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Huang J, Qiao X, Song K, Liu R, Huang S, He J, Zhu S, Reinhardt JD, He C. Effectiveness of Rehabilitation Interventions in Individuals With Emerging Virtual Respiratory Tract Infectious Disease: A Systematic Review and Meta-Analysis. Clin Rehabil 2024; 38:857-883. [PMID: 38629433 DOI: 10.1177/02692155241239881] [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] [Indexed: 05/24/2024]
Abstract
OBJECTIVE Assessing rehabilitation effectiveness for persistent symptoms post-infection with emerging viral respiratory diseases. DATA SOURCES Systematic review of seven databases (MEDLINE, EMBASE, Cochrane Library, PEDro, MedRxiv, CNKI, Wanfang) until 30 December 2023. REVIEW METHODS Evaluated 101 studies (9593 participants) on respiratory function, exercise capacity, and quality of life. Methodological quality was assessed using the Cochrane Collaboration's Risk of Bias tool for randomized controlled trials (RCTs), the Newcastle-Ottawa Scale (NOS) for observational studies and non-RCTs, and the NIH Quality Assessment Tools for before-after studies. RESULTS The most common rehabilitation program combined breathing exercises with aerobic exercise or strength training. Rehabilitation interventions significantly enhanced respiratory function, as evidenced by improvements on the Borg Scale (MD, -1.85; 95% CI, -3.00 to -0.70, low certainty), the mMRC Dyspnea Scale (MD, -0.45; 95% CI, -0.72 to -0.18, low certainty), and the Multidimensional Dyspnoea-12 Scale (MD, -4.64; 95% CI, -6.54 to -2.74, moderate certainty). Exercise capacity also improved, demonstrated by results from the Six-Minute Walk Test (MD, 38.18; 95% CI, 25.33-51.03, moderate certainty) and the Sit-to-Stand Test (MD, 3.04; 95% CI, 1.07-5.01, low certainty). CONCLUSION Rehabilitation interventions are promising for survivors of viral respiratory diseases, yet gaps in research remain. Future investigations should focus on personalizing rehabilitation efforts, utilizing remote technology-assisted programs, improving research quality, and identifying specific subgroups for customized rehabilitation strategies to achieve the best outcomes for survivors.
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Affiliation(s)
- Jinming Huang
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Xu Qiao
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Kangping Song
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Rong Liu
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Shuangshuang Huang
- Rehabilitation Medicine Department, The Fifth People's Hospital of Sichuan Province, Chengdu, China
| | - Jing He
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Siyi Zhu
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Jan D Reinhardt
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
- Center for Rehabilitation Research, Jiangsu Province Hospital, First Affiliated Hospital of Nanjing Medical University, Jiangsu, China
- Swiss Paraplegic Research, Nottwil, Switzerland
- Department of Health Sciences and Medicine, University of Lucerne, Lucerne, Switzerland
| | - Chengqi He
- Rehabilitation Medicine Key Laboratory of Sichuan Province, Rehabilitation Medical Center, West China Hospital, and Institute for Disaster Management and Reconstruction, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
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Paéz V, Rodriguez-Fernandez M, Morales D, Torres C, Ardiles A, Soza S, Bustos C, Manríquez F, García C, Rocco R, Lang M. Quality of life, exercise capacity, cognition, and mental health of Chilean patients after COVID-19: an experience of a multidisciplinary rehabilitation program at a physical and rehabilitation medicine unit. FRONTIERS IN REHABILITATION SCIENCES 2023; 4:1274180. [PMID: 38107198 PMCID: PMC10722286 DOI: 10.3389/fresc.2023.1274180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 11/06/2023] [Indexed: 12/19/2023]
Abstract
Background Post-COVID disabilities, encompassing physical, cognitive, and psychological aspects, constitute the primary health sequelae for survivors. While the rehabilitation needs post COVID-19 are now well understood, each country possesses unique characteristics in terms of populations, healthcare systems, social dynamics, and economic profiles, necessitating context-specific recommendations. This study aims to address two main objectives: (1) analyze the impact of an 8-week multidisciplinary rehabilitation program on the quality of life, functional capacity, cognition, and mental health adaptations in adults recovering from COVID-19 in northern Chile, and (2) propose a personalized model for predicting program dropouts and responses. Methods A total of 44 subjects were enrolled, forming two groups during the study: a treatment group (n = 32) and a dropout group (n = 12). The treatment group participated in the 8-week multidisciplinary rehabilitation program. Results The results indicate that (1) After 8 weeks, the quality of life of the patients in the treatment group exhibited significant improvements reflected in all aspects of the Short Form-36 Health Survey (SF36, p < 0.005) and the total score (p < 0.001), with a concurrent decrease in dysfunctionality (p < 0.001). (2) Significant improvements were also observed in various physical performance tests, including the: 6-minute walk test, 1-min sit-to-stand, dynamometry, Tinetti balance, and Berg score (p < 0.001). Moreover, physical therapy led to a reduction in neuropathic symptoms and pain, psychological therapy reduced anxiety and depression, and language therapy enhanced memory and speech (all p < 0.05). (3) Demographic and clinical history characteristics did not predict responses to rehabilitation. (4) A regression model for predicting changes in SF-36 total score, based on physical function, physical role, general health, and mental health, was established based on the data from study (p < 0.01, adjusted R2 = 0.893). (5) Classification models for predicting dropouts achieved 68% accuracy, with key predictors of treatment adherence including diabetes, hypertension, and dyslipidemia, Tinetti balance, physical role, and vitality of SF36, and performance on the 6-minute walk test and 1-minute sit-to-stand. Conclusions This study demonstrates significant enhancements in quality of life, improved functional performance, and reductions in mental and cognitive burdens within an 8-week rehabilitation program. Additionally, it is possible to identify patients at risk of dropping out using cost-effective, outpatient, and clinically applicable tests.
