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Yang Y, McCluskey S, Bydon M, Singh JR, Sheeler RD, Nathani KR, Krieger AC, Mehta ND, Weaver J, Jia L, DeCelle S, Schlagal RC, Ayar J, Abduljawad S, Stovitz SD, Ganesh R, Verkuilen J, Knapp KA, Yang L, Härtl R. A Tai chi and qigong mind-body program for low back pain: A virtually delivered randomized control trial. NORTH AMERICAN SPINE SOCIETY JOURNAL 2024; 20:100557. [PMID: 39469294 PMCID: PMC11513803 DOI: 10.1016/j.xnsj.2024.100557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 08/26/2024] [Accepted: 09/05/2024] [Indexed: 10/30/2024]
Abstract
Background Mind-body treatments have the potential to manage pain, yet their effectiveness when delivered online for the treatment of low back pain (LBP) is unknown. We sought to evaluate whether a virtually delivered mind-body program integrating tai chi, qigong, and meditation (VDTQM) is effective for treating LBP. Methods This randomized controlled trial compared VDTQM (n=175) to waitlist control (n=175). Eligible participants were at least 18 years old, had LBP for at least 6 weeks, were not pregnant, had not previously taken tai chi classes, and had not undergone spine surgery within 6 months. The treatment group received a 12-week VDTQM program in live online 60-minute twice-weekly group classes from September 2022 to December 2022. All participants continued their usual activities and care. Primary outcome was pain-related disability assessed by the Oswestry Disability Index (ODI) score. Secondary outcomes included pain intensity, sleep quality, and quality of life (QOL). Intent-to-treat analyses were conducted. Results Of the 350 participants 278 (79%) were female, mean age was 58.8 years (range: 21-92), 244 (69.7%) completed the 8-week survey, 248 (70.9%) the 12-week, and 238 (68%) the 16 -week. No participants withdrew due to adverse treatment effects. Compared with control group, treatment group experienced statistically and clinically significant improvement in ODI score by -4.7 (95% CI: -6.24 to -3.16, p<.01), -6.42 (95% CI: -7.96 to -4.88, p<.01), and -8.14 (95% CI: -9.68 to -6.59, p<.01) points at weeks 8, 12, and 16, respectively. Treatment group also experienced statistically significant improvement at all time points in the other outcomes. Conclusions Among adults with LBP, VDTQM treatment resulted in small to moderate improvements in pain-related disability, pain intensity, sleep quality, and QOL. Improvements persisted 1 month after treatment concluded. These findings suggest VDTQM may be a viable treatment option for patients with LBP.Trial registration: clincaltrials.gov Identifier: NCT05801588.
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Affiliation(s)
- Yang Yang
- Center for Taiji and Qigong Studies, 151 E 81st St 7D, New York, NY 10028, United States
| | - Sydne McCluskey
- Educational Psychology Program, CUNY Graduate Center, 365 Fifth Av, New York, NY 10016, United States
| | - Mohamad Bydon
- Department of Neurological Surgery, Neuro-Informatics Laboratory, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Jaspal Ricky Singh
- Department of Rehabilitation Medicine, Weill Cornell Medicine, 525 E. 68th St, New York, NY 10065, United States
| | - Robert D. Sheeler
- Department of Family Medicine, Mayo Clinic, College of Medicine, Rochester, Minnesota, Next Level Concierge Care, 10250 N 92nd St Suite 210, Scottsdale, AZ 85258, United States
| | - Karim Rizwan Nathani
- Department of Neurological Surgery, Neuro-Informatics Laboratory, Mayo Clinic, 200 1st St SW, Rochester, MN 55905, United States
| | - Ana C. Krieger
- Weill Cornell Center for Sleep Medicine, Department of Medicine, Weill Cornell Medical College, 425 East 61st St - 5th floor, New York, NY 10065, United States
| | - Neel D. Mehta
- Department of Anesthesiology, Division of Pain Management, Och Spine at Weill Cornell Medicine/NewYork-Presbyterian Hospital, 240 East 59th St, 2nd Floor, New York, NY 10022, United States
| | - Joshua Weaver
- Department of Neurology, Weill Cornell Medicine, 1305 York Ave, Floor 2, New York, NY 10021, United States
| | - Libin Jia
- Office of Cancer Complementary and Alternative Medicine, Division of Cancer Treatment and Diagnosis, National Cancer Institute, 9609 Medical Center Dr. 1W704, Rockville, MD 20850, United States
| | - Sharon DeCelle
- Private Practice, 309 E Holmes St, Urbana, IL 61801, United States
| | - Robert C. Schlagal
- Department of Reading Education and Special Education, Appalachian State University, Boone, North Carolina, 4717 Valero Ct, Laredo, TX 78046, United States
