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Personalized functional network mapping for autism spectrum disorder and attention-deficit/hyperactivity disorder
Jiang Zhang1, Zhiwei Zhang1, Hui Sun1
1College of Electrical Engineering, Sichuan University, Chengdu, China.
Translational Psychiatry
|February 12, 2024
Summary
Autism spectrum disorder (ASD) and Attention-deficit/hyperactivity disorder (ADHD) share brain connectivity differences. This study mapped individual functional networks to reveal distinct neurophysiological profiles for better understanding and therapy.
Area of Science:
- Neuroscience
- Neuroimaging
- Developmental Psychology
Background:
- Autism spectrum disorder (ASD) and Attention-deficit/hyperactivity disorder (ADHD) are common neurodevelopmental disorders.
- These conditions often co-occur and present overlapping clinical symptoms.
- Understanding their distinct and shared neurobiological underpinnings is crucial for targeted therapeutic interventions.
Purpose of the Study:
- To investigate the differences in behaviors, functional connectome, and network properties among individuals with ASD, ADHD-Combined, and ADHD-Inattentive.
- To identify shared and disorder-specific neurophysiological profiles using resting-state functional magnetic resonance imaging (rs-fMRI).
Main Methods:
- Utilized resting-state functional magnetic resonance imaging (rs-fMRI) data from participants with ASD, ADHD-Combined, and ADHD-Inattentive.
- Employed non-negative matrix factorization to define personalized large-scale functional networks for each individual.
- Conducted graph-theory-based complex network analyses and edge-wise functional connectivity analysis.
Main Results:
- Identified shared and disorder-specific differences in functional network connectivity (FNC) and network attributes between ASD and ADHD subtypes.
- Revealed abnormalities in edge co-fluctuation amplitude and the number of transitions in functional connectivity across groups.
- Demonstrated distinct regional and edge-wise functional connectivity patterns specific to ASD and ADHD.
Conclusions:
- The study provides novel evidence for brain functional abnormalities in ASD and ADHD using an individual-level functional network mapping approach.
- Findings highlight both shared and distinct neurophysiological profiles, aiding in the understanding of the neurobiological basis of these disorders.
- This research facilitates the development of more precise diagnostic and therapeutic strategies for ASD and ADHD.
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