title: Modality-spanning deficits in attention-deficit/hyperactivity disorder in functional networks, gray matter, and white matter.
abstract: Previous neuroimaging investigations in attention-deficit/hyperactivity disorder (ADHD) have separately identified distributed structural and functional deficits, but interconnections between these deficits have not been explored. To unite these modalities in a common model, we used joint independent component analysis, a multivariate, multimodal method that identifies cohesive components that span modalities. Based on recent network models of ADHD, we hypothesized that altered relationships between large-scale networks, in particular, default mode network (DMN) and task-positive networks (TPNs), would co-occur with structural abnormalities in cognitive regulation regions. For 756 human participants in the ADHD-200 sample, we produced gray and white matter volume maps with voxel-based morphometry, as well as whole-brain functional connectomes. Joint independent component analysis was performed, and the resulting transmodal components were tested for differential expression in ADHD versus healthy controls. Four components showed greater expression in ADHD. Consistent with our a priori hypothesis, we observed reduced DMN-TPN segregation co-occurring with structural abnormalities in dorsolateral prefrontal cortex and anterior cingulate cortex, two important cognitive control regions. We also observed altered intranetwork connectivity in DMN, dorsal attention network, and visual network, with co-occurring distributed structural deficits. There was strong evidence of spatial correspondence across modalities: For all four components, the impact of the respective component on gray matter at a region strongly predicted the impact on functional connectivity at that region. Overall, our results demonstrate that ADHD involves multiple, cohesive modality spanning deficits, each one of which exhibits strong spatial overlap in the pattern of structural and functional alterations.
authors.affiliation: Department of Psychiatry and.
authors.forename: Daniel
authors.identifier: http://orcid.org/0000-0003-2052-025X
authors.initials: D
authors.lastname: Kessler
authors.affiliation: Department of Psychiatry and.
authors.forename: Michael
authors.identifier: http://orcid.org/0000-0003-4870-7649
authors.initials: M
authors.lastname: Angstadt
authors.affiliation: Department of Psychiatry and Department of Radiology, University of Michigan, Ann Arbor, Michigan 48109.
authors.forename: Robert C
authors.initials: RC
authors.lastname: Welsh
authors.affiliation: Department of Psychiatry and sripada@umich.edu.
authors.forename: Chandra
authors.identifier: http://orcid.org/0000-0001-9025-6453
authors.initials: C
authors.lastname: Sripada
mesh_terms: D000293:Adolescent; D001289:Attention Deficit Disorder with Hyperactivity / Q000175:diagnosis / Q000503:physiopathology*; D001921:Brain / Q000473:pathology / Q000503:physiopathology*; D002648:Child; D017352:Echo-Planar Imaging / Q000379:methods; D005260:Female; D066128:Gray Matter / Q000473:pathology / Q000503:physiopathology*; D006801:Humans; D008297:Male; D009415:Nerve Net / Q000473:pathology / Q000503:physiopathology*; D066127:White Matter / Q000473:pathology / Q000503:physiopathology*; D055815:Young Adult
keywords: ADHD; default mode network; joint ICA; multimodal; resting state fMRI; structural MRI