| | - Jay Ayar
- Department of Public Health, School of Health Sciences and Practice, New York Medical College, 40 Sunshine Cottage Road, Valhalla, NY 10595, United States
| | - Sahar Abduljawad
- Department of Family Medicine and Community Health, University of Minnesota Medical School, Minneapolis, Minnesota, Mill City Clinic, 901 South 2nd St, Minneapolis, MN 55415, United States
| | - Steven D. Stovitz
- Department of Family Medicine and Community Health, University of Minnesota Medical School, Minneapolis, Minnesota, Mill City Clinic, 901 South 2nd St, Minneapolis, MN 55415, United States
| | - Ravindra Ganesh
- Division of General Internal Medicine, Mayo Clinic College of Medicine, 200 1st St SW, Rochester, MN 55905, United States
| | - Jay Verkuilen
- Educational Psychology Program, CUNY Graduate Center, 365 Fifth Ave, New York, NY 10016, United States
| | - Kenneth A. Knapp
- Department of Public Health, School of Health Sciences and Practice, New York Medical College, 40 Sunshine Cottage Road, Valhalla, NY 10595, United States
| | - Lin Yang
- Department of Cancer Epidemiology and Prevention Research, Cancer Care Alberta, Alberta Health Services, Calgary, Alberta, Canada; Departments of Oncology and Community Health Sciences, Cumming School of Medicine, University of Calgary, 5th Floor, Holy Cross Centre, Box ACB, 2210 - 2 St. SW, Calgary AB T2S 3C3, Canada
| | - Roger Härtl
- Department of Neurological Surgery, Division of Spine Surgery, Och Spine at Weill Cornell Medicine/NewYork-Presbyterian Hospital, 525 East 68th St, Box 99, New York, NY 10065, United States
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Albers R, Lemke S, Fauser D, Knapp S, Krischak G, Bethge M. Non-inferiority of hybrid outpatient telerehabilitation for patients with back pain: 3-month follow-up of a randomized controlled trial. Eur J Phys Rehabil Med 2024; 60:1009-1018. [PMID: 39352290 DOI: 10.23736/s1973-9087.24.08458-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/03/2024]
Abstract
BACKGROUND International studies identified comparable or better effects for telerehabilitation compared with face-to-face rehabilitation or no rehabilitation in people with back pain. In German rehabilitation centers, a standardized back school for patients with back pain is provided usually face-to-face as part of a multimodal rehabilitation program. AIM To examine the non-inferiority of a three-week, digitally assisted, multimodal rehabilitation that applies a digital version of a standardized back school (intervention group [IG]) against the same rehabilitation program applying the back school face-to-face (control group [CG]). DESIGN Our study was a non-blinded multicenter randomized controlled trial. Recruitment was conducted from 2022 to 2023. We analyzed outcomes at the end of rehabilitation and 3 months later. SETTING Implementation of the study and enrollment of participants was conducted in 8 German outpatient rehabilitation centers. POPULATION Rehabilitants aged 18-65 years with back pain were included. METHODS 284 patients with back pain were randomized into the IG or CG using computer-generated block randomization. We excluded 14 patients as they withdrew their consent and requested removal of their data. We finally included 270 patients (IG: N.=127, CG: N.=143). The primary outcome was self-reported pain self-efficacy (10-60 points). Secondary outcomes were, amongst others, current health status and pain. RESULTS Our primary adjusted intention-to-treat analysis demonstrated that hybrid digitally assisted rehabilitation was non-inferior to face-to-face rehabilitation at the end of rehabilitation (b=-0.55; 95% CI=-2.75 to ∞) and at the 3-month follow-up (b=0.24; 95% CI=-2.86 to ∞). These results were in line with a non-adjusted intention-to-treat analysis, an adjusted complete case analysis, and an adjusted per-protocol analysis. Secondary outcomes were tested for superiority. Our primary adjusted intention-to-treat analysis found no significant group differences in the secondary outcomes. CONCLUSIONS This study provides evidence that hybrid digitally assisted rehabilitation in patients with back pain is a sound alternative to face-to-face rehabilitation in an outpatient rehabilitation setting. CLINICAL REHABILITATION IMPACT Hybrid digitally assisted rehabilitation can improve flexibility and access to rehabilitation. Further studies should examine which components and which time frame of rehabilitation can be digitized without any loss of effectiveness.
