Altered global modular organization of intrinsic functional connectivity in autism arises from atypical node-level processing.
Priyanka SigarLucina Q UddinDipanjan RoyPublished in: Autism research : official journal of the International Society for Autism Research (2022)
Autism spectrum disorder (ASD) is a neurodevelopmental condition characterized by restricted interests and repetitive behaviors as well as social-communication deficits. These traits are associated with atypicality of functional brain networks. Modular organization in the brain plays a crucial role in network stability and adaptability for neurodevelopment. Previous neuroimaging research demonstrates discrepancies in studies of functional brain modular organization in ASD. These discrepancies result from the examination of mixed age groups. Furthermore, recent findings suggest that while much attention has been given to deriving atlases and measuring the connections between nodes, within node information may also be crucial in determining altered modular organization in ASD compared with typical development (TD). However, altered modular organization originating from systematic nodal changes are yet to be explored in younger children with ASD. Here, we used graph-theoretical measures to fill this knowledge gap. To this end, we utilized multicenter resting-state fMRI data collected from 5 to 10-year-old children-34 ASD and 40 TD obtained from the Autism Brain Image Data Exchange (ABIDE) I and II. We demonstrate that alterations in topological roles and modular cohesiveness are the two key properties of brain regions anchored in default mode, sensorimotor, and salience networks, and primarily relate to social and sensory deficits in children with ASD. These results demonstrate that atypical global network organization in children with ASD arises from nodal role changes, and contribute to the growing body of literature suggesting that there is interesting information within nodes providing critical markers of functional brain networks in autistic children.
Keyphrases
- resting state
- functional connectivity
- autism spectrum disorder
- intellectual disability
- attention deficit hyperactivity disorder
- young adults
- healthcare
- lymph node
- systematic review
- mental health
- traumatic brain injury
- radiation therapy
- electronic health record
- sentinel lymph node
- cross sectional
- neoadjuvant chemotherapy
- deep learning
- multiple sclerosis
- network analysis