Attention problems and cortical maturation in a large longitudinal sample of youths: The importance of accounting for sex differences

Delayed age-related cortical thinning has been proposed as a biomarker of attention-related psychopathology and attention-deficit/hyperactivity disorder (ADHD), but these findings have not been adequately replicated in large, longitudinal samples with sufficient power to account for potential confounds such as co-occurring psychopathology and sex differences in neurodevelopment. Here, we examined whether previously reported associations between attention problems and delayed cortical thickness development could be replicated in a large, longitudinal cohort of youths. Leveraging data from the Adolescent Brain Cognitive Development Study, linear mixed-effects models were used to assess the association between parent-reported attention problems (AP) on the Child Behavior Checklist and age-related cortical thickness change (N = 26,496 MRI scans from 11,025 unique participants). Secondary analyses examined the association between a polygenic risk score for ADHD and cortical thickness development. In initial sex-pooled analyses, we observed associations between AP and reduced rates of cortical thinning (β = 00594 to 0.0145, FDR-adjusted P < 0.05). However, when an age × sex interaction term was included in the model, these associations were no longer evident (all FDR-adjusted P > 0.05 across ROIs). Follow-up sex-stratified analyses revealed no significant age × AP interactions on cortical thickness in males or females. Further, there was no evidence of genetic liability for ADHD being associated with reduced age-related cortical thinning. Taken together, these findings suggest that previously reported associations between AP and delayed cortical thinning likely reflect unaccounted-for sex differences in neurodevelopment rather than AP-specific maturational delays, questioning the utility of cortical maturation patterns as diagnostic biomarkers for ADHD-related behavior.

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Publication Details

Journal
Proceedings of the National Academy of Sciences
Published
2026-05-18
DOI
https://doi.org/10.1073/pnas.2605729123
Primary Topic
Attention Deficit Hyperactivity Disorder
Type
article
Field-Weighted Citation Impact
0.00

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article

Attention problems and cortical maturation in a large longitudinal sample of youths: The importance of accounting for sex differences

Jonathan Ahern, Matthew D. Albaugh, S. O'Connor, Robert R. Althoff et al.
Proceedings of the National Academy of Sciences
Attention Deficit Hyperactivity Disorder
article

Attention problems and cortical maturation in a large longitudinal sample of youths: The importance of accounting for sex differences

Jonathan Ahern, Matthew D. Albaugh, S. O'Connor, Robert R. Althoff, Alexandra Potter, Robert Loughnan, Hugh Garavan, Chun Chieh Fan
article en

Abstract

Delayed age-related cortical thinning has been proposed as a biomarker of attention-related psychopathology and attention-deficit/hyperactivity disorder (ADHD), but these findings have not been adequately replicated in large, longitudinal samples with sufficient power to account for potential confounds such as co-occurring psychopathology and sex differences in neurodevelopment. Here, we examined whether previously reported associations between attention problems and delayed cortical thickness development could be replicated in a large, longitudinal cohort of youths. Leveraging data from the Adolescent Brain Cognitive Development Study, linear mixed-effects models were used to assess the association between parent-reported attention problems (AP) on the Child Behavior Checklist and age-related cortical thickness change (N = 26,496 MRI scans from 11,025 unique participants). Secondary analyses examined the association between a polygenic risk score for ADHD and cortical thickness development. In initial sex-pooled analyses, we observed associations between AP and reduced rates of cortical thinning (β = 00594 to 0.0145, FDR-adjusted P < 0.05). However, when an age × sex interaction term was included in the model, these associations were no longer evident (all FDR-adjusted P > 0.05 across ROIs). Follow-up sex-stratified analyses revealed no significant age × AP interactions on cortical thickness in males or females. Further, there was no evidence of genetic liability for ADHD being associated with reduced age-related cortical thinning. Taken together, these findings suggest that previously reported associations between AP and delayed cortical thinning likely reflect unaccounted-for sex differences in neurodevelopment rather than AP-specific maturational delays, questioning the utility of cortical maturation patterns as diagnostic biomarkers for ADHD-related behavior.

Proceedings of the National Academy of SciencesVol. 123(21)
University of Vermont (US), University of California San Diego (US), Laureate Institute for Brain Research (US)
Foundation for the National Institutes of Health, National Institute of Mental Health and Neurosciences
Openalex Percentile: Top 5%
Attention Deficit Hyperactivity Disorder
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