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Affiliation(s)
- Richard Albers
- University of Lübeck, Institute of Social Medicine and Epidemiology, Lübeck, Germany -
| | - Stella Lemke
- University of Lübeck, Institute of Social Medicine and Epidemiology, Lübeck, Germany
| | - David Fauser
- University of Lübeck, Institute of Social Medicine and Epidemiology, Lübeck, Germany
| | | | | | - Matthias Bethge
- University of Lübeck, Institute of Social Medicine and Epidemiology, Lübeck, Germany
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Brehon K, Nagra G, Miciak M, Niemeläinen R, Gross DP. Evaluating Effectiveness of Telerehabilitation Services Among Injured Workers Treated in a Canadian Workers' Compensation System: A Population-Based Study. JOURNAL OF OCCUPATIONAL REHABILITATION 2024; 34:793-802. [PMID: 38265609 DOI: 10.1007/s10926-023-10165-9] [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] [Accepted: 12/08/2023] [Indexed: 01/25/2024]
Abstract
PURPOSE To evaluate the effectiveness of telerehabilitation for promoting return-to-work (RTW) among injured workers. METHODS We conducted a pragmatic, quasi-experimental study comparing telerehabilitation, in-person, or hybrid services. Descriptive statistics analyzed demographics, occupational factors, and patient-reported outcome measures (PROMs). Kruskal-Wallis tests investigated differences between mode of delivery and changes in PROM scores. Logistic and Cox-proportional hazard regression examined associations between mode of delivery and RTW status or days receiving wage replacement benefits in the first-year post-discharge, respectively, while controlling for potential confounders. RESULTS A slightly higher percentage of the 3,708 worker sample were male (52.8%). Mean (standard deviation (SD)) age across all delivery formats was 45.5 (12.5) years. Edmonton zone had the highest amount of telerehabilitation delivery (53.5%). The majority of workers had their program delivered in a hybrid format (54.1%) and returned to work (74.4%) at discharge. All PROMs showed improvement although differences across delivery formats were not clinically meaningful. Delivery via telerehabilitation had significantly lower odds of RTW at discharge (Odds Ratio: 0.82, 95% Confidence Interval: 0.70-0.97) and a significantly lower risk of experiencing suspension of wage replacement benefits in the first year following discharge (Hazard Ratio: 0.92, 95% Confidence Interval: 0.84-0.99). Associations were no longer significant when confounders were controlled for. CONCLUSION RTW outcomes were not statistically different across delivery formats, suggesting that telerehabilitation is a novel strategy that may improve equitable access and earlier engagement in occupational rehabilitation. Factors such as gender and geographic location should be considered when deciding on service delivery format.
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Affiliation(s)
- Katelyn Brehon
- Faculty of Rehabilitation Medicine, University of Alberta, Edmonton, Canada.
