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Islam T, Washington P. Non-Invasive Biosensing for Healthcare Using Artificial Intelligence: A Semi-Systematic Review. BIOSENSORS 2024; 14:183. [PMID: 38667177 PMCID: PMC11048540 DOI: 10.3390/bios14040183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 03/27/2024] [Accepted: 04/01/2024] [Indexed: 04/28/2024]
Abstract
The rapid development of biosensing technologies together with the advent of deep learning has marked an era in healthcare and biomedical research where widespread devices like smartphones, smartwatches, and health-specific technologies have the potential to facilitate remote and accessible diagnosis, monitoring, and adaptive therapy in a naturalistic environment. This systematic review focuses on the impact of combining multiple biosensing techniques with deep learning algorithms and the application of these models to healthcare. We explore the key areas that researchers and engineers must consider when developing a deep learning model for biosensing: the data modality, the model architecture, and the real-world use case for the model. We also discuss key ongoing challenges and potential future directions for research in this field. We aim to provide useful insights for researchers who seek to use intelligent biosensing to advance precision healthcare.
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Chaplin E, Karatzios C, Benaim C. Clinical Applications of Virtual Reality in Musculoskeletal Rehabilitation: A Scoping Review. Healthcare (Basel) 2023; 11:3178. [PMID: 38132067 PMCID: PMC10742848 DOI: 10.3390/healthcare11243178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 12/04/2023] [Accepted: 12/11/2023] [Indexed: 12/23/2023] Open
Abstract
(1) Background: VR is based on a virtual world that creates sounds effects and videos that replace the real environment. Arising literature shows VR efficacy in the field of neurological rehabilitation (NR) and that its use is also taking a place in musculoskeletal rehabilitation (MSR), as a treatment of various disorders that cause disability and chronic pain. (2) Aim: We discuss the role of VR in MSR, presenting its use and development on acute and chronic musculoskeletal disorders, based on the most recent literature. (3) Design and Methods: Literature searches were conducted in the databases Pubmed and Medline up to 30 September 2023. The PRISMA-Scr Checklist was followed. (4) Results: A total of 51 records were included. The analysed studies were conducted within a variety of populations, musculoskeletal disorders, settings, and VR technologies. Only a few studies could statistically affirm the efficacy of VR in MSR, as mentioned for the rehabilitation of the upper limb. Nevertheless, the observed trend is an improvement of the global perceived effect compared to traditional rehabilitation. (5) Conclusion: VR allows for the personalisation of treatment with an adaptable treatment platform, which may improve the participation of the patient and increase acceptability and adherence to long-term rehabilitation programs. We provide recommendations and suggestions for future research and use of VR in musculoskeletal rehabilitation.
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Affiliation(s)
- Elizabeth Chaplin
- Division of Physical Medicine and Rehabilitation, Orthopaedic Hospital, University Hospital of Lausanne, 1011 Lausanne, Switzerland; (C.K.); (C.B.)
| | - Christos Karatzios
- Division of Physical Medicine and Rehabilitation, Orthopaedic Hospital, University Hospital of Lausanne, 1011 Lausanne, Switzerland; (C.K.); (C.B.)
| | - Charles Benaim
- Division of Physical Medicine and Rehabilitation, Orthopaedic Hospital, University Hospital of Lausanne, 1011 Lausanne, Switzerland; (C.K.); (C.B.)
