Research Center for Clinical Neuroimmunology and Neuroscience Basel, University Hospital and University of Basel, Basel, Switzerland.
Department of Neurology, University Hospital Basel, Basel, Switzerland.
J Med Internet Res. 2023 Jul 27;25:e44428. doi: 10.2196/44428.
Wearable sensor technologies have the potential to improve monitoring in people with multiple sclerosis (MS) and inform timely disease management decisions. Evidence of the utility of wearable sensor technologies in people with MS is accumulating but is generally limited to specific subgroups of patients, clinical or laboratory settings, and functional domains.
This review aims to provide a comprehensive overview of all studies that have used wearable sensors to assess, monitor, and quantify motor function in people with MS during daily activities or in a controlled laboratory setting and to shed light on the technological advances over the past decades.
We systematically reviewed studies on wearable sensors to assess the motor performance of people with MS. We scanned PubMed, Scopus, Embase, and Web of Science databases until December 31, 2022, considering search terms "multiple sclerosis" and those associated with wearable technologies and included all studies assessing motor functions. The types of results from relevant studies were systematically mapped into 9 predefined categories (association with clinical scores or other measures; test-retest reliability; group differences, 3 types; responsiveness to change or intervention; and acceptability to study participants), and the reporting quality was determined through 9 questions. We followed the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) reporting guidelines.
Of the 1251 identified publications, 308 were included: 176 (57.1%) in a real-world context, 107 (34.7%) in a laboratory context, and 25 (8.1%) in a mixed context. Most publications studied physical activity (196/308, 63.6%), followed by gait (81/308, 26.3%), dexterity or tremor (38/308, 12.3%), and balance (34/308, 11%). In the laboratory setting, outcome measures included (in addition to clinical severity scores) 2- and 6-minute walking tests, timed 25-foot walking test, timed up and go, stair climbing, balance tests, and finger-to-nose test, among others. The most popular anatomical landmarks for wearable placement were the waist, wrist, and lower back. Triaxial accelerometers were most commonly used (229/308, 74.4%). A surge in the number of sensors embedded in smartphones and smartwatches has been observed. Overall, the reporting quality was good.
Continuous monitoring with wearable sensors could optimize the management of people with MS, but some hurdles still exist to full clinical adoption of digital monitoring. Despite a possible publication bias and vast heterogeneity in the outcomes reported, our review provides an overview of the current literature on wearable sensor technologies used for people with MS and highlights shortcomings, such as the lack of harmonization, transparency in reporting methods and results, and limited data availability for the research community. These limitations need to be addressed for the growing implementation of wearable sensor technologies in clinical routine and clinical trials, which is of utmost importance for further progress in clinical research and daily management of people with MS.
PROSPERO CRD42021243249; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=243249.
可穿戴传感器技术有可能改善多发性硬化症(MS)患者的监测,并为及时的疾病管理决策提供信息。可穿戴传感器技术在 MS 患者中的应用效用的证据正在不断积累,但通常仅限于特定的患者亚组、临床或实验室环境以及功能领域。
本综述旨在全面概述所有使用可穿戴传感器评估、监测和量化 MS 患者日常活动或在受控实验室环境中的运动功能的研究,并揭示过去几十年技术进步。
我们系统地综述了使用可穿戴传感器评估 MS 患者运动表现的研究。我们在 PubMed、Scopus、Embase 和 Web of Science 数据库中进行了搜索,截至 2022 年 12 月 31 日,考虑了与可穿戴技术相关的搜索词和“多发性硬化症”,并纳入了所有评估运动功能的研究。相关研究的结果类型被系统地映射到 9 个预先定义的类别(与临床评分或其他测量值相关;测试-重测可靠性;3 种类型的组间差异;对变化或干预的反应性;以及对研究参与者的可接受性),并通过 9 个问题确定报告质量。我们遵循 PRISMA(系统评价和荟萃分析的首选报告项目)报告指南。
在 1251 篇确定的文献中,有 308 篇被纳入:176 篇(57.1%)在真实环境中,107 篇(34.7%)在实验室环境中,25 篇(8.1%)在混合环境中。大多数出版物研究了身体活动(196/308,63.6%),其次是步态(81/308,26.3%)、灵巧性或震颤(38/308,12.3%)和平衡(34/308,11%)。在实验室环境中,除了临床严重程度评分外,还包括 2 分钟和 6 分钟步行测试、定时 25 英尺步行测试、定时上下、爬楼梯、平衡测试和指鼻测试等。最受欢迎的可穿戴放置解剖学标志是腰部、手腕和下背部。三轴加速度计(229/308,74.4%)最常被使用。智能手机和智能手表中嵌入的传感器数量呈激增趋势。总的来说,报告质量良好。
使用可穿戴传感器进行连续监测可能会优化 MS 患者的管理,但要实现数字监测的全面临床应用,仍存在一些障碍。尽管可能存在发表偏倚和报告结果的巨大异质性,但我们的综述提供了对目前关于用于 MS 患者的可穿戴传感器技术的文献概述,并强调了一些不足之处,例如缺乏协调、报告方法和结果的透明度,以及研究界可用数据有限。这些限制需要得到解决,以便可穿戴传感器技术在临床常规和临床试验中的应用不断增长,这对于 MS 患者的临床研究和日常管理的进一步进展至关重要。
PROSPERO CRD42021243249;https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=243249.