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Published in: Journal of Medical Systems 1/2023

Open Access 01-12-2023 | Neurorehabilitation | Review

mHealth Impact on Gait and Dynamic Balance Outcomes in Neurorehabilitation: Systematic Review and Meta-analysis

Authors: Marta Moreno-Ligero, David Lucena-Anton, Alejandro Salazar, Inmaculada Failde, Jose A. Moral-Munoz

Published in: Journal of Medical Systems | Issue 1/2023

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Abstract

Gait and dynamic balance are two main goals in neurorehabilitation that mHealth systems could address. To analyze the impact of using mHealth systems on gait and dynamic balance outcomes in subjects with neurological disorders. Randomized controlled trials (RCT) published in PubMed, Web of Science, Scopus, and PEDro databases were searched up to April 2023. Studies including adults with neurological disorders, analyzing the effectiveness of mHealth systems on gait and dynamic balance compared with conventional therapy and/or not intervention, were included. The PEDro scale and the Cochrane Collaboration’s 2.0 tool were used for the methodological quality and risk of bias assessment. The Review Manager 5.4 software was used to obtain meta-analyses. 13 RCT were included in the systematic review and 11 in the meta-analyses, involving 528 subjects. A total of 21 mobile applications were identified for gait and balance training, and to enhance physical activity behaviors. There were significant differences in gait parameters, speed by 0.10 s/m (95% confidence interval (CI)=0.07,0.13;p<0.001), cadence by 8.01 steps/min (95%CI=3.30,12.72;p<0.001), affected step length by 8.89 cm (95%CI=4.88,12.90;p<0.001), non-affected step length by 8.08 cm (5%CI=2.64,13.51;p=0.004), and in dynamic balance, Timed Up and Go by -7.15 s (95%CI=-9.30,-4.99;p<0.001), and mobility subscale of Posture Assessment Scale for Stroke by 1.71 points (95%CI=1.38,2.04;p<0.001). Our findings suggested the use of mHealth systems for improving gait in subjects with neurological disorders, but controversial results on dynamics balance recovery were obtained. However, the quality of evidence is insufficient to strongly recommend them, so further research is needed.
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Literature
5.
go back to reference C.C. Oliveira, A. Lee, C.L. Granger, K.J. Miller, L.B. Irving, L. Denehy, Postural Control and Fear of Falling Assessment in People With Chronic Obstructive Pulmonary Disease: A Systematic Review of Instruments, International Classification of Functioning, Disability and Health Linkage, and Measurement Properties, Arch Phys Med Rehabil. 94 (2013) 1784-1799.e7. https://doi.org/10.1016/j.apmr.2013.04.012.CrossRefPubMed C.C. Oliveira, A. Lee, C.L. Granger, K.J. Miller, L.B. Irving, L. Denehy, Postural Control and Fear of Falling Assessment in People With Chronic Obstructive Pulmonary Disease: A Systematic Review of Instruments, International Classification of Functioning, Disability and Health Linkage, and Measurement Properties, Arch Phys Med Rehabil. 94 (2013) 1784-1799.e7. https://​doi.​org/​10.​1016/​j.​apmr.​2013.​04.​012.CrossRefPubMed
6.
go back to reference WHO, World Health Organization, Geneva, World Report on Child Injury Prevention. (2001). WHO, World Health Organization, Geneva, World Report on Child Injury Prevention. (2001).
10.
go back to reference C.L. Tomlinson, S. Patel, C. Meek, C.P. Herd, C.E. Clarke, R. Stowe, L. Shah, C. Sackley, K.H.O. Deane, K. Wheatley, N. Ives, Physiotherapy intervention in Parkinson’s disease: Systematic review and meta-analysis, BMJ (Online). 345 (2012) 1–14. https://doi.org/10.1136/bmj.e5004.CrossRef C.L. Tomlinson, S. Patel, C. Meek, C.P. Herd, C.E. Clarke, R. Stowe, L. Shah, C. Sackley, K.H.O. Deane, K. Wheatley, N. Ives, Physiotherapy intervention in Parkinson’s disease: Systematic review and meta-analysis, BMJ (Online). 345 (2012) 1–14. https://​doi.​org/​10.​1136/​bmj.​e5004.CrossRef
15.
