Institutional Repository of Key Laboratory of Behavioral Science, CAS
Comprehensive Cortical Structural Features Predict the Efficacy of Cognitive Behavioral Therapy in Obsessive-Compulsive Disorder | |
Yang, Xiang-Yun1,2,3; Liu, Rui1,2,3![]() ![]() ![]() | |
第一作者 | Xiang-Yun Yang |
通讯作者邮箱 | zhouyuan@psych.ac.cn (y.z.) ; lizhj8@ccmu.edu.cn (z.-j.l.) |
心理所单位排序 | 4 |
摘要 | Although cognitive behavioral therapy (CBT) is effective for patients with obsessive-compulsive disorder (OCD), 40% of OCD patients show a poor response to CBT. This study aimed to identify the cortical structural factors that predict CBT outcomes in OCD patients. A total of 56 patients with OCD received baseline structural MRI (sMRI) scanning and 14 individual CBT sessions. The linear support vector regression (SVR) models were used to identify the predictive performance of sMRI indices, including gray matter volume, cortical thickness, sulcal depth, and gyrification value. The patients' OC symptoms decreased significantly after CBT intervention (p < 0.001). We found the model with the comprehensive variables exhibited better performance than the models with single structural indices (MAE = 0.14, MSE = 0.03, R-2 = 0.36), showing a significant correlation between the true value and the predicted value (r = 0.63, p < 0.001). The results indicated that a model integrating four cortical structural features can accurately predict the effectiveness of CBT for OCD. Future models incorporating other brain indicators, including brain functional indicators, EEG indicators, neurotransmitters, etc., which might be more accurate for predicting the effectiveness of CBT for OCD, are needed. |
关键词 | obsessive-compulsive disorder cognitive behavioral therapy cortical structural feature prediction machine learning support vector regression |
2022-07-01 | |
DOI | 10.3390/brainsci12070921 |
发表期刊 | BRAIN SCIENCES
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卷号 | 12期号:7页码:15 |
期刊论文类型 | 实证研究 |
收录类别 | SCI |
资助项目 | National Natural Science Foundation of China[81271493] ; Beijing Natural Science Foundation Grant[7122082] |
出版者 | MDPI |
WOS关键词 | CEREBRAL-CORTEX ; ADULT PATIENTS ; THICKNESS ; LATERALIZATION ; ABNORMALITIES ; ASYMMETRY ; VOLUME |
WOS研究方向 | Neurosciences & Neurology |
WOS类目 | Neurosciences |
WOS记录号 | WOS:000832197300001 |
WOS分区 | Q3 |
资助机构 | National Natural Science Foundation of China ; Beijing Natural Science Foundation Grant |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://ir.psych.ac.cn/handle/311026/43018 |
专题 | 中国科学院行为科学重点实验室 |
通讯作者 | Zhou, Yuan; Li, Zhan-Jiang |
作者单位 | 1.Capital Med Univ, Beijing Anding Hosp, Dept Clin Psychol, Beijing 100088, Peoples R China 2.Beijing Anding Hosp, Natl Clin Res Ctr Mental Disorders, Beijing 100088, Peoples R China 3.Beijing Anding Hosp, Beijing Key Lab Mental Disorders, Beijing 100088, Peoples R China 4.Chinese Acad Sci, CAS Key Lab Behav Sci, Beijing 100049, Peoples R China 5.Chinese Acad Sci, Magnet Resonance Imaging Res Ctr, Inst Psychol, Beijing 100049, Peoples R China 6.Univ Chinese Acad Sci, Dept Psychol, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Yang, Xiang-Yun,Liu, Rui,Luo, Jia,et al. Comprehensive Cortical Structural Features Predict the Efficacy of Cognitive Behavioral Therapy in Obsessive-Compulsive Disorder[J]. BRAIN SCIENCES,2022,12(7):15. |
APA | Yang, Xiang-Yun.,Liu, Rui.,Luo, Jia.,Huang, Fang-Fang.,Wang, Peng-Chong.,...&Li, Zhan-Jiang.(2022).Comprehensive Cortical Structural Features Predict the Efficacy of Cognitive Behavioral Therapy in Obsessive-Compulsive Disorder.BRAIN SCIENCES,12(7),15. |
MLA | Yang, Xiang-Yun,et al."Comprehensive Cortical Structural Features Predict the Efficacy of Cognitive Behavioral Therapy in Obsessive-Compulsive Disorder".BRAIN SCIENCES 12.7(2022):15. |
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