2024
A Principled Framework to Assess the Information-Theoretic Fitness of Brain Functional Sub-Circuits
Duong-Tran D, Nguyen N, Mu S, Chen J, Bao J, Xu F, Garai S, Cadena-Pico J, Kaplan A, Chen T, Zhao Y, Shen L, Goñi J. A Principled Framework to Assess the Information-Theoretic Fitness of Brain Functional Sub-Circuits. Mathematics 2024, 12: 2967. PMID: 38979488, PMCID: PMC11230349, DOI: 10.3390/math12192967.Peer-Reviewed Original ResearchStochastic block modelMultiple levels of granularityLevels of granularityFunctional networksInformation-theoreticThreshold methodThreshold strategyFunctional connectomeSub-circuitsGranularityHuman brain connectomeNetworkHuman Connectome ProjectBlock modelBrain connectome analysisFunctional sub-circuitsTopological featuresFrameworkPrinciples frameworkConnectome ProjectBrain connectomeNetwork neuroscienceThreshold valueMultiple levelsPartitioningTopology-based Clustering of Functional Brain Networks in an Alzheimer's Disease Cohort.
Xu F, Gao M, Chen J, Garai S, Duong-Tran D, Zhao Y, Shen L. Topology-based Clustering of Functional Brain Networks in an Alzheimer's Disease Cohort. AMIA Joint Summits On Translational Science Proceedings 2024, 2024: 449-458. PMID: 38827100, PMCID: PMC11141857.Peer-Reviewed Original ResearchFunctional brain networksDistance kernelBrain networksUnsupervised clustering techniquesMedial temporal lobeMachine learning methodsTopology-based clusteringSpectral clusteringClustering algorithmClustering techniqueLearning methodsAlzheimer's disease cohortProgressive neurodegenerative diseaseNetwork neuroscienceFunctional MRI modalitiesFunctional topologyAlzheimer's diseaseNeurodegenerative diseasesWhole-brain phenomenonNetworkBrain functional topologyKernelInvestigate variationsAlzheimerFunctional connectivity
2023
Mining Correlation between Fluid Intelligence and Whole-brain Large Scale Structural Connectivity.
Garai S, Xu F, Duong-Tran D, Zhao Y, Shen L. Mining Correlation between Fluid Intelligence and Whole-brain Large Scale Structural Connectivity. AMIA Joint Summits On Translational Science Proceedings 2023, 2023: 225-233. PMID: 37350917, PMCID: PMC10283120.Peer-Reviewed Original ResearchFluid intelligenceWhole-brain functional connectivity patternsStructural connectivityConnectivity patternsBrain Connectivity ToolboxFunctional connectivity patternsHuman intelligenceStructural connectivity matricesHuman Connectome ProjectStructural connectivity patternsNeural basisGraph theoretical measuresBrain networksConnectivity ToolboxNetwork neuroscienceBrain connectivityWhole-brainConnectome ProjectBrain connectomeYoung adultsStructural connectomeBrainTopological featuresConnectomeIntelligence
2022
Bayesian network mediation analysis with application to the brain functional connectome
Zhao Y, Chen T, Cai J, Lichenstein S, Potenza M, Yip S. Bayesian network mediation analysis with application to the brain functional connectome. Statistics In Medicine 2022, 41: 3991-4005. PMID: 35795965, PMCID: PMC10131252, DOI: 10.1002/sim.9488.Peer-Reviewed Original ResearchConceptsStochastic block modelBayesian paradigmBrain functional connectomeBlock modelConnectivity weightsFunctional connectomeNetwork measurementsEffect componentApproach applicationBlock allocationOpioid abstinenceAnalytic approachNetwork neurosciencePractical illustrationTherapeutic interventionsMediation analysisNeural circuitsNetwork structureBrain functioningMediatorsFunctional networksFeature selectionApplicationsModelNetwork
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