go back to reference F.S. Sarfo, F. Treiber, M. Gebregziabher, S. Adamu, M. Nichols, A. Singh, V. Obese, O. Sarfo-Kantanka, A. Sakyi, N. Adu-Darko, R. Tagge, M. Agyei-Frimpong, N. Kwarteng, E. Badu, N. Mensah, M. Ampofo, C. Jenkins, B. Ovbiagele, Phone-based intervention for blood pressure control among Ghanaian stroke survivors: A pilot randomized controlled trial, International Journal of Stroke. 14 (2019) 630–638. https://doi.org/10.1177/1747493018816423.CrossRefPubMed F.S. Sarfo, F. Treiber, M. Gebregziabher, S. Adamu, M. Nichols, A. Singh, V. Obese, O. Sarfo-Kantanka, A. Sakyi, N. Adu-Darko, R. Tagge, M. Agyei-Frimpong, N. Kwarteng, E. Badu, N. Mensah, M. Ampofo, C. Jenkins, B. Ovbiagele, Phone-based intervention for blood pressure control among Ghanaian stroke survivors: A pilot randomized controlled trial, International Journal of Stroke. 14 (2019) 630–638. https://​doi.​org/​10.​1177/​1747493018816423​.CrossRefPubMed
17.
go back to reference J. Cancela, S.V. Mascato, D. Gatsios, G. Rigas, A. Marcante, G. Gentile, R. Biundo, M. Giglio, M. Chondrogiorgi, R. Vilzmann, S. Konitsiotis, A. Antonini, M.T. Arredondo, D.I. Fotiadis, Monitoring of motor and non-motor symptoms of Parkinson’s disease through a mHealth platform, Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. 2016-Octob (2016) 663–666. https://doi.org/10.1109/EMBC.2016.7590789. J. Cancela, S.V. Mascato, D. Gatsios, G. Rigas, A. Marcante, G. Gentile, R. Biundo, M. Giglio, M. Chondrogiorgi, R. Vilzmann, S. Konitsiotis, A. Antonini, M.T. Arredondo, D.I. Fotiadis, Monitoring of motor and non-motor symptoms of Parkinson’s disease through a mHealth platform, Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. 2016-Octob (2016) 663–666. https://​doi.​org/​10.​1109/​EMBC.​2016.​7590789.
19.
go back to reference S. Zhan, A. Mohan, S. Tarolli, C. Schneider, Ruth B. Adams, Jamie L. Sharma, S. Elson, M. J. Spear, K. L. Glidden, A. M. Little, M.A. Terzis, A. Dorsey, E. R. Saria, Using Smartphones and Machine Learning to Quantify Parkinson Disease Severity: The Mobile Parkinson Disease Score, JAMA Neurol. 75 (2018) 876–880. https://doi.org/10.1001/jamaneurol.2018.0809. S. Zhan, A. Mohan, S. Tarolli, C. Schneider, Ruth B. Adams, Jamie L. Sharma, S. Elson, M. J. Spear, K. L. Glidden, A. M. Little, M.A. Terzis, A. Dorsey, E. R. Saria, Using Smartphones and Machine Learning to Quantify Parkinson Disease Severity: The Mobile Parkinson Disease Score, JAMA Neurol. 75 (2018) 876–880. https://​doi.​org/​10.​1001/​jamaneurol.​2018.​0809.
21.
go back to reference J.P. Berry, D. James, S. Paganoni, K. Carlson, K. Burke, H. Weber, P. Staples, J. Salinas, J. Chan, J.R. Green, R. Connaghan, K. Barback, J. Onnela, Design and results of a smartphone-based digital phenotyping study to quantify ALS progression, Ann Clin Transl Neurol. 6 (2019) 873–881. https://doi.org/10.1002/acn3.770. J.P. Berry, D. James, S. Paganoni, K. Carlson, K. Burke, H. Weber, P. Staples, J. Salinas, J. Chan, J.R. Green, R. Connaghan, K. Barback, J. Onnela, Design and results of a smartphone-based digital phenotyping study to quantify ALS progression, Ann Clin Transl Neurol. 6 (2019) 873–881. https://​doi.​org/​10.​1002/​acn3.​770.
