AI Article Synopsis

  • The study explores new geometry-inspired network measures, specifically Forman-Ricci and Ollivier-Ricci curvatures, to analyze brain connectivity differences in individuals with autism spectrum disorder (ASD) compared to typically developing individuals.
  • Significant variations in curvature were found both throughout the brain and in specific regions such as the Default Mode, Somatomotor, and Ventral Attention networks, indicating a distinct connectivity pattern in ASD.
  • The findings suggest that these curvature measures can help identify clinically relevant brain regions and their relationship with cognitive impairments in ASD, highlighting potential targets for non-invasive stimulation therapies.

Article Abstract

While standard graph-theoretic measures have been widely used to characterize atypical resting-state functional connectivity in autism spectrum disorder (ASD), geometry-inspired network measures have not been applied. In this study, we apply Forman-Ricci and Ollivier-Ricci curvatures to compare networks of ASD and typically developing individuals (N = 1112) from the Autism Brain Imaging Data Exchange I (ABIDE-I) dataset. We find brain-wide and region-specific ASD-related differences for both Forman-Ricci and Ollivier-Ricci curvatures, with region-specific differences concentrated in Default Mode, Somatomotor and Ventral Attention networks for Forman-Ricci curvature. We use meta-analysis decoding to demonstrate that brain regions with curvature differences are associated to those cognitive domains known to be impaired in ASD. Further, we show that brain regions with curvature differences overlap with those brain regions whose non-invasive stimulation improves ASD-related symptoms. These results suggest the utility of graph Ricci curvatures in characterizing atypical connectivity of clinically relevant regions in ASD and other neurodevelopmental disorders.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9117309PMC
http://dx.doi.org/10.1038/s41598-022-12171-yDOI Listing

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