| | - Gagan Nagra
- Faculty of Rehabilitation Medicine, University of Alberta, Edmonton, Canada
| | - Maxi Miciak
- Faculty of Rehabilitation Medicine, University of Alberta, Edmonton, Canada
| | | | - Douglas P Gross
- Faculty of Rehabilitation Medicine, University of Alberta, Edmonton, Canada
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Sivertsson J, Sernert N, Åhlund K. Exercise-based telerehabilitation in chronic low back pain - a scoping review. BMC Musculoskelet Disord 2024; 25:948. [PMID: 39580408 PMCID: PMC11585175 DOI: 10.1186/s12891-024-07952-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Accepted: 10/14/2024] [Indexed: 11/25/2024] Open
Abstract
BACKGROUND Low back pain is a major global health problem. Physiotherapy involving exercises is considered first-line treatment. In recent years digital tools including telerehabilitation have increased, but the interventions are diverse. The aim of this study was to map how telerehabilitation approaches are used in studies evaluating exercise-based rehabilitation in patients with chronic low back pain. METHODS A systematic literature search was conducted in PubMed, Cinahl and Cochrane Central between January 2017 and January 2024 for original studies on adults, 18 years or older, with chronic low back pain who received exercise-based telerehabilitation. RESULTS The database search resulted in 1019 articles. Out of 37 full texts that were screened 28 articles were included in the analysis. The included studies showed a wide variation regarding technological solutions, interventions and outcome measures. The exercise-based telerehabilitation was usually delivered asynchronously via a smartphone application. The most common clinical outcome measure was pain and disability/physical function. Telerehabilitation compared to conventional exercise therapy showed similar clinical improvements. CONCLUSIONS This scoping review confirms the heterogeneity within this research area but also contributes by mapping and demonstrating some knowledge gaps in the literature. Further research focusing on synchronous and group interventions are needed. The new technologies described in the included studies provide added value through functional improvements and task redesign. TRIAL REGISTRATION OSF https//doi.org/10.17605/OSF.IO/EMKCG.
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Affiliation(s)
- Jenny Sivertsson
- Institute of Clinical Science, Department of Orthopaedics, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden.
- Department of Physiotherapy, NU Hospital Group, Uddevalla, Sweden.
| | - Ninni Sernert
- Institute of Clinical Science, Department of Orthopaedics, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Research and Development, NU Hospital Group, Trollhättan, Sweden
| | - Kristina Åhlund
- Institute of Clinical Science, Department of Orthopaedics, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Research and Development, NU Hospital Group, Trollhättan, Sweden
- Department of Health Sciences, University West, Trollhättan, Sweden
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5
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C Areias A, G Moulder R, Molinos M, Janela D, Bento V, Moreira C, Yanamadala V, P Cohen S, Dias Correia F, Costa F. Predicting Pain Response to a Remote Musculoskeletal Care Program for Low Back Pain Management: Development of a Prediction Tool. JMIR Med Inform 2024; 12:e64806. [PMID: 39561359 PMCID: PMC11615557 DOI: 10.2196/64806] [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: 07/26/2024] [Revised: 09/05/2024] [Accepted: 10/23/2024] [Indexed: 11/21/2024] Open
Abstract
BACKGROUND Low back pain (LBP) presents with diverse manifestations, necessitating personalized treatment approaches that recognize various phenotypes within the same diagnosis, which could be achieved through precision medicine. Although prediction strategies have been explored, including those employing artificial intelligence (AI), they still lack scalability and real-time capabilities. Digital care programs (DCPs) facilitate seamless data collection through the Internet of Things and cloud storage, creating an ideal environment for developing and implementing an AI predictive tool to assist clinicians in dynamically optimizing treatment. OBJECTIVE This study aims to develop an AI tool that continuously assists physical therapists in predicting an individual's potential for achieving clinically significant pain relief by the end of the program. A secondary aim was to identify predictors of pain nonresponse to guide treatment adjustments. METHODS Data collected actively (eg, demographic and clinical information) and passively in real-time (eg, range of motion, exercise performance, and socioeconomic data from public data sources) from 6125 patients enrolled in a remote digital musculoskeletal intervention program were stored in the cloud. Two machine learning techniques, recurrent neural networks (RNNs) and light gradient boosting machine (LightGBM), continuously analyzed session updates up to session 7 to predict the likelihood of achieving significant pain relief at the program end. Model performance was assessed using the area under the receiver operating characteristic curve (ROC-AUC), precision-recall curves, specificity, and sensitivity. Model explainability was assessed using SHapley Additive exPlanations values. RESULTS At each session, the model provided a prediction about the potential of being a pain responder, with performance improving over time (P<.001). By session 7, the RNN achieved an ROC-AUC of 0.70 (95% CI 0.65-0.71), and the LightGBM achieved an ROC-AUC of 0.71 (95% CI 0.67-0.72). Both models demonstrated high specificity in scenarios prioritizing high precision. The key predictive features were pain-associated domains, exercise performance, motivation, and compliance, informing continuous treatment adjustments to maximize response rates. CONCLUSIONS This study underscores the potential of an AI predictive tool within a DCP to enhance the management of LBP, supporting physical therapists in redirecting care pathways early and throughout the treatment course. This approach is particularly important for addressing the heterogeneous phenotypes observed in LBP. TRIAL REGISTRATION ClinicalTrials.gov NCT04092946; https://clinicaltrials.gov/ct2/show/NCT04092946 and NCT05417685; https://clinicaltrials.gov/ct2/show/NCT05417685.
