2024
In vivo neuropil density from anatomical MRI and machine learning
Akif A, Staib L, Herman P, Rothman D, Yu Y, Hyder F. In vivo neuropil density from anatomical MRI and machine learning. Cerebral Cortex 2024, 34: bhae200. PMID: 38771239, PMCID: PMC11107380, DOI: 10.1093/cercor/bhae200.Peer-Reviewed Original ResearchConceptsMagnetic resonance imagingSynaptic densityNeuropil densityCellular densityArtificial neural networkNeural networkPositron emission tomographyAnatomical magnetic resonance imagingHealthy subjectsSynaptic activityMRI scansMachine learning algorithmsBrain's energy budgetEmission tomographyIn vivo MRI scansResonance imagingTissue cellularityLearning algorithmsDiffusion magnetic resonance imagingMachine learningMicroscopic interpretationInterpretation of functional neuroimaging dataIndividual predictionsSubjects
2015
Anterior Cortical Development During Adolescence in Bipolar Disorder
Najt P, Wang F, Spencer L, Johnston JA, Lippard E, Pittman BP, Lacadie C, Staib LH, Papademetris X, Blumberg HP. Anterior Cortical Development During Adolescence in Bipolar Disorder. Biological Psychiatry 2015, 79: 303-310. PMID: 26033826, PMCID: PMC4595154, DOI: 10.1016/j.biopsych.2015.03.026.Peer-Reviewed Original ResearchConceptsWhite matter expansionBipolar disorderWhite matterAnterior cortexHealthy adolescentsHigh-resolution magnetic resonance imaging (MRI) scansMagnetic resonance imaging (MRI) scansWhite matter increasesResonance imaging scansGray matter decreasesDorsolateral prefrontal cortexMatter expansionHealthy groupImaging scansCortical volumeFrontal cortexNeurodevelopmental abnormalitiesCortical developmentAnterior paralimbicNeurodevelopmental modelLongitudinal neuroimagingPrefrontal cortexCortexLongitudinal studyAdolescents