TY - JOUR
T1 - Two Neuroanatomical Signatures in Schizophrenia
T2 - Expression Strengths over the First 2 Years of Treatment and Their Relationships to Neurodevelopmental Compromise and Antipsychotic Treatment
AU - Du Plessis, Stefan
AU - Chand, Ganesh B.
AU - Erus, Guray
AU - Phahladira, Lebogang
AU - Luckhoff, Hilmar K.
AU - Smit, Retha
AU - Asmal, Laila
AU - Wolf, Daniel H.
AU - Davatzikos, Christos
AU - Emsley, Robin
N1 - Publisher Copyright:
© 2023 The Author(s). Published by Oxford University Press on behalf of the Maryland Psychiatric Research Center.
PY - 2023/7/1
Y1 - 2023/7/1
N2 - 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.
AB - 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.
KW - first-episode
KW - long-Acting injectable antipsychotic
KW - semi-supervised machine learning
KW - structural MRI
UR - http://www.scopus.com/inward/record.url?scp=85164237601&partnerID=8YFLogxK
U2 - 10.1093/schbul/sbad040
DO - 10.1093/schbul/sbad040
M3 - Article
C2 - 37043772
AN - SCOPUS:85164237601
SN - 0586-7614
VL - 49
SP - 1067
EP - 1077
JO - Schizophrenia bulletin
JF - Schizophrenia bulletin
IS - 4
ER -