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Affiliation(s)
| | - Robert G Moulder
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO, United States
| | | | | | | | - Carolina Moreira
- Sword Health Inc, Draper, UT, United States
- Instituto de Ciências Biomédicas Abel Salazar, Porto, Portugal
| | - Vijay Yanamadala
- Sword Health Inc, Draper, UT, United States
- Department of Surgery, Quinnipiac University Frank H Netter School of Medicine, Hamden, CT, United States
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT, United States
| | - Steven P Cohen
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins School of Medicine, Baltimore, MD, United States
- Department of Physical Medicine and Rehabilitation, Johns Hopkins School of Medicine, Baltimore, MD, United States
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, United States
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, United States
- Department of Anesthesiology, Uniformed Services University of the Health Sciences, Bethesda, MD, United States
- Department of Physical Medicine and Rehabilitation, Uniformed Services University of the Health Sciences, Bethesda, MD, United States
| | - Fernando Dias Correia
- Sword Health Inc, Draper, UT, United States
- Neurology Department, Centro Hospitalar e Universitário do Porto, Porto, Portugal
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Murphy E, Toor T, Palyo S, Librodo S, Schopmeyer K, Simmons AN, Strigo IA. Comparing Pain Outcomes and Treatment Adherence Between In-Person and Virtual Interdisciplinary Pain Rehabilitation Programs at the San Francisco VA Health Care System. Clin J Pain 2024; 40:655-664. [PMID: 39263907 DOI: 10.1097/ajp.0000000000001243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Accepted: 09/06/2024] [Indexed: 09/13/2024]
Abstract
OBJECTIVE This study compared clinical pain outcomes between patients in a pain treatment program that was conducted in-person, compared with a virtual program. METHODS In-person (N=127) and virtual (N=101) pain treatment programs were compared based on patient-reported, practitioner-collected, and medical record data. The patients were measured at baseline and post-treatment (week 12 for In-Person and week 8 for Virtual patients). We employed the last observation carried forward (LOCF) to handle missing data. RESULTS Both the In-Person and Virtual groups were similar in regard to all baseline outcomes, except the In-person group having significantly more co-morbidities at baseline, with particularly more cases of mental, behavioral, or neurodevelopmental diseases. Both groups demonstrated significant improvements in the pain-related measurements of pain interference and pain catastrophizing thoughts, but neither group displayed a change in average pain across treatment. Further, both groups improved significantly on emotional well-being scores, but not on physical functioning scores. No significant differences existed between groups on outcomes, except for pain catastrophizing, which was higher in the Virtual group at both time points. The Virtual group had lower rates of dropouts compared with In-Person, while the In-Person group had a larger proportion reach a clinically meaningful change in pain-related outcomes, defined as a >30% improvement. DISCUSSION While some changes were unique to the In-Person program, overall, patients in the Virtual program achieved similar treatment outcomes, suggesting that it can successfully treat Veterans seeking pain management, with less need for in-person facilities for both patients and clinicians.
