2024
Personalized brain circuit scores identify clinically distinct biotypes in depression and anxiety
Tozzi L, Zhang X, Pines A, Olmsted A, Zhai E, Anene E, Chesnut M, Holt-Gosselin B, Chang S, Stetz P, Ramirez C, Hack L, Korgaonkar M, Wintermark M, Gotlib I, Ma J, Williams L. Personalized brain circuit scores identify clinically distinct biotypes in depression and anxiety. Nature Medicine 2024, 30: 2076-2087. PMID: 38886626, PMCID: PMC11271415, DOI: 10.1038/s41591-024-03057-9.Peer-Reviewed Original ResearchBehavioral therapyFunctional magnetic resonance imaging protocolTask-free functional connectivityHeterogeneity of depressionBrain circuit dysfunctionResponse to pharmacotherapyTheoretical taxonomyAttentional circuitsNeurobiological dysfunctionBehavioral performanceCircuit dysfunctionCognitive tasksSubcortical regionsFunctional connectivityTask-freeAnxietyDepressionTheory-drivenPharmacotherapyStratification of patientsMagnetic resonance imaging protocolScoresPsychiatryDysfunctionClinical care
2019
Integrating sleep, neuroimaging, and computational approaches for precision psychiatry
Goldstein-Piekarski AN, Holt-Gosselin B, O’Hora K, Williams LM. Integrating sleep, neuroimaging, and computational approaches for precision psychiatry. Neuropsychopharmacology 2019, 45: 192-204. PMID: 31426055, PMCID: PMC6879628, DOI: 10.1038/s41386-019-0483-8.Peer-Reviewed Original ResearchConceptsSleep impairmentAnxiety disordersBrain circuit dysfunctionPrecision psychiatryLarge-scale neural circuitsDefault mode networkMode networkAffective networkPoor sleep qualityExplanatory roleDistal featuresMood symptomsMoodNetwork dysfunctionSleep qualityNeural circuitsSleep disturbancesTestable frameworkCircuit dysfunctionImpairmentPersonalized tailoringDigital phenotypingFuture directionsMachine learning approachesCurrent diagnostic criteria