Deviation in development of dorsal association tracts during preadolescence links to concurrent and future cognitive performance and transdiagnostic psychopathology

D Danni Wang C Christopher J. Hammond B Betty Jo Salmeron X Xiang Xiao L Laura Murray H Hong Gu T Tianye Zhai A Annika Quam J Justine Hill H Hieu Nguyen H Hanbing Lu (Neuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse) A Amy Janes T Thomas J. Ross Y Yihong Yang (Department of Reproduction Medical Centre, West China Second University Hospital, Sichuan University)

Abstract

Abstract Many psychiatric disorders begin during adolescence, coinciding with the rapid development of brain white matter (WM). However, it remains unclear whether deviations from normal WM development during this period contribute to psychopathology. In this study, we developed normative models of brain age based on specific WM tracts using three large-scale developmental datasets ( ~ 10,000 subjects). We found that tract-specific deviations in WM development of association and limbic/subcortical systems were linked to concurrent and future cognition and psychopathology. The spatial pattern of the association system aligned closely with high-order brain networks and mitochondrial maps. Importantly, delayed brain-age especially in dorsal association tracts predicted psychiatric disorders across diagnoses and disorder onset over a 2-year follow-up. By identifying tract-specific WM development during preadolescence as a predictor of cognitive capacity and psychiatric risks, this study provides a framework for tracking individualized brain development and understanding the neurobiological underpinnings of cognition and transdiagnostic psychopathology.

Article Details

Volume / Issue Vol. 17, Issue 1
Published February 19, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (14)

D

Danni Wang

C

Christopher J. Hammond

B

Betty Jo Salmeron

X

Xiang Xiao

L

Laura Murray

H

Hong Gu

T

Tianye Zhai

A

Annika Quam

J

Justine Hill

H

Hieu Nguyen

H

Hanbing Lu

Neuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse

A

Amy Janes

T

Thomas J. Ross

Y

Yihong Yang

Department of Reproduction Medical Centre, West China Second University Hospital, Sichuan University