A spatially constrained independent component analysis jointly informed by structural and functional network connectivity
Fouladivanda M, Iraji A, Wu L, van Erp T, Belger A, Hawamdeh F, Pearlson G, Calhoun V. A spatially constrained independent component analysis jointly informed by structural and functional network connectivity. Network Neuroscience 2024, 8: 1212-1242. PMID: 39735500, PMCID: PMC11674407, DOI: 10.1162/netn_a_00398.Peer-Reviewed Original ResearchIntrinsic connectivity networksFunctional brain connectivityBrain connectivityStructural connectivityFunctional connectivityIndependent component analysisResting-state functional MRIAnalysis of group differencesBrain functional organizationFunctional network connectivityStructural-functional connectivityNeuroimaging studiesFunctional MRIWhole-brain tractographyGroup differencesRs-fMRIBrain disordersFunctional couplingSchizophreniaStatistical analysis of group differencesSubject levelFunctional organizationConnectivity networksBrainDiffusion-weighted MRIIntegrated brain connectivity analysis with fMRI, DTI, and sMRI powered by interpretable graph neural networks
Qu G, Zhou Z, Calhoun V, Zhang A, Wang Y. Integrated brain connectivity analysis with fMRI, DTI, and sMRI powered by interpretable graph neural networks. Medical Image Analysis 2024, 103: 103570. PMID: 39253637, PMCID: PMC11383444, DOI: 10.1016/j.media.2025.103570.Peer-Reviewed Original ResearchFunctional magnetic resonance imagingDiffusion tensor imagingStructural MRIBrain connectivity analysisBrain connectivityNeural connectionsGraph neural networksStructural connectivityBrain structuresCognitive functionConnectivity analysisNeuroimaging modelsNeural networkCognitive developmentFunctional networks
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