背景:运动可能会改善步态,balance,帕金森病(PD)的习惯性体力活动。然而,鉴于疾病的异质性,人们对运动干预的反应可能不同。决定运动干预反应性的因素仍不清楚。
目标:为了解决这种不确定性,我们探讨了PD患者对我们极具挑战性的平衡和步态干预(HiBalance)的反应能力.
方法:从我们的随机对照试验中纳入了39名接受HiBalance干预的轻度-中度PD参与者。我们在三个领域定义了响应:(1)基于Mini-BESTest的平衡,(2)基于步态速度的步态,和(3)基于每天的加速度测量得出的步骤的身体活动。在每个域中,我们探索了三个响应级别:高,低,根据干预前后的变化,或无反应者。每个响应者域的单独随机森林对这些响应水平进行了分类,并确定了可变的重要性。
结果:只有平衡域的随机森林将所有响应级别分类为高于Cohen的“轻微”协议所指示的机会级别。不同反应水平的变量重要性不同。缓慢的步态速度表明平衡域中的高响应者,但低响应者和无响应者的概率较低。对于低反应者和无反应者,跌倒历史或没有跌倒,分别,更重要。
结论:在三个应答域和应答水平中,我们可以在平衡域中对响应者进行适度分类,但不适用于步态或身体活动领域。这可以指导以平衡为目标的纳入标准,PD患者的个性化干预研究。
BACKGROUND: Exercise potentially improves gait, balance, and habitual physical activity in Parkinson\'s disease (PD). However, given the heterogeneous nature of the disease, it is likely that people respond differently to exercise interventions. Factors determining responsiveness to exercise interventions remain unclear.
OBJECTIVE: To address this uncertainty, we explored the responsiveness to our highly challenging balance and gait intervention (HiBalance) in people with PD.
METHODS: Thirty-nine participants with mild-moderate PD who underwent the HiBalance intervention from our randomized controlled trial were included. We defined response in three domains: (1) balance based on Mini-BESTest, (2) gait based on gait velocity, and (3) physical activity based on accelerometry-derived steps per day. In each domain, we explored three responsiveness levels: high, low, or non-responders according to the change from pre- to post-intervention. Separate Random Forests for each
responder domain classified these responsiveness levels and identified variable importance.
RESULTS: Only the Random Forest for the balance domain classified all responsiveness levels above the chance level indicated by a Cohen\'s kappa of \"slight\" agreement. Variable importance differed among the responsiveness levels. Slow gait velocity indicated high responders in the balance domain but showed low probabilities for low and non-responders. For low and non-responders, fall history or no falls, respectively, were more important.
CONCLUSIONS: Among three
responder domains and responsiveness levels, we could moderately classify responders in the balance domain, but not for the gait or physical activity domain. This can guide inclusion criteria for balance-targeted, personalized intervention studies in people with PD.