2024
A Nearest Neighbor Propagation-Based Partial Label Learning Method for Identifying Biotypes of Psychiatric Disorders
Du Y, Li B, Niu J, Calhoun V. A Nearest Neighbor Propagation-Based Partial Label Learning Method for Identifying Biotypes of Psychiatric Disorders. IFMBE Proceedings 2024, 104: 301-308. DOI: 10.1007/978-3-031-51485-2_32.Peer-Reviewed Original ResearchFunctional magnetic resonance imagingPsychiatric disordersSchizoaffective disorderFunctional connectivityFunctional magnetic resonance imaging dataDiagnosis of psychiatric disordersSchizoaffective disorder patientsBrain functional connectivityHealthy controlsIncrease diagnostic reliabilityBipolar disorderSZ patientsNeuroimaging measuresPartial label learning methodDisordersSchizophreniaMagnetic resonance imagingNeuroscience fieldValid informationLabel learningDiagnostic reliabilityLearning methodsResonance imagingPartial label learningExtract valid informationMore reliable biomarkers and more accurate prediction for mental disorders using a label-noise filtering-based dimensional prediction method
Xing Y, van Erp T, Pearlson G, Kochunov P, Calhoun V, Du Y. More reliable biomarkers and more accurate prediction for mental disorders using a label-noise filtering-based dimensional prediction method. IScience 2024, 27: 109319. PMID: 38482500, PMCID: PMC10933544, DOI: 10.1016/j.isci.2024.109319.Peer-Reviewed Original ResearchDiagnosis of mental disordersMental disordersDiagnostic labelsIntegration of neuroimagingSchizophrenia patientsNeuroimaging measuresNeuroimaging perspectiveFMRI dataStable abnormalitiesNeuroimagingDisordersHealthy controlsIndependent subjectsSchizophreniaFMRIDimensional predictionsSubjectsAccurate diagnosisClassification accuracy
2023
A systematic review of neuroimaging epigenetic research: calling for an increased focus on development
Walton E, Baltramonaityte V, Calhoun V, Heijmans B, Thompson P, Cecil C. A systematic review of neuroimaging epigenetic research: calling for an increased focus on development. Molecular Psychiatry 2023, 28: 2839-2847. PMID: 37185958, PMCID: PMC10615743, DOI: 10.1038/s41380-023-02067-2.Peer-Reviewed Original ResearchConceptsFunctional neuroimaging measuresBrain-based disordersBrain imaging measuresBrain alterationsNeuroimaging measuresBrain outcomesInvestigate environmental influencesBehavioral outcomesDevelopmental periodEnvironmental influencesSample characteristicsDNA methylationSystematically review evidenceBrainTime of lifeDisordersMeasurement of DNA methylationContext of healthImaging measurementsCandidate-gene approachEpigenetic mechanismsEpigenetic researchMeta-analysisDNA methylation markersYears of age