32.
go back to reference M.J. Page, J.E. McKenzie, P.M. Bossuyt, I. Boutron, T.C. Hoffmann, C.D. Mulrow, L. Shamseer, J.M. Tetzlaff, E.A. Akl, S.E. Brennan, R. Chou, J. Glanville, J.M. Grimshaw, A. Hróbjartsson, M.M. Lalu, T. Li, E.W. Loder, E. Mayo-Wilson, S. McDonald, L.A. McGuinness, L.A. Stewart, J. Thomas, A.C. Tricco, V.A. Welch, P. Whiting, D. Moher, The PRISMA 2020 statement: An updated guideline for reporting systematic reviews, The BMJ. 372 (2021). https://doi.org/10.1136/bmj.n71. M.J. Page, J.E. McKenzie, P.M. Bossuyt, I. Boutron, T.C. Hoffmann, C.D. Mulrow, L. Shamseer, J.M. Tetzlaff, E.A. Akl, S.E. Brennan, R. Chou, J. Glanville, J.M. Grimshaw, A. Hróbjartsson, M.M. Lalu, T. Li, E.W. Loder, E. Mayo-Wilson, S. McDonald, L.A. McGuinness, L.A. Stewart, J. Thomas, A.C. Tricco, V.A. Welch, P. Whiting, D. Moher, The PRISMA 2020 statement: An updated guideline for reporting systematic reviews, The BMJ. 372 (2021). https://​doi.​org/​10.​1136/​bmj.​n71.
36.
go back to reference J.A.C. Sterne, J. Savović, M.J. Page, R.G. Elbers, N.S. Blencowe, I. Boutron, C.J. Cates, H.Y. Cheng, M.S. Corbett, S.M. Eldridge, J.R. Emberson, M.A. Hernán, S. Hopewell, A. Hróbjartsson, D.R. Junqueira, P. Jüni, J.J. Kirkham, T. Lasserson, T. Li, A. McAleenan, B.C. Reeves, S. Shepperd, I. Shrier, L.A. Stewart, K. Tilling, I.R. White, P.F. Whiting, J.P.T. Higgins, RoB 2: A revised tool for assessing risk of bias in randomised trials, The BMJ. 366 (2019) 1–8. https://doi.org/10.1136/bmj.l4898.CrossRef J.A.C. Sterne, J. Savović, M.J. Page, R.G. Elbers, N.S. Blencowe, I. Boutron, C.J. Cates, H.Y. Cheng, M.S. Corbett, S.M. Eldridge, J.R. Emberson, M.A. Hernán, S. Hopewell, A. Hróbjartsson, D.R. Junqueira, P. Jüni, J.J. Kirkham, T. Lasserson, T. Li, A. McAleenan, B.C. Reeves, S. Shepperd, I. Shrier, L.A. Stewart, K. Tilling, I.R. White, P.F. Whiting, J.P.T. Higgins, RoB 2: A revised tool for assessing risk of bias in randomised trials, The BMJ. 366 (2019) 1–8. https://​doi.​org/​10.​1136/​bmj.​l4898.CrossRef
38.
go back to reference M. Asano, B.C. Tai, F.Y.T. Yeo, S.C. Yen, A. Tay, Y.S. Ng, D.A. De Silva, K. Caves, E. Chew, H. Hoenig, G.C. Koh, Home-based tele-rehabilitation presents comparable positive impact on self-reported functional outcomes as usual care: The Singapore Tele-technology Aided Rehabilitation in Stroke (STARS) randomised controlled trial, J Telemed Telecare. 27 (2021) 231–238. https://doi.org/10.1177/1357633X19868905.CrossRefPubMed M. Asano, B.C. Tai, F.Y.T. Yeo, S.C. Yen, A. Tay, Y.S. Ng, D.A. De Silva, K. Caves, E. Chew, H. Hoenig, G.C. Koh, Home-based tele-rehabilitation presents comparable positive impact on self-reported functional outcomes as usual care: The Singapore Tele-technology Aided Rehabilitation in Stroke (STARS) randomised controlled trial, J Telemed Telecare. 27 (2021) 231–238. https://​doi.​org/​10.​1177/​1357633X19868905​.CrossRefPubMed
39.