- Department of Medical Research, Clinique Romande de Réadaptation, Suvacare, 1950 Sion, Switzerland
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Zhou Z, Zhou X, Cui N, Huang H, Yang F, Yang G, Liu D, Liu K, Zhang X, Wang J. Effectiveness of tele-rehabilitation after total hip replacement: a systematic review and meta-analysis of randomized controlled trials. Disabil Rehabil 2023:1-6. [PMID: 37990882 DOI: 10.1080/09638288.2023.2280070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 11/01/2023] [Indexed: 11/23/2023]
Abstract
PURPOSE To identify articles that evaluated the efficacy of tele-rehabilitation after total hip replacement and to provide a reference for clinical decision-making and continuous improvement of rehabilitation exercise intervention strategies for clinical medical staff. METHODS Embase, PubMed, Web of Science, Medline, China National Knowledge Network and Google Scholar databases were searched for randomized controlled trials of tele-rehabilitation after total hip replacement from inception to March 4, 2023. The two researchers used the PEDro scale to assess the methodological quality of the included studies. Two researchers used the PEDro scale to assess the methodological quality of the included studies. RESULTS Ten studies with 632 participants were analysed.Compared to face-to-face rehabilitation, Internet-based telerehabilitation showed better outcomes in Get-up and go test (SMD -0.54, 95% CI -0.79 to -0.29). telerehabilitation showed no significant difference in outcomes of other functional tests and functional questionnaires. CONCLUSION In this systematic review and meta-analysis, internet-based tele-rehabilitation and face-to-face rehabilitation had the same effect on patients after total hip replacement, and compliance was higher in the tele-rehabilitation group, but attention should be devoted to standardizing this form of rehabilitation to avoid adverse events. In addition, the number and quality of included studies in this study are limited, and the outcome indicators and intervention means have not been unified. More high-quality studies are needed to verify these conclusions to better evaluate the effectiveness and advantages of telerehabilitation.Implications for rehabilitationWith the development of science and technology, remote rehabilitation technology will be applied to various fields of rehabilitation, providing personalized and extensive rehabilitation services.The application of tele-rehabilitation technology to postoperative rehabilitation after total hip arthroplasty is feasible and can reduce the workload of healthcare professionals to a certain extent.This review evaluated the randomized controlled trials of telerehabilitation after total hip arthroplasty, and the results showed that the clinical efficacy of telerehabilitation after total hip arthroplasty was not inferior to that of traditional rehabilitation.
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Affiliation(s)
- Zheng Zhou
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
- Tianjin Key Laboratory of Exercise Physiology and Sports Medicine, Institute of Sport, Exercise & Health, Tianjin University of Sport, Tianjin, China
| | - Xiang Zhou
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
| | - Na Cui
- Tianjin Key Laboratory of Exercise Physiology and Sports Medicine, Institute of Sport, Exercise & Health, Tianjin University of Sport, Tianjin, China
| | - Hongjie Huang
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
| | - Fan Yang
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
| | - Gang Yang
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
| | - Dingge Liu
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
| | - Kaiping Liu
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
| | - Xin Zhang
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
| | - Jianquan Wang
- Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing, China
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Wu L, Li X, Hua L, Sun Q. Effects of technology-assisted rehabilitation for patients with hip arthroplasty: A meta-analysis. Medicine (Baltimore) 2023; 102:e35921. [PMID: 37960720 PMCID: PMC10637488 DOI: 10.1097/md.0000000000035921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Accepted: 10/12/2023] [Indexed: 11/15/2023] Open
Abstract
BACKGROUND To investigate the efficacy of technology-assisted rehabilitation compared to that of usual care programs after total hip arthroplasty (THA) through randomized controlled trials (RCTs). METHODS The Medline (PubMed), Cochrane Library, Embase and Web of Science databases were searched for RCTs regarding the efficacy of technology-assisted rehabilitation following THA. Data were analyzed using Stata 12.0 software. RESULTS Eleven RCTs involving 1327 patients were included in the meta-analysis. The pooled effect size showed that compared to usual care, telerehabilitation significantly improved the Harris score (standardized mean difference [SMD] 0.74, 95% confidence interval [CI] 0.58 to 0.90) and functional independence measure (FIM) score (SMD 1.26, 95% CI 0.48 to 2.03). In addition, video-based therapy could significantly improve walk test results (SMD 0.43, 95% CI 0.11 to 0.75). CONCLUSION The findings suggest that technology-assisted rehabilitation, especially telerehabilitation, have been shown to improve the physical function of patients following THA compared to conventional rehabilitation. More robust studies are needed to validate the long-term efficacy and safety of innovative technology-assisted training strategies.