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Affiliation(s)
- Valeria Paéz
- Biomedical Department, Center for Research in Physiology and Medicine of Altitude, Faculty of Health Sciences, University of Antofagasta, Antofagasta, Chile
- Institute for Biological and Medical Engineering, Schools of Engineering, Medicine and Biological Sciences, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Maria Rodriguez-Fernandez
- Institute for Biological and Medical Engineering, Schools of Engineering, Medicine and Biological Sciences, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Diego Morales
- Physical Medicine and Rehabilitation Service, Clinical Hospital of the University of Antofagasta, Antofagasta, Chile
| | - Camillo Torres
- Department of Medical Sciences, University of Antofagasta, Antofagasta, Chile
| | - Andrés Ardiles
- Physical Medicine and Rehabilitation Service, Clinical Hospital of the University of Antofagasta, Antofagasta, Chile
| | - Sergio Soza
- Physical Medicine and Rehabilitation Service, Clinical Hospital of the University of Antofagasta, Antofagasta, Chile
| | - Cynthia Bustos
- Physical Medicine and Rehabilitation Service, Clinical Hospital of the University of Antofagasta, Antofagasta, Chile
| | - Fernanda Manríquez
- Physical Medicine and Rehabilitation Service, Clinical Hospital of the University of Antofagasta, Antofagasta, Chile
| | - Cesar García
- Physical Medicine and Rehabilitation Service, Clinical Hospital of the University of Antofagasta, Antofagasta, Chile
| | - Rossana Rocco
- Physical Medicine and Rehabilitation Service, Clinical Hospital of the University of Antofagasta, Antofagasta, Chile
| | - Morin Lang
- Laboratorio de Fisiología del Ejercicio y Metabolismo (LABFEM), Escuela de Kinesiología, Facultad de Medicina, Universidad Finis Terrae, Santiago, Chile
- Departamento de Ciencias de la Rehabilitación y Movimiento Humano, Facultad Ciencias de la Salud, Universidad de Antofagasta, Antofagasta, Chile
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A Machine Learning Approach to Predict the Rehabilitation Outcome in Convalescent COVID-19 Patients. J Pers Med 2022; 12:jpm12030328. [PMID: 35330328 PMCID: PMC8953386 DOI: 10.3390/jpm12030328] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 02/18/2022] [Accepted: 02/18/2022] [Indexed: 11/18/2022] Open
Abstract
Background: After the acute disease, convalescent coronavirus disease 2019 (COVID-19) patients may experience several persistent manifestations that require multidisciplinary pulmonary rehabilitation (PR). By using a machine learning (ML) approach, we aimed to evaluate the clinical characteristics predicting the effectiveness of PR, expressed by an improved performance at the 6-min walking test (6MWT). Methods: Convalescent COVID-19 patients referring to a Pulmonary Rehabilitation Unit were consecutively screened. The 6MWT performance was partitioned into three classes, corresponding to different degrees of improvement (low, medium, and high) following PR. A multiclass supervised classification learning was performed with random forest (RF), adaptive boosting (ADA-B), and gradient boosting (GB), as well as tree-based and k-nearest neighbors (KNN) as instance-based algorithms. Results: To train and validate our model, we included 189 convalescent COVID-19 patients (74.1% males, mean age 59.7 years). RF obtained the best results in terms of accuracy (83.7%), sensitivity (84.0%), and area under the ROC curve (94.5%), while ADA-B reached the highest specificity (92.7%). Conclusions: Our model enables a good performance in predicting the rehabilitation outcome in convalescent COVID-19 patients.
