2024
White matter diffusion estimates in obsessive-compulsive disorder across 1653 individuals: machine learning findings from the ENIGMA OCD Working Group
Kim B, Kim G, Abe Y, Alonso P, Ameis S, Anticevic A, Arnold P, Balachander S, Banaj N, Bargalló N, Batistuzzo M, Benedetti F, Bertolín S, Beucke J, Bollettini I, Brem S, Brennan B, Buitelaar J, Calvo R, Castelo-Branco M, Cheng Y, Chhatkuli R, Ciullo V, Coelho A, Couto B, Dallaspezia S, Ely B, Ferreira S, Fontaine M, Fouche J, Grazioplene R, Gruner P, Hagen K, Hansen B, Hanna G, Hirano Y, Höxter M, Hough M, Hu H, Huyser C, Ikuta T, Jahanshad N, James A, Jaspers-Fayer F, Kasprzak S, Kathmann N, Kaufmann C, Kim M, Koch K, Kvale G, Kwon J, Lazaro L, Lee J, Lochner C, Lu J, Manrique D, Martínez-Zalacaín I, Masuda Y, Matsumoto K, Maziero M, Menchón J, Minuzzi L, Moreira P, Morgado P, Narayanaswamy J, Narumoto J, Ortiz A, Ota J, Pariente J, Perriello C, Picó-Pérez M, Pittenger C, Poletti S, Real E, Reddy Y, van Rooij D, Sakai Y, Sato J, Segalas C, Shavitt R, Shen Z, Shimizu E, Shivakumar V, Soreni N, Soriano-Mas C, Sousa N, Sousa M, Spalletta G, Stern E, Stewart S, Szeszko P, Thomas R, Thomopoulos S, Vecchio D, Venkatasubramanian G, Vriend C, Walitza S, Wang Z, Watanabe A, Wolters L, Xu J, Yamada K, Yun J, Zarei M, Zhao Q, Zhu X, Thompson P, Bruin W, van Wingen G, Piras F, Piras F, Stein D, van den Heuvel O, Simpson H, Marsh R, Cha J. White matter diffusion estimates in obsessive-compulsive disorder across 1653 individuals: machine learning findings from the ENIGMA OCD Working Group. Molecular Psychiatry 2024, 29: 1063-1074. PMID: 38326559, PMCID: PMC11176060, DOI: 10.1038/s41380-023-02392-6.Peer-Reviewed Original ResearchObsessive-compulsive disorderNeurobiology of obsessive-compulsive disorderDiffusion tensor imagingENIGMA-OCD working groupClassification of obsessive-compulsive disorderGray matter morphometryWhite matter integrityCross-site generalizabilityHealthy controlsWhite matter pathwaysPosterior thalamic radiationWhite matter featuresMachine learning findingsLeave-one-site-out cross-validationOCD studiesThalamic radiationMedication effectsMultivariate patternsAdult participantsTensor imagingLearning interpretationNeurobiologyCorpus callosumLearning findingsInternal capsule
2023
The functional connectome in obsessive-compulsive disorder: resting-state mega-analysis and machine learning classification for the ENIGMA-OCD consortium
Bruin W, Abe Y, Alonso P, Anticevic A, Backhausen L, Balachander S, Bargallo N, Batistuzzo M, Benedetti F, Bertolin Triquell S, Brem S, Calesella F, Couto B, Denys D, Echevarria M, Eng G, Ferreira S, Feusner J, Grazioplene R, Gruner P, Guo J, Hagen K, Hansen B, Hirano Y, Hoexter M, Jahanshad N, Jaspers-Fayer F, Kasprzak S, Kim M, Koch K, Bin Kwak Y, Kwon J, Lazaro L, Li C, Lochner C, Marsh R, Martínez-Zalacaín I, Menchon J, Moreira P, Morgado P, Nakagawa A, Nakao T, Narayanaswamy J, Nurmi E, Zorrilla J, Piacentini J, Picó-Pérez M, Piras F, Piras F, Pittenger C, Reddy J, Rodriguez-Manrique D, Sakai Y, Shimizu E, Shivakumar V, Simpson B, Soriano-Mas C, Sousa N, Spalletta G, Stern