Brain-behavior patterns define a dimensional biotype in medication-naïve adults with attention-deficit hyperactivity disorder
Hsiang‐Yuan LiniD, Luca CocchiiD, Andrew ZaleskyiD, Jinglei LviD, Alistair PerryiD, Wen‐Yih Isaac TsengiD, Prantik KunduiD, Michael J BreakspeariD, Susan Shur‐Fen GauiD
Abstract
BackgroundChildhood-onset attention-deficit hyperactivity disorder (ADHD) in adults is clinically heterogeneous and commonly presents with different patterns of cognitive deficits. It is unclear if this clinical heterogeneity expresses a dimensional or categorical difference in ADHD.\n\nMethodsWe first studied differences in functional connectivity in multi-echo resting-state functional magnetic resonance imaging (rs-fMRI) acquired from 80 medication-naive adults with ADHD and 123 matched healthy controls. We then used canonical correlation analysis (CCA) to identify latent relationships between symptoms and patterns of altered functional connectivity (dimensional biotype) in patients. Clustering methods were implemented to test if the individual associations between resting-state brain connectivity and symptoms reflected a non-overlapping categorical biotype.\n\nResultsAdults with ADHD showed stronger functional connectivity compared to healthy controls, predominantly between the default-mode, cingulo-opercular and subcortical networks. CCA identified a single mode of brain-symptom co-variation, corresponding to an ADHD dimensional biotype. This dimensional biotype is characterized by a unique combination of altered connectivity correlating with symptoms of hyperactivity-impulsivity, inattention, and intelligence. Clustering analyses did not support the existence of distinct categorical biotypes of adult ADHD.\n\nConclusionsOverall, our data advance a novel finding that the reduced functional segregation between default-mode and cognitive control networks supports a clinically important dimensional biotype of childhood-onset adult ADHD. Despite the heterogeneity of its presentation, our work suggests that childhood-onset adult ADHD is a single disorder characterized by dimensional brain-symptom mediators.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 47
- FWCI
- 4.49
- Field percentile
- top 5%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Connectome-wide association analysis identified significant brain functional alteration in adults with attention-deficit/hyperactivity disorder
Lu Liu, Di Chen, … Jianfeng Feng·bioRxiv·Dec 14, 2021
- ADHD Symptoms are Associated with the Modular Structure of Intrinsic Brain Networks in a Representative Sample of Healthy Adults
Kirsten Hilger, Christian J. Fiebach·Network NeurosciencePeer-reviewed·Jan 1, 2019
- Atypical functional connectivity in adolescents and adults with persistent and remitted ADHD
Giorgia Michelini, Joseph Jurgiel, … Iman Mohammad-Rezazadeh·bioRxiv·Aug 9, 2018
- ADHD symptoms map onto noise-driven structure-function decoupling between hub and peripheral brain regions
Luke J. Hearne, Hsiang‐Yuan Lin, … Luca Cocchi·Molecular PsychiatryPeer-reviewed·Oct 30, 2019
- No support for white matter microstructural properties and connectivity differences in the combined and inattentive adhd presentations.
Jacqueline F. Saad, Kristi R. Griffiths, … Mayuresh S. Korgaonkar·PLoS ONEPeer-reviewed·May 5, 2021
- Beyond massive univariate tests: Covariance regression reveals complex patterns of functional connectivity related to attention-deficit/hyperactivity disorder, age, sex, and response control
Yi Zhao, Mary Beth Nebel, … Keri Shiels Rosch·Biological Psychiatry Global Open SciencePeer-reviewed·Jun 19, 2021