Two Neuroanatomical Signatures in Schizophrenia: Expression Strengths Over the First 2 Years of Treatment and Their Relationships to Neurodevelopmental Compromise and Antipsychotic Treatment

被引:4
作者
du Plessis, Stefan [1 ]
Chand, Ganesh B. [2 ,3 ]
Erus, Guray [2 ]
Phahladira, Lebogang [1 ]
Luckhoff, Hilmar K. [1 ]
Smit, Retha [1 ]
Asmal, Laila [1 ]
Wolf, Daniel H. [2 ]
Davatzikos, Christos [2 ]
Emsley, Robin [1 ,4 ]
机构
[1] Stellenbosch Univ, Fac Med & Hlth Sci, Dept Psychiat, Tygerberg Campus, Cape Town, South Africa
[2] Univ Penn, Ctr Biomed Image Comp & Analyt, Perelman Sch Med, Philadelphia, PA USA
[3] Washington Univ, Mallinckrodt Inst Radiol, Dept Radiol, Sch Med, St Louis, MO USA
[4] Stellenbosch Univ, Fac Med & Hlth Sci, Dept Psychiat, POB 241, ZA-8000 Cape Town, South Africa
基金
英国医学研究理事会;
关键词
structural; MRI/semi-supervised; machine; learning/first-episode/long-acting; injectable; antipsychotic; SYNDROME SCALE PANSS; PREMORBID ADJUSTMENT; UPDATE; PSYCHOPATHOLOGY; REGISTRATION; MORPHOMETRY; VALIDATION; MEDICATION; COGNITION; MODEL;
D O I
10.1093/schbul/sbad040
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Background and Hypothesis Two machine learning derived neuroanatomical signatures were recently described. Signature 1 is associated with widespread grey matter volume reductions and signature 2 with larger basal ganglia and internal capsule volumes. We hypothesized that they represent the neurodevelopmental and treatment-responsive components of schizophrenia respectively.Study Design: We assessed the expression strength trajectories of these signatures and evaluated their relationships with indicators of neurodevelopmental compromise and with antipsychotic treatment effects in 83 previously minimally treated individuals with a first episode of a schizophrenia spectrum disorder who received standardized treatment and underwent comprehensive clinical, cognitive and neuroimaging assessments over 24 months. Ninety-six matched healthy case-controls were included.Study Results: Linear mixed effect repeated measures models indicated that the patients had stronger expression of signature 1 than controls that remained stable over time and was not related to treatment. Stronger signature 1 expression showed trend associations with lower educational attainment, poorer sensory integration, and worse cognitive performance for working memory, verbal learning and reasoning and problem solving. The most striking finding was that signature 2 expression was similar for patients and controls at baseline but increased significantly with treatment in the patients. Greater increase in signature 2 expression was associated with larger reductions in PANSS total score and increases in BMI and not associated with neurodevelopmental indices.Conclusions These findings provide supporting evidence for two distinct neuroanatomical signatures representing the neurodevelopmental and treatment-responsive components of schizophrenia.
引用
收藏
页码:1067 / 1077
页数:11
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  • [1] Striatal volume changes in the rat following long-term administration of typical and atypical antipsychotic drugs
    Andersson, C
    Hamer, RM
    Lawler, CP
    Mailman, RB
    Lieberman, JA
    [J]. NEUROPSYCHOPHARMACOLOGY, 2002, 27 (02) : 143 - 151
  • [2] Bandelow B., 1998, FLUPENTIXOL TYPISCHE, P67, DOI [10.1007/978-3-642-93700-2_5, DOI 10.1007/978-3-642-93700-2_5]
  • [3] Update on weight-gain caused by antipsychotics: a systematic review and meta-analysis
    Barton, Barbara B.
    Segger, Felix
    Fischer, Kai
    Obermeier, Michael
    Musil, Richard
    [J]. EXPERT OPINION ON DRUG SAFETY, 2020, 19 (03) : 295 - 314
  • [4] Statistical analysis of longitudinal neuroimage data with Linear Mixed Effects models
    Bernal-Rusiel, Jorge L.
    Greve, Douglas N.
    Reuter, Martin
    Fischl, Bruce
    Sabuncu, Mert R.
    [J]. NEUROIMAGE, 2013, 66 : 249 - 260
  • [5] Development and validation of a brief screening version of the Childhood Trauma Questionnaire
    Bernstein, DP
    Stein, JA
    Newcomb, MD
    Walker, E
    Pogge, D
    Ahluvalia, T
    Stokes, J
    Handelsman, L
    Medrano, M
    Desmond, D
    Zule, W
    [J]. CHILD ABUSE & NEGLECT, 2003, 27 (02) : 169 - 190
  • [6] Neurodevelopmental origin of cognitive impairment in schizophrenia
    Bora, E.
    [J]. PSYCHOLOGICAL MEDICINE, 2015, 45 (01) : 1 - 9
  • [7] THE NEUROLOGICAL EVALUATION SCALE (NES) - A STRUCTURED INSTRUMENT FOR THE ASSESSMENT OF NEUROLOGICAL SIGNS IN SCHIZOPHRENIA
    BUCHANAN, RW
    HEINRICHS, DW
    [J]. PSYCHIATRY RESEARCH, 1989, 27 (03) : 335 - 350
  • [8] MEASUREMENT OF PREMORBID ADJUSTMENT IN CHRONIC-SCHIZOPHRENIA
    CANNONSPOOR, HE
    POTKIN, SG
    WYATT, RJ
    [J]. SCHIZOPHRENIA BULLETIN, 1982, 8 (03) : 470 - 484
  • [9] Schizophrenia Imaging Signatures and Their Associations With Cognition, Psychopathology, and Genetics in the General Population
    Chand, Ganesh B.
    Singhal, Pankhuri
    Dwyer, Dominic B.
    Wen, Junhao
    Erus, Guray
    Doshi, Jimit
    Srinivasan, Dhivya
    Mamourian, Elizabeth
    Varol, Erdem
    Sotiras, Aristeidis
    Hwang, Gyujoon
    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
    Koutsouleris, Nikolaos
    Kaczkurkin, Antonia N.
    Moore, Tyler M.
    Verma, Anurag
    Calkins, Monica E.
    Gur, Raquel E.
    Gur, Ruben C.
    Ritchie, Marylyn D.
    Satterthwaite, Theodore D.
    Wolf, Daniel H.
    Davatzikos, Christos
    [J]. AMERICAN JOURNAL OF PSYCHIATRY, 2022, 179 (09) : 650 - 660
  • [10] 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
    [J]. BRAIN, 2020, 143 : 1027 - 1038