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Affiliation(s)
- Emily Murphy
- San Francisco Department of Veterans Affairs (VA) Healthcare System
- Department of Psychiatry, University of California, San Francisco
| | - Tiffany Toor
- San Francisco Department of Veterans Affairs (VA) Healthcare System
- Department of Psychiatry, University of California, San Francisco
| | - Sarah Palyo
- San Francisco Department of Veterans Affairs (VA) Healthcare System
- Department of Psychiatry, University of California, San Francisco
| | - Sara Librodo
- San Francisco Department of Veterans Affairs (VA) Healthcare System
- Department of Psychiatry, University of California, San Francisco
| | | | - Alan N Simmons
- San Diego Department of Veterans Affairs (VA) Healthcare System
- Department of Psychiatry, University of California, San Diego, CA
| | - Irina A Strigo
- San Francisco Department of Veterans Affairs (VA) Healthcare System
- Department of Psychiatry, University of California, San Francisco
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7
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Areias AC, Janela D, Molinos M, Bento V, Moreira C, Yanamadala V, Cohen SP, Correia FD, Costa F. Exploring the Importance of Race and Gender Concordance Between Patients and Physical Therapists in Digital Rehabilitation for Musculoskeletal Conditions: Observational, Longitudinal Study. J Med Internet Res 2024; 26:e65354. [PMID: 39470695 PMCID: PMC11558217 DOI: 10.2196/65354] [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: 08/13/2024] [Revised: 09/25/2024] [Accepted: 10/08/2024] [Indexed: 10/30/2024] Open
Abstract
BACKGROUND Race/ethnicity and gender concordance between patients and providers is a potential strategy to improve health care interventions. In digital health, where human interactions occur both synchronously and asynchronously, the effect of concordance between patients and providers is unknown. OBJECTIVE This study aimed to evaluate the impact of race/ethnicity or gender concordance between patients and physical therapists (PTs) in engagement and the clinical outcomes following a digital care program (DCP) in patients with musculoskeletal (MSK) conditions. METHODS This secondary analysis of 2 prospective longitudinal studies (originally focused on assessing the acceptance, engagement, and clinical outcomes after a remote DCP) examined the impact of both race/ethnicity concordance and gender concordance between patients and PTs on outcomes for a digital intervention for MSK conditions. Outcomes included engagement (measured by the completion rate and communication, assessed by text interactions), satisfaction, and clinical outcomes (response rate, ie, percentage of patients achieving at least a minimal clinically important change in pain, measured by the Numerical Pain Rating Scale [NPRS]; anxiety, measured by the Generalized Anxiety Disorder 7-item scale [GAD-7]; depression, measured by the Patient Health Questionnaire 9-item [PHQ-9]; and daily activity impairment, measured by the Work Productivity and Activity Impairment [WPAI] questionnaire). RESULTS Of 71,201 patients, 63.9% (n=45,507) were matched with their PT in terms of race/ethnicity, while 61.2% (n=43,560) were matched for gender. Concordant dyads showed a higher completion rate among White (adjusted odds ratio [aOR] 1.11, 95% CI 1.05-1.19, P<.001) and Hispanic (aOR 1.27, 95% CI 1.08-1.54, P=.009) groups, as well as women (aOR 1.10, 95% CI 1.06-1.18, P<.001), when compared to discordant dyads. High and similar levels of interaction between patients and PTs were observed across race/ethnicity and gender dyads, except for Asian concordant dyads (adjusted β coefficient 5.32, 95% CI 3.28-7.36, P<.001). Concordance did not affect satisfaction, with high values (>8.52, 95% CI 8.27-8.77) reported across all dyads. Response rates for pain, anxiety, and daily activity impairment were unaffected by race/ethnicity concordance. An exception was observed for depression, with White patients reporting a higher response rate when matched with PTs from other races/ethnicities (aOR 1.20, 95% CI 1.02-1.39, P=.02). In terms of gender, men had a slightly higher pain response rate in discordant dyads (aOR 1.08, 95% CI 1.01-1.15, P=.03) and a higher depression response rate in concordant dyads (aOR 1.23, 95% CI 1.05-1.47, P=.01). CONCLUSIONS Race/ethnicity and gender concordance between patients and PTs does not translate into higher satisfaction or improvement for most clinical outcomes, aside from a positive effect on treatment completion. These results highlight the importance of other PT characteristics, in addition to race/ethnicity or gender concordance, suggesting the potential benefit of experience, languages spoken, and cultural safety training as ways to optimize care. TRIAL REGISTRATION ClinicalTrials.gov NCT04092946, NCT05417685; https://clinicaltrials.gov/study/NCT05417685, https://clinicaltrials.gov/study/NCT04092946.
