重复经颅磁刺激治疗缺血性脑卒中上肢功能障碍疗效的影响因素及预测模型构建OA
Influencing factors and prediction model construction of repetitive transcranial magnetic stimulation in the treatment of upper limb dysfunction after ischemic stroke
目的 探讨重复经颅磁刺激(rTMS)治疗缺血性脑卒中上肢功能障碍疗效的影响因素,构建疗效预测模型并验证其临床效能.方法 回顾性选择2022年2月至2024年2月丽水市第二人民医院收治的接受rTMS治疗的缺血性脑卒中上肢功能障碍患者136例,患者均完成8周规范rTMS治疗.依据疗程结束后上肢功能恢复情况分为疗效不良组31例与疗效良好组105例.采用单因素及多因素logistic回归筛选rTMS治疗疗效的独立影响因素,构建疗效预测模型;通过ROC曲线及内部验证、决策曲线分析评估模型的预测效能.结果 患者治疗2、4、8周简式Fugl-Meyer运动功能评定量表(SF-FMA)评分高于治疗前,差异均有统计学意义(均P<0.05).疗效不良组患者对治疗认知不足、治疗主动性消极、合并高血压、有吸烟史的占比高于疗效良好组(均P<0.05).多因素logistic回归分析显示,对治疗认知充分、治疗主动性强烈是rTMS疗效的独立保护因素,合并高血压、有吸烟史为独立危险因素(均P<0.05).对治疗的认知、治疗主动性、合并高血压、吸烟史单独及联合预测模型均可有效预测rTMS治疗疗效,AUC分别为0.785、0.778、0.705、0.626、0.946.模型内部校准验证显示,经偏差校正后校准曲线与理想曲线拟合度良好,提示模型具有良好的预测效能;决策曲线分析表明,在临床阈值概率范围内模型净收益持续为正,且明显优于无干预及全干预参照线.结论 对治疗认知充分、治疗主动性强烈是缺血性脑卒中患者rTMS上肢康复治疗疗效的独立保护因素,合并高血压、有吸烟史为独立危险因素.上述4项指标均为疗效独立预测因子,构建的预测模型预测效能优异,可为临床评估rTMS康复疗效、制定个体化干预策略提供客观量化参考依据.
Objective To explore the influencing factors of the efficacy of repetitive transcranial magnetic stimulation(rTMS)in the treatment of upper limb dysfunction after ischemic stroke,and to construct an efficacy prediction model and verify its clinical efficacy.Methods A total of 136 patients with upper limb dysfunction after ischemic stroke who received rTMS treatment and were admitted to Lishui Second People's Hospital from February 2022 to February 2024 were retrospectively enrolled.All patients completed 8 weeks of standardized rTMS treatment.According to the recovery of upper limb function after treatment,the patients were divided into poor efficacy group(31 cases)and good efficacy group(105 cases).Univariate and multivariate logistic regression analyses were used to screen the independent influencing factors of rTMS therapeutic efficacy,and the efficacy prediction model was constructed.The predictive efficacy of the model was evaluated by receiver operating characteristic(ROC)curve,internal validation and decision curve analysis.Results The scores of the simplified Fugl-Meyer Assessment(SF-FMA)scale at 2,4 and 8 weeks after treatment were significantly higher than those before treatment,with statistically significant differences(all P<0.05).The proportions of patients with insufficient treatment cognition,negative treatment initiative,combined hypertension and smoking history in the poor efficacy group were significantly higher than those in the good efficacy group(all P<0.05).Multivariate logistic regression analysis showed that sufficient treatment cognition and positive treatment initiative were independent protective factors for rTMS efficacy,while combined hypertension and smoking history were independent risk factors(all P<0.05).The single and combined prediction models of treatment cognition,treatment initiative,history of hypertension and smoking history could effectively predict the efficacy of rTMS treatment,with the area under curve(AUC)values of 0.785,0.778,0.705,0.626 and 0.946,respectively.Internal calibration validation of the model showed that the calibration curve after deviation correction fitted well with the ideal curve,indicating good predictive efficacy of the model.Decision curve analysis showed that the net clinical benefit of the model remained positive within the clinical threshold probability range,which was significantly better than the reference lines of no intervention and full intervention.Conclusion Sufficient treatment cognition and positive treatment initiative are independent protective factors for the efficacy of rTMS upper limb rehabilitation in patients with ischemic stroke,while combined hypertension and smoking history are independent risk factors.The above four indicators are independent predictors of efficacy.The constructed prediction model based on them has excellent predictive performance,which can provide an objective quantitative reference for clinical evaluation of rTMS rehabilitation efficacy and formulation of individualized intervention strategies.
许翠;赵林叶;周桥胜
323000 丽水市第二人民医院康复治疗部323000 丽水市第二人民医院康复治疗部323000 丽水市第二人民医院康复治疗部
重复经颅磁刺激缺血性脑卒中上肢功能影响因素疗效
Repetitive transcranial magnetic stimulationIschemic strokeUpper limb functionInfluencing factorCurative effect
《浙江医学》 2026 (10)
1038-1043,6
丽水市科技计划项目(2023SJZC103)
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