E, Evelyn Stewart S, Szeszko P, Tang J, Thomopoulos S, Thorsen A, Yoshida T, Tomiyama H, Vai B, Veer I, Venkatasubramanian G, Vetter N, Vriend C, Walitza S, Waller L, Wang Z, Watanabe A, Wolff N, Yun J, Zhao Q, van Leeuwen W, van Marle H, van de Mortel L, van der Straten A, van der Werf Y, Thompson P, Stein D, van den Heuvel O, van Wingen G. The functional connectome in obsessive-compulsive disorder: resting-state mega-analysis and machine learning classification for the ENIGMA-OCD consortium. Molecular Psychiatry 2023, 28: 4307-4319. PMID: 37131072, PMCID: PMC10827654, DOI: 10.1038/s41380-023-02077-0.Peer-Reviewed Original ResearchObsessive-compulsive disorderHealthy controlsFunctional connectivitySensorimotor networkOCD patientsResting-state functional connectivityWhole-brain functional connectivityResting-state connectivityPathophysiological modelPatient statusAccurate biomarkersWidespread abnormalitiesPatientsMajority of studiesEntire brainGeneralizability of resultsGroup differencesFunctional connectomeAbnormalitiesBiomarkersFunctional networksDisordersCurrent knowledgeIndividual levelIndependent samples
2022
The thalamus and its subnuclei—a gateway to obsessive-compulsive disorder
Weeland CJ, Kasprzak S, de Joode NT, Abe Y, Alonso P, Ameis SH, Anticevic A, Arnold PD, Balachander S, Banaj N, Bargallo N, Batistuzzo MC, Benedetti F, Beucke JC, Bollettini I, Brecke V, Brem S, Cappi C, Cheng Y, Cho KIK, Costa DLC, Dallaspezia S, Denys D, Eng GK, Ferreira S, Feusner JD, Fontaine M, Fouche JP, Grazioplene RG, Gruner P, He M, Hirano Y, Hoexter MQ, Huyser C, Hu H, Jaspers-Fayer F, Kathmann N, Kaufmann C, Kim M, Koch K, Bin Kwak Y, Kwon JS, Lazaro L, Li CR, Lochner C, Marsh R, Martínez-Zalacaín I, Mataix-Cols D, Menchón JM, Minnuzi L, Moreira PS, Morgado P, Nakagawa A, Nakamae T, Narayanaswamy JC, Nurmi EL, Ortiz AE, Pariente JC, Piacentini J, Picó-Pérez M, Piras F, Piras F, Pittenger C, Reddy YCJ, Rodriguez-Manrique D, Sakai Y, Shimizu E, Shivakumar V, Simpson HB, Soreni N, Soriano-Mas C, Sousa N, Spalletta G, Stern ER, Stevens MC, Stewart SE, Szeszko PR, Takahashi J, Tanamatis T, Tang J, Thorsen AL, Tolin D, van der Werf YD, van Marle H, van Wingen GA, Vecchio D, Venkatasubramanian G, Walitza S, Wang J, Wang Z, Watanabe A, Wolters LH, Xu X, Yun JY, Zhao Q, White T, Thompson P, Stein D, van den Heuvel O, Vriend C. The thalamus and its subnuclei—a gateway to obsessive-compulsive disorder. Translational Psychiatry 2022, 12: 70. PMID: 35190533, PMCID: PMC8861046, DOI: 10.1038/s41398-022-01823-2.Peer-Reviewed Original ResearchConceptsObsessive-compulsive disorderMagnetic resonance imagingThalamic volumeOCD patientsThalamic subregionsT1-weighted brain magnetic resonance imagingBrain magnetic resonance imagingClinical-level symptomsLarger thalamic volumesPediatric OCD patientsAdult OCD patientsSeparate multiple linear regression modelsVolumetric group differencesThalamus sizeMedicated patientsAdolescent patientsAnterior thalamusHealthy controlsSubregional volumesGeneral populationMedication statusMultiple comparison correctionPatientsResonance imagingIntracranial volume