TY - JOUR
T1 - Progressive reduction in gray matter in patients with schizophrenia assessed with MR imaging by using causal network analysis
AU - Jiang, Yuchao
AU - Luo, Cheng
AU - Li, Xin
AU - Duan, Mingjun
AU - He, Hui
AU - Chen, Xi
AU - Yang, Hang
AU - Gong, Jinnan
AU - Chang, Xin
AU - Woelfer, Marie
AU - Biswal, Bharat B.
AU - Yao, Dezhong
N1 - Publisher Copyright:
© RSNA, 2018.
PY - 2018/5
Y1 - 2018/5
N2 - Purpose: To investigate the temporal and causal relationships of structural changes in the brain in patients with schizophrenia. Materials and Methods: T1-weighted magnetic resonance (MR) images of 97 patients with schizophrenia (29 women; mean 6 standard deviation age, 41 years ± 11.5; range, 16-66 years; illness duration, 16.3 years ± 10.9; range, 0-50 years) and 126 age- and sex-matched (38 years ± 14.9; range, 18-68 years; 42 women) healthy control subjects were evaluated. The causal network of structural covariance was used to assess the causal relationships of structural changes in patients with schizophrenia. This was accomplished by applying Granger causality analysis to the morphometric T1-weighted images ranked according to duration of disease. Results: With greater disease duration, reduction in gray matter volume began in the thalamus and progressed to the frontal lobe, and then to the temporal and occipital cortices as well and the cerebellum (P <.00001, false discovery rate corrected). The thalamus was shown to be the primary hub of the directional network and exhibited positive causal effects on the frontal, temporal, and occipital regions as well as on the cerebellum (P <.05, false discovery rate corrected). The frontal regions, which were identified to be transitional points, projected causal effects to the occipital lobe, temporal regions, and the cerebellum and received causal effects from the thalamus (P <.05, false discovery rate corrected). Conclusion: Schizophrenia shows progression of gray matter abnormalities over time, with the thalamus as the primary hub and the frontal regions as prominent nodes.
AB - Purpose: To investigate the temporal and causal relationships of structural changes in the brain in patients with schizophrenia. Materials and Methods: T1-weighted magnetic resonance (MR) images of 97 patients with schizophrenia (29 women; mean 6 standard deviation age, 41 years ± 11.5; range, 16-66 years; illness duration, 16.3 years ± 10.9; range, 0-50 years) and 126 age- and sex-matched (38 years ± 14.9; range, 18-68 years; 42 women) healthy control subjects were evaluated. The causal network of structural covariance was used to assess the causal relationships of structural changes in patients with schizophrenia. This was accomplished by applying Granger causality analysis to the morphometric T1-weighted images ranked according to duration of disease. Results: With greater disease duration, reduction in gray matter volume began in the thalamus and progressed to the frontal lobe, and then to the temporal and occipital cortices as well and the cerebellum (P <.00001, false discovery rate corrected). The thalamus was shown to be the primary hub of the directional network and exhibited positive causal effects on the frontal, temporal, and occipital regions as well as on the cerebellum (P <.05, false discovery rate corrected). The frontal regions, which were identified to be transitional points, projected causal effects to the occipital lobe, temporal regions, and the cerebellum and received causal effects from the thalamus (P <.05, false discovery rate corrected). Conclusion: Schizophrenia shows progression of gray matter abnormalities over time, with the thalamus as the primary hub and the frontal regions as prominent nodes.
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U2 - 10.1148/radiol.2017171832
DO - 10.1148/radiol.2017171832
M3 - Article
C2 - 29357273
AN - SCOPUS:85046009225
SN - 0033-8419
VL - 287
SP - 633
EP - 642
JO - Radiology
JF - Radiology
IS - 2
ER -