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Affiliation(s)
- Lingyun Wu
- School of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | - Xiaoyan Li
- School of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | - Lijiangshan Hua
- School of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | - Qiuhua Sun
- School of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
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Vitale JA, Banfi G, Viganò M, Negrini F. How do patients sleep after orthopaedic surgery? Changes in objective sleep parameters and pain in hospitalized patients undergoing hip and knee arthroplasty. INTERNATIONAL ORTHOPAEDICS 2023:10.1007/s00264-023-05862-2. [PMID: 37300562 PMCID: PMC10344973 DOI: 10.1007/s00264-023-05862-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 05/31/2023] [Indexed: 06/12/2023]
Abstract
PURPOSE The aim of this observational cohort study was to assess actigraphy-based sleep characteristics and pain scores in patients undergoing knee or hip joint replacement and hospitalized for ten days after surgery. METHODS N=20 subjects (mean age: 64.0±10.39 years old) wore the Actiwatch 2 actigraph (Philips Respironics, USA) to record sleep parameters for 11 consecutive days. Subjective scores of pain, by a visual analog scale (VAS), were constantly monitored and the following evaluation time points were considered for the analysis: pre-surgery (PRE), the first (POST1), the fourth (POST4), and the tenth day (POST10) after surgery. RESULTS Sleep quantity and timing parameters did not differ from PRE to POST10, during the hospitalization whereas sleep efficiency and immobility time significantly decreased at POST1 compared to PRE by 10.8% (p=0.003; ES: 0.9, moderate) and 9.4% (p=0.005; ES: 0.86, moderate) respectively, and sleep latency increased by 18.7 min (+320%) at POST1 compared to PRE (p=0.046; ES: 0.70, moderate). Overall, all sleep quality parameters showed a trend of constant improvement from POST1 to POST10. VAS scores were higher in the first day post-surgery (4.58 ± 2.46; p=0.0011 and ES: 1.40, large) compared to POST10 (1.68 ± 1.58). During the time, mean VAS showed significant negative correlations with mean sleep efficiency (r = -0.71; p=0.021). CONCLUSION Sleep quantity and timing parameters were stable during the entire hospitalization whereas sleep quality parameters significantly worsened the first night after surgery compared to the pre-surgery night. High scores of pain were associated with lower overall sleep quality.
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Affiliation(s)
| | - Giuseppe Banfi
- IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Marco Viganò
- IRCCS Istituto Ortopedico Galeazzi, Milan, Italy
| | - Francesco Negrini
- Istituti Clinici Scientifici Maugeri IRCCS, Tradate, Varese, Italy.
- Department of Biotechnology and Life Sciences, University of Insubria, Varese, Italy.
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Macchitella L, Amendola S, Barraco G, Scoditti S, Gallo I, Oliva MC, Trabacca A. A narrative review of the use of a cutting-edge virtual reality rehabilitation technology in neurological and neuropsychological rehabilitation. NeuroRehabilitation 2023; 53:439-457. [PMID: 38143388 PMCID: PMC10789333 DOI: 10.3233/nre-230066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Accepted: 12/05/2023] [Indexed: 12/26/2023]
Abstract
BACKGROUND Virtual reality (VR) interventions have been increasingly used in the rehabilitation of a wide range of neurological and neuropsychological dysfunctions. Findings of previous reviews showed positive and promising effects of VR-based interventions. However, they summarized findings on VR-based intervention carried out through different VR systems and tasks. OBJECTIVE We carried out a narrative review with the aim of qualitatively synthesising the results of previous studies that used specific VR systems, i.e. the Khymeia -Virtual Reality Rehabilitation System, for treatment purposes. METHODS We searched the literature in various databases (i.e. EMBASE, Web of Science, SCOPUS, PubMed and PubMed Central) for studies published until November 23, 2023. RESULTS 30 studies were selected. The VRRS was used for neuromotor rehabilitation only in 13 studies, for cognitive rehabilitation in 11 studies, and for both neuromotor and cognitive rehabilitation in six studies. The study design was heterogeneous including 15 randomised controlled trials. CONCLUSION After discussing each study according to the type of rehabilitation we concluded that the use and efficacy of VRRS rehabilitative intervention for increasing the neurological and neuropsychological functioning of patients are promising but more evidence is needed to make a comparison with conventional treatment. Future studies should also include long-term follow-up as well as cost-effectiveness analysis.
