2024
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 development
2023
Predicting depressed and elevated mood symptomatology in bipolar disorder using brain functional connectomes
Sankar A, Shen X, Colic L, Goldman D, Villa L, Kim J, Pittman B, Scheinost D, Constable R, Blumberg H. Predicting depressed and elevated mood symptomatology in bipolar disorder using brain functional connectomes. Psychological Medicine 2023, 53: 6656-6665. PMID: 36891769, PMCID: PMC10491744, DOI: 10.1017/s003329172300003x.Peer-Reviewed Original ResearchBipolar disorderYoung Mania Rating ScaleMania Rating ScaleFunctional connectomeBrain functional connectomeSymptom scoresHamilton DepressionMagnetic resonance imaging dataEmotion processing taskMood symptomatologyRating ScaleFunctional magnetic resonance imaging (fMRI) dataConnectomeAdultsImaging dataIndependent samplesPredictive abilitySymptomatology