consortium
AU - ZIB Consortium
AU - Xie, Chao
AU - Xiang, Shitong
AU - Zheng, Yueyuan
AU - Shen, Chun
AU - Li, Yuzhu
AU - Cheng, Wei
AU - Vaidya, Nilakshi
AU - Zhang, Zuo
AU - Robinson, Lauren
AU - Winterer, Jeanne
AU - Zhang, Yuning
AU - King, Sinead
AU - Barker, Gareth J.
AU - Bokde, Arun L.
AU - Brühl, Rüdiger
AU - Kebir, Hedi
AU - Wei, Dongtao
AU - Artiges, Eric
AU - Bobou, Marina
AU - Broulidakis, M. John
AU - Banaschewski, Tobias
AU - Becker, Andreas
AU - Büchel, Christian
AU - Conrod, Patricia
AU - Fadai, Tahmine
AU - Flor, Herta
AU - Grigis, Antoine
AU - Grimmer, Yvonne
AU - Garavan, Hugh
AU - Gowland, Penny
AU - Heinz, Andreas
AU - Insensee, Corinna
AU - Kappel, Viola
AU - Lemaître, Hervé
AU - Martinot, Jean Luc
AU - Martinot, Marie Laure Paillère
AU - van Noort, Betteke Maria
AU - Nees, Frauke
AU - Orfanos, Dimitri Papadopoulos
AU - Penttilä, Jani
AU - Poustka, Luise
AU - Fröhner, Juliane H.
AU - Schmidt, Ulrike
AU - Sinclair, Julia
AU - Smolka, Michael N.
AU - Stringaris, Argyris
AU - Struve, Maren
AU - Walter, Henrik
AU - Whelan, Robert
AU - Qiu, Jiang
N1 - Publisher Copyright:
© The Author(s) 2026.
PY - 2026/2/13
Y1 - 2026/2/13
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/105032117646
U2 - 10.1038/s44220-025-00577-2
DO - 10.1038/s44220-025-00577-2
M3 - Journal Article
AN - SCOPUS:105032117646
SN - 2731-6076
SP - 362
EP - 376
JO - Nature Mental Health
JF - Nature Mental Health
ER -