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Affiliation(s)
- Luigi Macchitella
- Scientific Institute IRCCS “E. Medea”, Unit for Severe Disabilities in Developmental Age and Young Adults (Developmental Neurology and Neurorehabilitation), Brindisi, Italy
| | - Simone Amendola
- Scientific Institute IRCCS “E. Medea”, Unit for Severe Disabilities in Developmental Age and Young Adults (Developmental Neurology and Neurorehabilitation), Brindisi, Italy
| | - Giulia Barraco
- Scientific Institute IRCCS “E. Medea”, Unit for Severe Disabilities in Developmental Age and Young Adults (Developmental Neurology and Neurorehabilitation), Brindisi, Italy
| | - Sara Scoditti
- Scientific Institute IRCCS “E. Medea”, Unit for Severe Disabilities in Developmental Age and Young Adults (Developmental Neurology and Neurorehabilitation), Brindisi, Italy
| | - Ivana Gallo
- Scientific Institute IRCCS “E. Medea”, Unit for Severe Disabilities in Developmental Age and Young Adults (Developmental Neurology and Neurorehabilitation), Brindisi, Italy
| | - Maria Carmela Oliva
- Scientific Institute IRCCS “E. Medea”, Unit for Severe Disabilities in Developmental Age and Young Adults (Developmental Neurology and Neurorehabilitation), Brindisi, Italy
| | - Antonio Trabacca
- Scientific Institute IRCCS “E. Medea”, Unit for Severe Disabilities in Developmental Age and Young Adults (Developmental Neurology and Neurorehabilitation), Brindisi, Italy
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New Technological Approach for the Evaluation of Postural Control Abilities in Children with Developmental Coordination Disorder. CHILDREN (BASEL, SWITZERLAND) 2022; 9:children9070957. [PMID: 35883941 PMCID: PMC9319863 DOI: 10.3390/children9070957] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Revised: 06/15/2022] [Accepted: 06/16/2022] [Indexed: 11/23/2022]
Abstract
Background: Developmental Coordination Disorder (DCD) causes difficulties in postural control which are crucial to assess due to their impact on everyday life. There is a lack of suitable tools to acquire quantitative data and deeply analyze postural control, especially during the developmental age. The aim of this study is to investigate postural control skills in children with DCD and typically developing children (TD) using the Virtual Reality Rehabilitation System (VRRS). Methods: 18 children with DCD and 30 TD children (mean age 9.12 ± 2.65 and 7.12 ± 2.77 years, respectively) were tested by using the Movement Assessment Battery for Children Second Edition (MABC-2) and a VRRS stabilometric balance platform. A t-test was performed to identify differences in the VRRS parameters between the two groups. Furthermore, we investigated whether a correlation exists between the VRRS data and the MABC-2. Results: Significant differences (p < 0.05) in mean distance and frequency of the COP are found in the two groups. These parameters also correlate with the MABC-2 total score (p ≤ 0.05) and balance subscales (p ≤ 0.05). Conclusions: This study opens a new frontier for the assessment of postural skills in children with DCD and represents a potential basis for a tailored rehabilitation program, from which their postural stability and, consequently, their everyday life will benefit.
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