go back to reference K. Hankinson, A. Shaykevich, A.M. Vallence, J. Rodger, M. Rosenberg, C. Etherton-Beer, A Tailored Music-Motor Therapy and Real-Time Biofeedback Mobile Phone App (‘GotRhythm’) to Promote Rehabilitation Following Stroke: A Pilot Study, Neurosci Insights. 17 (2022). https://doi.org/10.1177/26331055221100587. K. Hankinson, A. Shaykevich, A.M. Vallence, J. Rodger, M. Rosenberg, C. Etherton-Beer, A Tailored Music-Motor Therapy and Real-Time Biofeedback Mobile Phone App (‘GotRhythm’) to Promote Rehabilitation Following Stroke: A Pilot Study, Neurosci Insights. 17 (2022). https://​doi.​org/​10.​1177/​2633105522110058​7.
41.
43.
go back to reference C. Salgueiro, G. Urrútia, R. Cabanas-Valdés, Influence of Core-Stability Exercises Guided by a Telerehabilitation App on Trunk Performance, Balance and Gait Performance in Chronic Stroke Survivors: A Preliminary Randomized Controlled Trial, Int J Environ Res Public Health. 19 (2022). https://doi.org/10.3390/ijerph19095689. C. Salgueiro, G. Urrútia, R. Cabanas-Valdés, Influence of Core-Stability Exercises Guided by a Telerehabilitation App on Trunk Performance, Balance and Gait Performance in Chronic Stroke Survivors: A Preliminary Randomized Controlled Trial, Int J Environ Res Public Health. 19 (2022). https://​doi.​org/​10.​3390/​ijerph19095689.
48.
go back to reference T.D. Ellis, J.T. Cavanaugh, T. DeAngelis, K. Hendron, C.A. Thomas, M. Saint-Hilaire, K. Pencina, N.K. Latham, Comparative effectiveness of mhealth-supported exercise compared with exercise alone for people with Parkinson disease: Randomized controlled pilot study, Phys Ther. 99 (2019) 203–216. https://doi.org/10.1093/ptj/pzy131.CrossRefPubMed T.D. Ellis, J.T. Cavanaugh, T. DeAngelis, K. Hendron, C.A. Thomas, M. Saint-Hilaire, K. Pencina, N.K. Latham, Comparative effectiveness of mhealth-supported exercise compared with exercise alone for people with Parkinson disease: Randomized controlled pilot study, Phys Ther. 99 (2019) 203–216. https://​doi.​org/​10.​1093/​ptj/​pzy131.CrossRefPubMed
49.
go back to reference M. Plow, M. Golding, Using mHealth Technology in a Self-Management Intervention to Promote Physical Activity Among Adults With Chronic Disabling Conditions: Randomized Controlled Trial, JMIR Mhealth Uhealth. 5 (2017) e185. https://doi.org/10.2196/mhealth.6394. M. Plow, M. Golding, Using mHealth Technology in a Self-Management Intervention to Promote Physical Activity Among Adults With Chronic Disabling Conditions: Randomized Controlled Trial, JMIR Mhealth Uhealth. 5 (2017) e185. https://​doi.​org/​10.​2196/​mhealth.​6394.
50.
go back to reference N.N. Nasseri, E. Ghezelbash, Y. Zhai, S. Patra, K. Riemann-Lorenz, C. Heesen, A.C. Rahn, J.P. Stellmann, Feasibility of a smartphone app to enhance physical activity in progressive MS: A pilot randomized controlled pilot trial over three months, PeerJ. 2020 (2020) 1–21. https://doi.org/10.7717/peerj.9303.CrossRef N.N. Nasseri, E. Ghezelbash, Y. Zhai, S. Patra, K. Riemann-Lorenz, C. Heesen, A.C. Rahn, J.P. Stellmann, Feasibility of a smartphone app to enhance physical activity in progressive MS: A pilot randomized controlled pilot trial over three months, PeerJ. 2020 (2020) 1–21. https://​doi.​org/​10.​7717/​peerj.​9303.CrossRef
52.
