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Probing the Brain in Autism Using fMRI and Diffusion Tensor Imaging
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Differences in subcortico-cortical interactions identified from connectome and microcircuit models in autism
Bo-Yong Park1,2, Seok-Jun Hong3,4,5,6, Sofie L Valk7,8
1McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, QC, Canada. bo.y.park@mcgill.ca.
Nature Communications
|April 14, 2021
Summary
Autism involves brain wiring differences, affecting sensory processing and network connections. This study links large-scale brain network changes to microcircuit issues and symptom severity in autism spectrum disorder.
Area of Science:
- Neuroscience
- Computational Biology
- Genetics
Background:
- Autism pathophysiology involves macroscale connectome miswiring and microcircuit anomalies.
- Understanding the link between global network changes and local circuit dysfunction is crucial for autism research.
Purpose of the Study:
- To investigate the association between macroscale connectome perturbations and microcircuit dysfunctions in autism.
- To explore the relationship between brain network anomalies, genetic expression, and autism symptom severity.
Main Methods:
- Utilized connectome-wide manifold learning and biophysical simulation models on neuroimaging data from individuals with autism and controls.
- Performed transcriptomic association analysis and supervised machine learning to correlate findings with phenotypic data.
Main Results:
- Identified significant differences in structural connectome organization in autism, particularly in somatosensory and association cortices.
- Computational models linked macroscale anomalies to altered excitation/inhibition balance and subcortical inputs in cortical microcircuits.
- Macroscale perturbations correlated with autism symptom severity, as measured by the Autism Diagnostic Observation Schedule.
Conclusions:
- Atypical subcortico-cortical interactions are associated with both microcircuit and macroscale connectome differences in autism.
- Findings highlight the interplay between global brain organization and local circuit function in autism pathophysiology.
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