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Affiliation(s)
| | - Dora Janela
- Sword Health, Inc, Draper, UT, United States
| | | | | | - Carolina Moreira
- Sword Health, Inc, Draper, UT, United States
- Instituto de Ciências Biomédicas Abel Salazar, Porto, Portugal
| | - Vijay Yanamadala
- Sword Health, Inc, Draper, UT, United States
- Department of Surgery, Quinnipiac University Frank H Netter School of Medicine, Hamden, CT, United States
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT, United States
| | - Steven P Cohen
- Northwestern Feinberg School of Medicine, Chicago, IL, United States
- Walter Reed National Military Medical Center, Uniformed Services University of the Health Sciences, Bethesda, MD, United States
| | - Fernando Dias Correia
- Sword Health, Inc, Draper, UT, United States
- Neurology Department, Centro Hospitalar e Universitário do Porto, Porto, Portugal
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Janela D, Areias AC, Moulder RG, Molinos M, Bento V, Yanamadala V, Correia FD, Costa F. Recovering Work Productivity in a Population With Chronic Musculoskeletal Pain: Unveiling the Value and Cost-Savings of a Digital Care Program. J Occup Environ Med 2024; 66:e493-e499. [PMID: 39016261 DOI: 10.1097/jom.0000000000003191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2024]
Abstract
OBJECTIVE To investigate potential savings obtained from restoring productivity in employees with chronic MSK pain through a digital care program (DCP). METHODS Secondary analysis of a prospective longitudinal study assessing cumulative savings overall or across several industry sectors by analyzing changes in Work Productivity and Activities Impairment (WPAI questionnaire). RESULTS Employees from 50 U.S. states started the program ( n = 5032). Significant improvements in productivity impairment were observed across all industries, yielding median cumulative savings from $151 (95% confidence interval [CI], 128-174) to $294 (95% CI, 286-303) per participant at treatment end. Twelve-month projections estimated median savings of $2916 (95% CI, 2861-2972). Additionally, significant improvements in non-work-related daily activities were observed. CONCLUSIONS This study underlines the burden of MSK-related productivity loss on employers' financial balance, illustrating the importance of a DCP to assist patients to recover quality of life and succeed professionally.
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Affiliation(s)
- Dora Janela
- From the Sword Health, Inc, Draper, Utah (D.J., A.C.A., R.G.M., M.M., V.B., V.Y., F.D.C., F.C.); Institute for Cognitive Science, University of Colorado Boulder, Boulder, Colorado (R.G.M.); Department of Surgery, Quinnipiac University Frank H. Netter School of Medicine, Hamden, Connecticut (V.Y.); Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, Connecticut (V.Y.); and Neurology Department, Centro Hospitalar e Universitário do Porto, Porto, Portugal (F.D.C.)
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9
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Silva HDJ, Miranda JPD, Melo CSD, Fonseca LS, Mascarenhas RDO, Veloso NS, Silva WT, Bastone ADC, Oliveira VC. The ESCAPE Trial for Older People With Chronic Low Back Pain: A Feasibility Study of a Clinical Trial of Group-Based Exercise in Primary Health Care. J Aging Phys Act 2024:1-10. [PMID: 39293792 DOI: 10.1123/japa.2024-0026] [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: 01/31/2024] [Revised: 05/30/2024] [Accepted: 06/26/2024] [Indexed: 09/20/2024]
Abstract
Low back pain is a highly disabling health condition that generates high costs for patients and healthcare systems. For this reason, it is considered a serious public health problem worldwide. This pilot study aimed to assess the feasibility of a future randomized controlled trial (RCT) by evaluating adherence to treatment, contamination between groups, satisfaction with treatment, and understanding of the exercise instructions provided by the physiotherapist. Additionally, we sought to identify and implement necessary modifications to the exercise protocol for better suitability in older people. We conducted a prospective, registered pilot RCT comparing an 8-week group-based exercise program with a waiting list in older people (≥60 years old) with chronic low back pain. Sixty participants were recruited through social media, pamphlets, and invitations at community referral centers. The study demonstrated the feasibility of a full RCT. Participants reported high satisfaction with the treatment (i.e., 100% indicated willingness to return for future services) and a high understanding of the exercise instructions (i.e., 81.8% reported "very easy" comprehension). Adherence to the exercise program exceeded the average reported for group exercise interventions in older adults (i.e., 82.58%). Dropout was associated solely with preexisting physical activity levels. The exercise protocol was successfully adapted to better suit the needs of the older adult population. This pilot RCT demonstrates the feasibility of a full-scale RCT to evaluate the effectiveness of group exercise in improving pain intensity and disability in older adults with chronic low back pain. The implemented adjustments to the exercise protocol and overall study approach strengthen the methodological foundation and expected accuracy of the future RCT.