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Vicenzi M, Ruscica M, Jamialahmadi T, Sahebkar A. Cardiovascular complications of COVID-19: toward better understanding, diagnosis, monitoring and management. Expert Rev Anti Infect Ther 2021; 20:325-326. [PMID: 34343449 DOI: 10.1080/14787210.2021.1964695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Marco Vicenzi
- Cardiovascular Disease Unit, Internal Medicine Department, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.,Dyspnea Lab, Department of Clinical Sciences and Community Health, Università Degli Studi di Milano, Milan, Italy
| | - Massimiliano Ruscica
- Department of Pharmacological and Biomolecular Sciences, Università Degli Studi di Milano, Milan, Italy
| | - Tannaz Jamialahmadi
- Department of Food Science and Technology, Quchan Branch, Islamic Azad University, Quchan, Iran.,Department of Nutrition, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Amirhossein Sahebkar
- Biotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran.,Applied Biomedical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran.,School of Medicine, The University of Western Australia, Perth, Australia.,School of Pharmacy, Mashhad University of Medical Sciences, Mashhad, Iran
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Ambrosino P, Calcaterra I, Molino A, Moretta P, Lupoli R, Spedicato GA, Papa A, Motta A, Maniscalco M, Di Minno MND. Persistent Endothelial Dysfunction in Post-Acute COVID-19 Syndrome: A Case-Control Study. Biomedicines 2021; 9:biomedicines9080957. [PMID: 34440161 PMCID: PMC8391623 DOI: 10.3390/biomedicines9080957] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 07/29/2021] [Accepted: 07/30/2021] [Indexed: 12/23/2022] Open
Abstract
Background: Endothelial dysfunction has a key role in the pathogenesis of coronavirus disease 2019 (COVID-19) and its disabling complications. We designed a case-control study to assess the alterations of endothelium-dependent flow-mediated dilation (FMD) among convalescent COVID-19 patients. Methods: COVID-19 patients referred to a Pulmonary Rehabilitation Unit within 2 months from swab test negativization were consecutively evaluated for inclusion and compared to controls matched for age, gender, and cardiovascular risk factors. Results: A total of 133 convalescent COVID-19 patients (81.2% males, mean age 61.6 years) and 133 matched controls (80.5% males, mean age 60.4 years) were included. A significantly lower FMD was documented in convalescent COVID-19 patients as compared to controls (3.2% ± 2.6 vs. 6.4% ± 4.1 p < 0.001), confirmed when stratifying the study population according to age and major clinical variables. Among cases, females exhibited significantly higher FMD values as compared to males (6.1% ± 2.9 vs. 2.5% ± 1.9, p < 0.001). Thus, no significant difference was observed between cases and controls in the subgroup analysis on females (6.1% ± 2.9 vs. 5.3% ± 3.4, p = 0.362). Among convalescent COVID-19 patients, FMD showed a direct correlation with arterial oxygen tension (rho = 0.247, p = 0.004), forced expiratory volume in 1 s (rho = 0.436, p < 0.001), forced vital capacity (rho = 0.406, p < 0.001), and diffusing capacity for carbon monoxide (rho = 0.280, p = 0.008). Overall, after adjusting for major confounders, a recent COVID-19 was a major and independent predictor of FMD values (β = −0.427, p < 0.001). Conclusions: Post-acute COVID-19 syndrome is associated with a persistent and sex-biased endothelial dysfunction, directly correlated with the severity of pulmonary impairment.
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Affiliation(s)
- Pasquale Ambrosino
- Istituti Clinici Scientifici Maugeri IRCCS, 27100 Pavia, Italy; (P.A.); (P.M.); (A.P.)
| | - Ilenia Calcaterra
- Department of Clinical Medicine and Surgery, Federico II University, 80131 Naples, Italy;
| | - Antonio Molino
- Department of Respiratory Medicine, Federico II University, 80131 Naples, Italy;
| | - Pasquale Moretta
- Istituti Clinici Scientifici Maugeri IRCCS, 27100 Pavia, Italy; (P.A.); (P.M.); (A.P.)
| | - Roberta Lupoli
- Department of Molecular Medicine and Medical Biotechnology, Federico II University, 80131 Naples, Italy;
| | | | - Antimo Papa
- Istituti Clinici Scientifici Maugeri IRCCS, 27100 Pavia, Italy; (P.A.); (P.M.); (A.P.)
| | - Andrea Motta
- Institute of Biomolecular Chemistry, National Research Council, ICB-CNR, 80078 Pozzuoli, Italy;
| | - Mauro Maniscalco
- Istituti Clinici Scientifici Maugeri IRCCS, 27100 Pavia, Italy; (P.A.); (P.M.); (A.P.)
- Correspondence: (M.M.); (M.N.D.D.M.)
| | - Matteo Nicola Dario Di Minno
- Department of Translational Medical Sciences, Federico II University, 80131 Naples, Italy
- Correspondence: (M.M.); (M.N.D.D.M.)
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