短期有氧训练改善帕金森病患者双任务步态功能的预测因素分析OA
Prediction factors of dual-task gait function improvement through short-term aerobic training in patients with Parkinson's disease
目的 基于双任务步态功能评估结果,构建帕金森病患者短期有氧训练高应答预测模型,为筛选潜在获益人群提供参考依据. 方法 纳入2023年8月29日至2024年12月19日在天津市环湖医院门诊就诊、已完成4周居家自行车有氧训练及前后双任务步态评估的42例帕金森病患者.以步速改善是否达到最小临床重要差异(0.1 m/s)为标准,将患者划分为高应答组(n=12)和低应答组(n=30);通过比较两组训练前后心肺运动试验及双任务步态指标差异,验证分组的临床有效性;在此基础上,基于训练前基线特征,采用 Firth 惩罚最大似然逻辑回归构建高应答者预测模型,并对模型区分能力进行初步评价. 结果 训练后,高应答组步速、步长、步频及无氧阈/最大摄氧量比值均优于低应答组(P<0.05),证实分组的临床有效性.基于训练前无氧阈/最大摄氧量比值(OR=3.348)、体质量指数(OR=2.229)和年龄(OR=0.428)构建的预测模型在本样本中显示出一定的区分能力.此模型的受试者工作特征曲线下面积为0.831,预测总体准确率为81.0%,特异性为83.3%,敏感性为75.0%,经Bootstrap内部验证提示结果具有参考价值,仍需进一步验证. 结论 无氧阈/最大摄氧量比值、体质量指数和年龄可预测帕金森病患者对短期有氧训练的应答情况.
Objective To construct a prediction model for high responsiveness to short-term aerobic training in patients with Parkin-son's disease(PD)based on dual-task gait assessment,and to provide evidence for identifying individuals who are most likely to benefit from such interventions. Methods A total of 42 patients with PD who visited the outpatient clinic of Tianjin Huanhu Hospital between August 29,2023 and December 19,2024 were enrolled.All participants completed a 4-week home-based aerobic cycling training program and underwent dual-task gait assessments pre-and post-training.Patients were classified into high-response group(n=12)and low-response group(n=30)according to whether the improvement in gait speed reached the minimal clinically important difference of 0.1 m/s.The clinical validity of this grouping was verified by comparing differences in cardiopulmonary exercise testing parameters and dual-task gait indicators between the two groups pre-and post-training.Based on baseline characteristics,Firth's penalized maximum like-lihood logistic regression was applied to construct a predictive model for high responsiveness,and the discrimina-tive performance of the model was assessed preliminarily. Results The high-response group showed significantly greater improvement in gait speed,step length,cadence and the anaerobic threshold to maximal oxygen uptake ratio after training compared with the low-response group(P<0.05),confirming the clinical validity of the grouping.The baseline anaerobic threshold to maximal oxygen up-take ratio(OR=3.348),body mass index(OR=2.229)and age(OR=0.428)demonstrated certain discrimina-tive ability in the present sample.The area under the receiver operating characteristic curve was 0.831,with an overall prediction accuracy of 81.0%,specificity of 83.3%and sensitivity of 75.0%.Robustness of the model was confirmed via internal validation using the Bootstrap method,which suggested that the results were informative,but further validation was still required. Conclusion The anaerobic threshold/maximal oxygen uptake ratio,body mass index and age may predict the response to short-term aerobic training in patients with PD.
焦洋;胡欣茹;侯玮佳;王玥;王金;于洋;朱志中;董英
天津市环湖医院,康复医学科,天津市 400450天津市环湖医院,康复医学科,天津市 400450天津市环湖医院,康复医学科,天津市 400450天津市环湖医院,康复医学科,天津市 400450天津市环湖医院,神经内科,天津市 400450天津市环湖医院,康复医学科,天津市 400450天津市环湖医院,康复医学科,天津市 400450中国康复科学所康复信息研究部,北京市 100068||世界卫生组织国际分类家族中国合作中心,北京市 100068
医药卫生
帕金森病短期有氧训练应答反应回归模型双任务步态
Parkinson's diseaseshort-term aerobic trainingresponseregression modeldual-task gait
《中国康复理论与实践》 2026 (6)
699-707,9
1.天津市卫生健康科技项目(No.TJWJ2022MS033)2.天津市医学重点学科建设项目(No.TJYXZDXK-3-014B)Supported by Tianjin Health Research Project(No.TJWJ2022MS033)and Tianjin Key Medical Discipline Construction Project(No.TJYXZDXK-3-014B)
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