Three Distinct Neuroanatomical Subtypes of Autism Spectrum Disorder, Revealed via Machine Learning, and Their Similarities With Schizophrenia Subtypes

被引:0
|
作者
Hwang, Gyujoon [1 ]
Brodkin, Edward S. [1 ]
Chand, Ganesh B. [1 ,2 ]
Dwyer, Dominic B. [3 ]
Wen, Junhao [1 ]
Erus, Guray [1 ]
Doshi, Jimit [1 ]
Srinivasan, Dhivya [1 ]
Varol, Erdem [1 ,4 ]
Sotiras, Aristeidis [1 ,2 ]
Dazzan, Paola [5 ]
Kahn, Rene S. [6 ]
Schnack, Hugo G. [7 ]
Zanetti, Marcus V. [8 ]
Meisenzahl, Eva [9 ]
Busatto, Geraldo F. [10 ]
Crespo-Facorro, Benedicto [11 ,12 ]
Pantelis, Christos [13 ,14 ]
Wood, Stephen J. [15 ,16 ]
Zhuo, Chuanjun [17 ,18 ]
Shinohara, Russell T. [19 ]
Shou, Haochang [19 ]
Fan, Yong [1 ]
Koutsouleris, Nikolaos [3 ]
Gur, Raquel E. [1 ]
Gur, Ruben C. [1 ]
Satterthwaite, Theodore D. [1 ]
Wolf, Daniel H. [1 ]
Davatzikos, Christos [1 ]
机构
[1] Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
[2] Washington Univ St Louis, Sch Med, St Louis, MO USA
[3] Ludwig Maximilians Univ Munchen, Munich, Germany
[4] Columbia Univ, Zuckerman Inst, New York, NY 10027 USA
[5] Kings Coll London, Inst Psychiat Psychol & Neurosci, London, England
[6] Icahn Sch Med Mt Sinai, New York, NY 10029 USA
[7] Univ Med Ctr Utrecht, Utrecht, Netherlands
[8] Univ Sao Paulo, Inst Psychiat, Hosp Sirio Libanes, Sao Paulo, Brazil
[9] Kliniken Heinrich Heine Univ, LVR Klinikum Dusseldorf, Dusseldorf, Germany
[10] Univ Sao Paulo, Inst Psychiat, Sao Paulo, Brazil
[11] Univ Cantabria, Santander, Spain
[12] Univ Seville, IDIVAL CIBERSAM, Univ Hosp Virgen del Rocio, Sch Med, Seville, Spain
[13] Univ Melbourne, Melbourne Neuropsychiat Ctr, Melbourne, Vic 3010, Australia
[14] Melbourne Hlth, Melbourne, Vic 3010, Australia
[15] Univ Melbourne, Orygen, Ctr Youth Mental Hlth, Natl Ctr Excellence Youth Mental Hlth, Melbourne, Vic 3010, Australia
[16] Univ Birmingham, Sch Psychol, Birmingham, W Midlands, England
[17] Nankai Inst Math, Affiliated Tianjin Anding Hosp, Tianjin, Peoples R China
[18] Tianjin Med Univ, Mental Hlth Teaching Hosp, Tianjin, Peoples R China
[19] Univ Penn, Perelman Sch Med, Penn Stat Imaging & Visualizat Ctr, Philadelphia, PA 19104 USA
关键词
Autism; Neuroanatomy; Machine Learning; Subtypes; Schizophrenia;
D O I
暂无
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
引用
收藏
页码:S374 / S375
页数:2
相关论文
共 50 条
  • [1] Two neuroanatomical subtypes of males with autism spectrum disorder revealed using semi-supervised machine learning
    Liu, Guanlu
    Shi, Liting
    Qiu, Jianfeng
    Lu, Weizhao
    MOLECULAR AUTISM, 2022, 13 (01)
  • [2] Two neuroanatomical subtypes of males with autism spectrum disorder revealed using semi-supervised machine learning
    Guanlu Liu
    Liting Shi
    Jianfeng Qiu
    Weizhao Lu
    Molecular Autism, 13
  • [3] Interpretable Machine Learning Reveals Dissimilarities Between Subtypes of Autism Spectrum Disorder
    Garbulowski, Mateusz
    Smolinska, Karolina
    Diamanti, Klev
    Pan, Gang
    Maqbool, Khurram
    Feuk, Lars
    Komorowski, Jan
    FRONTIERS IN GENETICS, 2021, 12
  • [4] Two Neuroanatomical Subtypes of Schizophrenia Defined by Multi-Site Machine Learning
    Wolf, Daniel
    Chand, Ganesh
    Dwyer, Dominic
    Erus, Guray
    Sotiras, Aristeidis
    Varol, Erdem
    Srinivasan, Dhivya
    Doshi, Jimit
    Pomponio, Raymond
    Pigoni, Alessandro
    Dazzan, Paola
    Kahn, Rene S.
