Monipar: movement data collection tool to monitor motor symptoms in Parkinson's disease using smartwatches and smartphones

被引:2
|
作者
Sigcha, Luis [1 ,2 ]
Polvorinos-Fernandez, Carlos [1 ]
Costa, Nelson [2 ]
Costa, Susana [2 ]
Arezes, Pedro [2 ]
Gago, Miguel [3 ]
Lee, Chaiwoo [4 ]
Lopez, Juan Manuel [5 ]
Pavon, Ignacio [1 ]
de Arcas, Guillermo [1 ]
机构
[1] Univ Politecn Madrid, Instrumentat & Appl Acoust Res Grp I2A2, ETSI Ind, Madrid, Spain
[2] Univ Minho, ALGORITMI Res Ctr, Sch Engn, Guimaraes, Portugal
[3] Univ Minho, Life & Hlth Sci Res Inst ICVS, Sch Med, Braga, Portugal
[4] MIT, AgeLab, Cambridge, MA USA
[5] Univ Politecn Madrid, Escuela Tecn Super Ingn Telecomunicac ETSIT, Madrid, Spain
来源
FRONTIERS IN NEUROLOGY | 2023年 / 14卷
关键词
mobile health; mHealth; inertial sensors; resting tremor; bradykinesia; DIAGNOSIS; BRADYKINESIA; SENSORS;
D O I
10.3389/fneur.2023.1326640
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Introduction: Parkinson's disease (PD) is a neurodegenerative disorder commonly characterized by motor impairments. The development of mobile health (m-health) technologies, such as wearable and smart devices, presents an opportunity for the implementation of clinical tools that can support tasks such as early diagnosis and objective quantification of symptoms.Objective: This study evaluates a framework to monitor motor symptoms of PD patients based on the performance of standardized exercises such as those performed during clinic evaluation. To implement this framework, an m-health tool named Monipar was developed that uses off-the-shelf smart devices.Methods: An experimental protocol was conducted with the participation of 21 early-stage PD patients and 7 healthy controls who used Monipar installed in off-the-shelf smartwatches and smartphones. Movement data collected using the built-in acceleration sensors were used to extract relevant digital indicators (features). These indicators were then compared with clinical evaluations performed using the MDS-UPDRS scale.Results The results showed moderate to strong (significant) correlations between the clinical evaluations (MDS-UPDRS scale) and features extracted from the movement data used to assess resting tremor (i.e., the standard deviation of the time series: r = 0.772, p < 0.001) and data from the pronation and supination movements (i.e., power in the band of 1-4 Hz: r = -0.662, p < 0.001).Conclusion: These results suggest that the proposed framework could be used as a complementary tool for the evaluation of motor symptoms in early-stage PD patients, providing a feasible and cost-effective solution for remote and ambulatory monitoring of specific motor symptoms such as resting tremor or bradykinesia.
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页数:12
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