Bayesian subtyping for multi-state brain functional connectome with application on preadolescent brain cognition
Chen T, Zhao H, Tan C, Constable T, Yip S, Zhao Y. Bayesian subtyping for multi-state brain functional connectome with application on preadolescent brain cognition. Biostatistics 2024, kxae045. PMID: 39656842, DOI: 10.1093/biostatistics/kxae045.Peer-Reviewed Original ResearchAdolescent Brain Cognitive DevelopmentVariational inference algorithmApproximate posterior inferenceFunctional connectivityMultiple cognitive statesInference algorithmExtensive simulationsNetwork topologyNetwork featuresFunctional network patternsBrain functional connectomeBrain functional connectivityEstimation accuracySubgroups of individualsNeurobiological heterogeneityCognitive profileCognitive statesConverging evidencePosterior inferenceDetection alternativesNeuroscience literatureBrain cognitionFunctional connectomeNetworkCognitive developmentHomological Landscape of Human Brain Functional Sub-Circuits
Duong-Tran D, Kaufmann R, Chen J, Wang X, Garai S, Xu F, Bao J, Amico E, Kaplan A, Petri G, Goni J, Zhao Y, Shen L. Homological Landscape of Human Brain Functional Sub-Circuits. Mathematics 2024, 12: 455. DOI: 10.3390/math12030455.Peer-Reviewed Original ResearchFunctional sub-circuitsHuman brain functional connectivityWhole-brain functional connectivity networksNon-local propertiesWorking memory taskWhole-brain levelBrain functional connectivityNon-localFunctional connectivity networksMemory taskEmotional tasksLimbic networkMode networkFunctional connectivityBrain connectomeWhole-brainFormalismLocal structureMotor tasksConnectivity networksSubject domainSub-circuitsTask