| 基于功能MRI机器学习用于诊断和治疗精神分裂症研究进展 |
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| 引用本文： | 刘晨宇,周素妙,易芸,黄园园,李荷花,冯仕轩,黎浚豪,吴逢春. 基于功能MRI机器学习用于诊断和治疗精神分裂症研究进展[J]. 中国医学影像技术, 2023, 39(12): 1898-1901 |
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| 作者姓名： | 刘晨宇 周素妙 易芸 黄园园 李荷花 冯仕轩 黎浚豪 吴逢春 |
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| 作者单位： | 广州医科大学附属脑科医院精神科, 广东 广州 510370;广西壮族自治区脑科医院精神科, 广西 柳州 545000;广州医科大学附属脑科医院精神科, 广东 广州 510370;广东省精神疾病转化医学工程技术研究中心, 广东 广州 510370;广东省神经科学疾病研究重点实验室, 广东 广州 510370 |
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| 基金项目： | 国家自然科学基金（82301688）、广州市科技计划项目（202201010093）、广州市卫生健康科技项目（20231A010036）。 |
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| 摘 要： | 精神分裂症(SZ)是一种严重精神疾病，采用传统方法进行诊断易漏、误诊。利用机器学习(ML)算法可从功能MRI(fMRI)数据中提取SZ相关特征，并进行诊断及疗效预测。本文就基于fMRI的ML用于诊断和治疗SZ的研究进展进行综述。
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| 关 键 词： | 精神分裂症 机器学习 磁共振成像 |
| 收稿时间： | 2023-07-17 |
| 修稿时间： | 2023-11-11 |
Research progresses of machine learning based on functional MRI for diagnosis and treatment of schizophrenia |
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| LIU Chenyu,ZHOU Sumiao,YI Yun,HUANG Yuanyuan,LI Hehu,FENG Shixuan,LI Junhao,WU Fengchun. Research progresses of machine learning based on functional MRI for diagnosis and treatment of schizophrenia[J]. Chinese Journal of Medical Imaging Technology, 2023, 39(12): 1898-1901 |
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| Authors: | LIU Chenyu ZHOU Sumiao YI Yun HUANG Yuanyuan LI Hehu FENG Shixuan LI Junhao WU Fengchun |
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| Affiliation: | Department of Psychiatry, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou 510370, China;Department of Psychiatry, The Guangxi Zhuang Autonomous Region Brain Hospital, Liuzhou 545000, China;Department of Psychiatry, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou 510370, China;Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou 510370, China;Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province, Guangzhou 510370, China |
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| Abstract: | Schizophrenia (SZ) is a serious mental illness, and traditional diagnostic methods are prone to missed and misdiagnosis. Using machine learning (ML) algorithms can extract SZ relative features from functional MRI (fMRI) data, hence being helpful for diagnosing and predicting treatment response of SZ. The research progresses of ML based on fMRI for diagnosis and treatment of SZ were reviewed in this article. |
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| Keywords: | schizophrenia machine learning magnetic resonance imaging |
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