Application of machine learning to structural connectome to predict symptom reduction in depressed adolescents with cognitive behavioral therapy (CBT).

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第一作者： Olga,Tymofiyeva

第一单位： Department of Radiology & Biomedical Imaging, University of California, San Francisco, 1700 4th Street, BH102, San Francisco, CA 94143, USA. Electronic address: Olga.Tymofiyeva@ucsf.edu.

作者： Olga,Tymofiyeva ^[1] ; Justin P,Yuan ^[2] ; Chiung-Yu,Huang ^[3] ; Colm G,Connolly ^[4] ; Eva,Henje Blom ^[5] ; Duan,Xu ^[2] ; Tony T,Yang ^[6]

作者单位： Department of Radiology & Biomedical Imaging, University of California, San Francisco, 1700 4th Street, BH102, San Francisco, CA 94143, USA. Electronic address: Olga.Tymofiyeva@ucsf.edu. ^[1] Department of Radiology & Biomedical Imaging, University of California, San Francisco, 1700 4th Street, BH102, San Francisco, CA 94143, USA. ^[2] Department of Epidemiology and Biostatistics, University of California, San Francisco, 550 16th Street, San Francisco, CA 94143, USA. ^[3] Department of Psychiatry and the Langley Porter Psychiatric Institute, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94143, USA; Department of Biomedical Sciences, Florida State University College of Medicine, 1115 West Call Street, Tallahassee, FL 32306, USA. ^[4] Department of Psychiatry and the Langley Porter Psychiatric Institute, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94143, USA; Department of Clinical Science/Child- and Adolescent Psychiatry, Umeå University, SE-901 87 Umeå, Sweden. ^[5] Department of Psychiatry and the Langley Porter Psychiatric Institute, Division of Child and Adolescent Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, 401 Parnassus Avenue, San Francisco, CA 94143, USA. ^[6]

关键词 Adolescent depression Brain network CBT Connectomics Diffusion MRI Machine learning

主题词青少年(Adolescent);脑(Brain);抑郁症, 更年期(Depressive Disorder, Major);弥散张量成像(Diffusion Tensor Imaging);女(雌)性(Female);人类(Humans);男(雄)性(Male)

DOI 10.1016/j.nicl.2019.101914

PMID 31491813

发布时间 2020-08-06

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NeuroImage. Clinical

2019年23卷

101914页

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Application of machine learning to structural connectome to predict symptom reduction in depressed adolescents with cognitive behavioral therapy (CBT).

NeuroImage. Clinical

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NeuroImage. Clinical

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Application of machine learning to structural connectome to predict symptom reduction in depressed adolescents with cognitive behavioral therapy (CBT).

NeuroImage. Clinical

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NeuroImage. Clinical

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