Integrated brain connectivity analysis with fMRI, DTI, and sMRI powered by interpretable graph neural networks

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Gang Qu, Ziyu Zhou, Vince D. Calhoun, Aiying Zhang, Yu-Ping Wang

Published: 01 Jan 2025, Last Modified: 07 Nov 2025Medical Image Anal. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Integrate fMRI, DTI, sMRI with GNNs to tackle data heterogeneity.•Enhance GNN interpretability via advanced edge masking.•Identify biomarkers like neural timescales via multimodal imaging fusion.•Improve understanding of youth cognition via integrated neuroimaging analysis.