BIOLAB, Department of Electronics and Telecommunications of Politecnico di Torino, 10129 Turin, Italy.
PolitoBIOMed Lab of Politecnico di Torino, 10129 Turin, Italy.
Sensors (Basel). 2024 Oct 13;24(20):6593. doi: 10.3390/s24206593.
Digital gait monitoring is increasingly used to assess locomotion and fall risk. The aim of this work is to analyze the changes in the foot-floor contact sequences of Parkinson's Disease (PD) patients in the year following the implantation of Deep Brain Stimulation (DBS). During their best-ON condition, 30 PD patients underwent gait analysis at baseline (T0), at 3 months after subthalamic nucleus DBS neurosurgery (T1), and at 12 months (T2) after subthalamic nucleus DBS neurosurgery. Thirty age-matched controls underwent gait analysis once. Each subject was equipped with bilateral foot-switches and a 5 min walk was recorded, including both straight-line and turnings. The walking speed, turning time, stride time variability, percentage of atypical gait cycles, stance, swing, and double support duration were estimated. Overall, the gait performance of PD patients improved after DBS, as also confirmed by the decrease in their UPDRS-III scores from 19.4 ± 1.8 to 10.2 ± 1.0 (T0 vs. T2) ( < 0.001). In straight-line walking, the percentages of atypical cycles of PD on the more affected side were 11.1 ± 1.5% (at T0), 3.1 ± 1.5% (at T1), and 5.1 ± 2.4% (at T2), while in controls it was 3.1 ± 1.3% ( < 0.0005). In turnings, this percentage was 13.7 ± 1.1% (at T0), 7.8 ± 1.1% (at T1), and 10.9 ± 1.8% (at T2), while in controls it was 8.1 ± 1.0% ( < 0.001). Therefore, in straight-line walking, the atypical cycles decreased by 72% at T1, and by 54% at T2 (with respect to baseline), while, in turnings, atypical cycles decreased by 43% at T1, and by 20% at T2. The percentage of atypical gait cycles proved an informative digital biomarker for quantifying PD gait changes after DBS, both in straight-line paths and turnings.
数字步态监测越来越多地用于评估运动和跌倒风险。本研究旨在分析帕金森病(PD)患者在深部脑刺激(DBS)植入后的一年中足部与地面接触序列的变化。在他们最佳的“ON”状态下,30 名 PD 患者在基线(T0)、丘脑底核 DBS 神经手术后 3 个月(T1)和丘脑底核 DBS 神经手术后 12 个月(T2)进行步态分析。30 名年龄匹配的对照组仅进行一次步态分析。每位受试者均配备双侧足开关,并记录 5 分钟的步行,包括直线行走和转弯。估计行走速度、转弯时间、步长时间变异性、非典型步态周期百分比、站立、摆动和双支撑时间。总体而言,DBS 后 PD 患者的步态表现得到改善,这也得到了 UPDRS-III 评分从 19.4±1.8 降至 10.2±1.0(T0 与 T2)(<0.001)的证实。在直线行走中,PD 患者患侧非典型周期的百分比为 11.1±1.5%(T0)、3.1±1.5%(T1)和 5.1±2.4%(T2),而对照组为 3.1±1.3%(<0.0005)。在转弯时,该百分比为 13.7±1.1%(T0)、7.8±1.1%(T1)和 10.9±1.8%(T2),而对照组为 8.1±1.0%(<0.001)。因此,在直线行走中,T1 时非典型周期减少了 72%,T2 时减少了 54%(与基线相比),而在转弯时,T1 时减少了 43%,T2 时减少了 20%。非典型步态周期的百分比被证明是一种有用的数字生物标志物,可用于量化 DBS 后 PD 步态的变化,无论是在直线路径还是转弯。