Work

Distinct associations between multimodal brain measures and psychopathology domains predict adolescent functioning

Year: 2026
Type: preprint
Abstract: Adolescent psychopathology is partly rooted in measurable disruptions across key neural networks, yet the field still lacks an integrated, multimodal understanding of these brain–behavior links. Here, we examined how structural, microstructural, and functional measures across corticostriatal, corticolimbic, and executive control networks relate to psychopathology domains and explored how these associations predicted future psychosocial functioning. We used data from the Adolescent Brain Cognitive Development SM Study ( n =5,408) and ran a regularized canonical correlation analysis to identify distinct modes of covariation between multiple brain measures and psychopathology domains when youth were 13-14 years old. The resulting canonical brain and psychopathology scores were used to predict school-related impairment one year later. First, higher diffusivity and decreased activation during a reward task across all three networks as well as lower corticostriatal surface area were related to higher broad psychopathology. Second, lower corticolimbic diffusivity, executive control volume and surface area, and cortical thickness across all three networks as well as higher corticostriatal and corticolimbic volumes were related to higher anxiety but lower externalizing. For the first mode, higher psychopathology scores predicted more school-related impairment one year later. For the second mode, higher brain and higher psychopathology scores predicted less school-related impairment one year later. Identifying how specific neural measures align with psychopathology domains, as well as how both forecast reallilworld functioning, advances the conceptualization of adolescent mental health. This approach clarifies which levels of analysis provide distinct versus shared information about youth functioning and highlights potential mechanisms that may inform future targets for change.
Institution: Yale University
Language: English
Open Access status: green
Awards: Neurocognitive Fingerprints of Substance Use and Misuse in Adolescents, 9/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U MICHIGAN, 20/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT VCU, 3/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U MINNESOTA, 4/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT FIU, 7/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT YALE, 17/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UCLA, 15/21 ABCD-USA Consortium: Research Project Site at LIBR, 16/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UNIVERSITY OF ROCHESTER, 8/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT CHLA, ABCD-USA Consortium: Coordinating Center, 6/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT OHSU, 10/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT SRI, 12/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U PITTSBURGH, 19/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UVM, 1/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT U UTAH, Application of a Bayesian strategy to ABCD: Identification of substance use risk and COVID-19 effects on neurodevelopment, 11/21 ABCD-USA Consortium: Research Project Site at UWM, ABCD-USA Consortium: Data Analysis, Informatics and Resource Center, 21/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT WUSTL, 13/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT MUSC, 5/21 ABCD-USA Consortium: Research Project Site at UC San Diego, 18/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT THE UNIVERSITY OF FLORIDA, 2/21 ABCD-USA CONSORTIUM: RESEARCH PROJECT SITE AT UMB, 14/21 ABCD-USA Consortium: Research Project Site at CU Boulder
OpenAlex ID: W7163514652
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