The National Clinical Research Center for Mental Disorders & Beijing Key Laboratory of Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China; Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China; Shenzhen Kangning Hospital, Shenzhen Mental Health Center, China.
The National Clinical Research Center for Mental Disorders & Beijing Key Laboratory of Mental Disorders, Beijing Anding Hospital, Capital Medical University, Beijing, China; Advanced Innovation Center for Human Brain Protection, Capital Medical University, Beijing, China; Jincheng General Hospital, Jincheng, Shanxi Province, China.
Brain Stimul. 2021 Jul-Aug;14(4):913-921. doi: 10.1016/j.brs.2021.05.010. Epub 2021 May 24.
Electroconvulsive therapy is an important somatic treatment for severe mental disorders with established efficacy and safety. However, data on the relationship between ECT and the readmission rate of patients with schizophrenia are scarce. This study will explore the association between the administration of ECT and readmission rates using a machine learning method.
Inpatient medical records from the year of 2016 in one large psychiatric hospital in Beijing, China, were analyzed using a machine learning algorithm to determine the most important variables affecting readmission of patients with schizophrenia.
The medical records of 2131 inpatients with schizophrenia were reviewed. 1099 patients were followed up within 3 months of their index admission (642 ECT cases and 457 non-ECT cases) and 1032 patients were followed up within 6 months (596 ECT cases and 436 non-ECT cases) after discharge. The 3- and 6-month readmission rates in the ECT group (11.37% and 17.94%, respectively) were significantly lower than that of the patients who did not receive ECT (18.79% and 29.36%, respectively, both p < 0.001). The risk of readmission was significantly associated with male sex, older age, being married, having a lower income, a shorter inpatient length of stay, and receiving specific antipsychotic medications including olanzapine, paliperidone, clozapine, and haloperidol during the index admission. In the ECT group, patients who received 9 or more treatments were significantly less likely to be readmitted.
Receiving ECT may be associated with a lower risk of readmission in patients with schizophrenia.
电抽搐治疗是一种治疗严重精神障碍的重要躯体治疗方法,具有既定的疗效和安全性。然而,关于电抽搐治疗与精神分裂症患者再入院率之间关系的数据却很少。本研究将使用机器学习方法探讨电抽搐治疗与再入院率之间的关系。
使用机器学习算法分析了中国北京一家大型精神病院 2016 年的住院病历,以确定影响精神分裂症患者再入院的最重要变量。
共回顾了 2131 例精神分裂症住院患者的病历。1099 例患者在指数入院后 3 个月内(642 例电抽搐治疗病例和 457 例非电抽搐治疗病例)进行了随访,1032 例患者在出院后 6 个月内(596 例电抽搐治疗病例和 436 例非电抽搐治疗病例)进行了随访。电抽搐治疗组(分别为 11.37%和 17.94%)的 3 个月和 6 个月再入院率明显低于未接受电抽搐治疗的患者(分别为 18.79%和 29.36%,均 p<0.001)。再入院的风险与男性、年龄较大、已婚、收入较低、住院时间较短以及在指数住院期间接受特定的抗精神病药物有关,包括奥氮平、帕利哌酮、氯氮平和氟哌啶醇。在电抽搐治疗组中,接受 9 次或更多次治疗的患者再入院的可能性显著降低。
在精神分裂症患者中,接受电抽搐治疗可能与再入院风险降低相关。