Wearable Sensor Technologies to Assess Motor Functions in People With Multiple Sclerosis: Systematic Scoping Review and Perspective

被引:4
|
作者
Woelfle, Tim [1 ,2 ,3 ]
Bourguignon, Lucie [4 ]
Lorscheider, Johannes [1 ,2 ,3 ]
Kappos, Ludwig [1 ,2 ,3 ]
Naegelin, Yvonne [1 ,2 ,3 ]
Jutzeler, Catherine Ruth [4 ]
机构
[1] Univ Hosp, Res Ctr Clin Neuroimmunol & Neurosci Basel, Basel, Switzerland
[2] Univ Basel, Basel, Switzerland
[3] Univ Hosp Basel, Dept Neurol, Basel, Switzerland
[4] Swiss Fed Inst Technol, Dept Hlth Sci & Technol, Lengghalde 2, CH-8008 Zurich, Switzerland
基金
瑞士国家科学基金会;
关键词
multiple sclerosis; digital biomarkers; digital health technologies; digital mobility outcomes; wearables; sensors; inertial motion unit; accelerometry; actigraphy; review; QUALITY-OF-LIFE; PHYSICAL-ACTIVITY BEHAVIORS; 2-MINUTE WALK TEST; SEDENTARY BEHAVIOR; SELF-EFFICACY; FALL RISK; PARKINSONS-DISEASE; DISABILITY STATUS; INERTIAL SENSORS; ACCELEROMETER OUTPUT;
D O I
10.2023/1/e44428
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: 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. Objective: 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. Methods: 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. Results: 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. Conclusions: 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.
引用
收藏
页数:32
相关论文
共 50 条
  • [1] Wearable Sensor Technologies to Assess Motor Functions in People With Multiple Sclerosis: Systematic Scoping Review and Perspective
    Woelfle, Tim
    Bourguignon, Lucie
    Lorscheider, Johannes
    Kappos, Ludwig
    Naegelin, Yvonne
    Jutzeler, Catherine Ruth
    JOURNAL OF MEDICAL INTERNET RESEARCH, 2023, 25
  • [2] Wearable technologies to measure clinical outcomes in multiple sclerosis: A scoping review
    Alexander, Sarah
    Peryer, Guy
    Gray, Emma
    Barkhof, Frederik
    Chataway, Jeremy
    MULTIPLE SCLEROSIS JOURNAL, 2021, 27 (11) : 1643 - 1656
  • [3] A scoping review assessing the usability of digital health technologies targeting people with multiple sclerosis
    Tea, Fiona
    Groh, Adam M. R.
    Lacey, Colleen
    Fakolade, Afolasade
    NPJ DIGITAL MEDICINE, 2024, 7 (01):
  • [4] Motor Learning in People with Multiple Sclerosis: A Systematic Review and Meta-analysis
    Tablerion, Jake M.
    Wood, Tyler A.
    Hsieh, Katherine L.
    Bishnoi, Alka
    Sun, Ruopeng
    Hernandez, Manuel
    An, Ruopeng
    Sosnoff, Jacob J.
    ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION, 2020, 101 (03): : 512 - 523
  • [5] Occupational outcomes of people with multiple sclerosis: a scoping review
    Vitturi, Bruno Kusznir
    Rahmani, Alborz
    Dini, Guglielmo
    Montecucco, Alfredo
    Debarbieri, Nicoletta
    Sbragia, Elvira
    Bandiera, Paolo
    Ponzio, Michela
    Battaglia, Mario Alberto
    Manacorda, Tommaso
    Persechino, Benedetta
    Buresti, Giuliana
    Inglese, Matilde
    Durando, Paolo
    BMJ OPEN, 2022, 12 (07):
  • [6] Smartphone applications to assess gait and postural control in people with multiple sclerosis: A systematic review
    Abou, Libak
    Wong, Ellyce
    Peters, Joseph
    Dossou, Mauricette S.
    Sosnoff, Jacob J.
    Rice, Laura A.
    MULTIPLE SCLEROSIS AND RELATED DISORDERS, 2021, 51
  • [7] Living in a time of personalised medicine: a systematic scoping review of the experiences of people with Multiple Sclerosis (MS)
    Brunoro, C.
    Parkinson, A.
    Chisholm, K.
    Elisha, M.
    Fanning, V.
    Phillips, C.
    Lueck, C.
    Desborough, J.
    MULTIPLE SCLEROSIS JOURNAL, 2020, 26 (03) : NP7 - NP8
  • [8] The effects of focal muscle vibration on motor impairments in people with multiple sclerosis: A systematic review
    Alashram, Anas Radi
    PHYSIOTHERAPY PRACTICE AND RESEARCH, 2023, 44 (02) : 89 - 98
  • [9] Factors and strategies affecting motor imagery ability in people with multiple sclerosis: a systematic review
    Seebacher, Barbara
    Reindl, Markus
    Kahraman, Turhan
    PHYSIOTHERAPY, 2023, 118 : 64 - 78
  • [10] Cognitive fatigue interventions for people with multiple sclerosis: A scoping review
    Askari, Sorayya
    Fanelli, Domenica
    Harvey, Keri
    MULTIPLE SCLEROSIS AND RELATED DISORDERS, 2021, 55