go back to reference S. Kumar, W.J. Nilsen, A. Abernethy, A. Atienza, K. Patrick, M. Pavel, W.T. Riley, A. Shar, B. Spring, D. Spruijt-Metz, D. Hedeker, V. Honavar, R. Kravitz, R. Craig Lefebvre, D.C. Mohr, S.A. Murphy, C. Quinn, V. Shusterman, D. Swendeman, Mobile health technology evaluation: The mHealth evidence workshop, Am J Prev Med. 45 (2013) 228–236. https://doi.org/10.1016/j.amepre.2013.03.017. S. Kumar, W.J. Nilsen, A. Abernethy, A. Atienza, K. Patrick, M. Pavel, W.T. Riley, A. Shar, B. Spring, D. Spruijt-Metz, D. Hedeker, V. Honavar, R. Kravitz, R. Craig Lefebvre, D.C. Mohr, S.A. Murphy, C. Quinn, V. Shusterman, D. Swendeman, Mobile health technology evaluation: The mHealth evidence workshop, Am J Prev Med. 45 (2013) 228–236. https://​doi.​org/​10.​1016/​j.​amepre.​2013.​03.​017.
54.
go back to reference S.T. Nemanich, R.P. Duncan, L.E. Dibble, J.T. Cavanaugh, T.D. Ellis, M.P. Ford, K.B. Foreman, G.M. Earhart, Predictors of gait speeds and the relationship of gait speeds to falls in men and women with parkinson disease, Parkinsons Dis. 2013 (2013). https://doi.org/10.1155/2013/141720. S.T. Nemanich, R.P. Duncan, L.E. Dibble, J.T. Cavanaugh, T.D. Ellis, M.P. Ford, K.B. Foreman, G.M. Earhart, Predictors of gait speeds and the relationship of gait speeds to falls in men and women with parkinson disease, Parkinsons Dis. 2013 (2013). https://​doi.​org/​10.​1155/​2013/​141720.
62.
go back to reference J.K. Tilson, K.J. Sullivan, S.Y. Cen, D.K. Rose, C.H. Koradia, S.P. Azen, P.W. Duncan, Meaningful gait speed improvement during the first 60 days poststroke: minimal clinically important difference, Phys Ther. 90 (2010) 196–208. https://doi.org/10.2522/ptj.20090079. J.K. Tilson, K.J. Sullivan, S.Y. Cen, D.K. Rose, C.H. Koradia, S.P. Azen, P.W. Duncan, Meaningful gait speed improvement during the first 60 days poststroke: minimal clinically important difference, Phys Ther. 90 (2010) 196–208. https://​doi.​org/​10.​2522/​ptj.​20090079.
66.
go back to reference J.M.R. Agnew, C.E. Hanratty, J.G. McVeigh, C. Nugent, D.P. Kerr, An Investigation Into the Use of mHealth in Musculoskeletal Physiotherapy: Scoping Review, JMIR Rehabil Assist Technol. 9 (2022). https://doi.org/10.2196/33609. J.M.R. Agnew, C.E. Hanratty, J.G. McVeigh, C. Nugent, D.P. Kerr, An Investigation Into the Use of mHealth in Musculoskeletal Physiotherapy: Scoping Review, JMIR Rehabil Assist Technol. 9 (2022). https://​doi.​org/​10.​2196/​33609.
Metadata
Title
mHealth Impact on Gait and Dynamic Balance Outcomes in Neurorehabilitation: Systematic Review and Meta-analysis
Authors
Marta Moreno-Ligero
David Lucena-Anton
Alejandro Salazar
Inmaculada Failde
Jose A. Moral-Munoz
Publication date
01-12-2023
Publisher
Springer US
Published in
Journal of Medical Systems / Issue 1/2023
Print ISSN: 0148-5598
Electronic ISSN: 1573-689X
DOI
https://doi.org/10.1007/s10916-023-01963-y

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