    Schnack, Hugo G.
    Zanetti, Marcus V.
    Meisenzahl, Eva
    Busatto, Geraldo F.
    Crespo-Facorro, Benedicto
    Pantelis, Christos
    Wood, Stephen
    Zhuo, Chuanjun
    Shinohara, Russell T.
    Shou, Haochang
    Fan, Yong
    Gur, Ruben C.
    Gur, Raquel E.
    Satterthwaite, Theodore D.
    Koutsouleris, Nikolaos
    Davatzikos, Christos
    BIOLOGICAL PSYCHIATRY, 2020, 87 (09) : S28 - S29
  • [5] Neuroanatomical Heterogeneity of Schizophrenia Quantified via Semi-Supervised Machine Learning Reveals Two Distinct Subtypes: Results From the PHENOM Consortium
    Chand, Ganesh B.
    Dwyer, Dominic B.
    Erus, Guray
    Sotiras, Aristeidis
    Varol, Erdem
    Srinivasan, Dhivya
    Gur, Ruben C.
    Gur, Raquel E.
    Dazzan, Paola
    Kahn, Rene S.
    Schnack, Hugo G.
    Zanetti, Marcus V.
    Busatto, Geraldo F.
    Crespo-Facorro, Benedicto
    Pantelis, Christos
    Zhuo, Chuanjun
    Fan, Yong
    Satterthwaite, Theodore D.
    Wolf, Daniel H.
    Koutsouleris, Nikolaos
    Davatzikos, Christos
    BIOLOGICAL PSYCHIATRY, 2019, 85 (10) : S205 - S206
  • [6] Distinct Delusion Subtypes in Schizophrenia Spectrum Disorders
    Van der Vaart, Andrew
    Ma, Yizhou
    Hong, L. Elliot
    BIOLOGICAL PSYCHIATRY, 2023, 93 (09) : S145 - S145
  • [7] Two distinc neuroanatomica subtypes of schizophrenia revealed using machine learning
    Chand, Ganesh B.
    Dwyer, Dominic B.
    Erus, Guray
    Sotiras, Aristeidis
    Varol, Erdem
    Srinivasan, Dhivya
    Doshi, Jimit
    Pomponio, Raymond
    Pigoni, Alessandro
    Dazzan, Paola
    Kahn, Rene S.
    Schnack, Hugo G.
    Zanetti, Marcus V.
    Meisenzahl, Eva
    Busatto, Geraldo F.
    Crespo-Facorro, Benedicto
    Pantelis, Christos
    Wood, Stephen J.
    Zhuo, Chuanjun
    Shinohara, Russell T.
    Shou, Haochang
    Fan, Yong
    Gur, Ruben C.
    Gur, Raquel E.
    Satterthwaite, Theodore D.
    Koutsouleris, Nikolaos
    Wolf, Daniel H.
    Davatzikos, Christos
    BRAIN, 2020, 143 : 1027 - 1038
  • [8] Multivariate neuroanatomical classification of cognitive subtypes in schizophrenia: A support vector machine learning approach
    Gould, Ian C.
    Shepherd, Alana M.
    Laurens, Kristin R.
    Cairns, Murray J.
    Carr, Vaughan J.
    Green, Melissa J.
    NEUROIMAGE-CLINICAL, 2014, 6 : 229 - 236
  • [9] Sensory Subtypes of Toddlers With Autism Spectrum Disorder
    Tomchek, Scott
    Little, Lauren
    Dean, Evan
    Dunn, Winnie
    AMERICAN JOURNAL OF OCCUPATIONAL THERAPY, 2017, 71 (04):
  • [10] The Necessity to Identify Subtypes of Autism Spectrum Disorder
    Harris, James C.
    JAMA PSYCHIATRY, 2019, 76 (11) : 1116 - 1117