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Affiliation(s)
- Hytalo de Jesus Silva
- Postgraduate Program in Health Sciences, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Júlio Pascoal de Miranda
- Postgraduate Program in Rehabilitation and Functional Performance, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Camila Silva de Melo
- Postgraduate Program in Rehabilitation and Functional Performance, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Leticia Soares Fonseca
- Postgraduate Program in Rehabilitation and Functional Performance, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Rodrigo de Oliveira Mascarenhas
- Postgraduate Program in Rehabilitation and Functional Performance, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Nathalia Soares Veloso
- Medical School, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Whesley Tanor Silva
- Postgraduate Program in Rehabilitation and Functional Performance, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Alessandra de Carvalho Bastone
- Postgraduate Program in Rehabilitation and Functional Performance, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
- Physical Therapy Department, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
| | - Vinícius Cunha Oliveira
- Postgraduate Program in Health Sciences, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
- Postgraduate Program in Rehabilitation and Functional Performance, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
- Physical Therapy Department, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
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Areias AC, Doverspike D, Brostek DF, Janela D, Erwin MS, Pinter JM, Ficke JR, Costa F. Transforming Veteran Rehabilitation Care: Learnings from a Remote Digital Approach for Musculoskeletal Pain. Healthcare (Basel) 2024; 12:1518. [PMID: 39120221 PMCID: PMC11311802 DOI: 10.3390/healthcare12151518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Revised: 07/23/2024] [Accepted: 07/29/2024] [Indexed: 08/10/2024] Open
Abstract
While musculoskeletal pain (MSP) stands as the most prevalent health condition among Veterans, timely and high-quality care is often hindered due to access barriers. Team Red, White & Blue (Team RWB), a nonprofit organization dedicated to promoting a healthier lifestyle among Veterans, aimed to assess innovative approaches to veteran care. This is a single-arm pilot study investigating the feasibility, clinical outcomes, engagement, and satisfaction of a remote multimodal digital care program among Veterans with MSP. The impact of deployment experience on outcomes was explored as a secondary aim. From 75 eligible Veterans, 61 started the program, reporting baseline pain frequently comorbid with mental distress. Program acceptance was suggested by the high completion rate (82%) and engagement levels, alongside high satisfaction (9.5/10, SD 1.0). Significant improvements were reported in all clinical outcomes: pain (1.98 points, 95%CI 0.13; 3.84, p = 0.036); mental distress, with those reporting at least moderate baseline depression ending the program with mild symptoms (8.50 points, 95%CI: 6.49; 10.51, p = 0.012); daily activity impairment (13.33 points, 95%CI 1.31; 25.34, p = 0.030). Deployed Veterans recovered similarly to their counterparts. Overall, the above results underscore the potential of a remote digital intervention to expand Veterans' access to timely MSP care.
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Affiliation(s)
- Anabela C. Areias
- Clinical Research, Sword Health, Inc., Draper, UT 84020, USA; (A.C.A.); (D.J.)
| | - Dan Doverspike
- Government Programs, Sword Health, Inc., Draper, UT 84020, USA;
| | | | - Dora Janela
- Clinical Research, Sword Health, Inc., Draper, UT 84020, USA; (A.C.A.); (D.J.)
| | | | - John M. Pinter
- Team Red, White, and Blue, Inc., Floyds Knobs, IN 47119, USA
| | - James R. Ficke
- Team Red, White, and Blue, Inc., Floyds Knobs, IN 47119, USA
| | - Fabíola Costa
- Clinical Research, Sword Health, Inc., Draper, UT 84020, USA; (A.C.A.); (D.J.)
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Areias AC, Janela D, Moulder RG, Molinos M, Bento V, Moreira C, Yanamadala V, Correia FD, Costa F. Applying AI to Safely and Effectively Scale Care to Address Chronic MSK Conditions. J Clin Med 2024; 13:4366. [PMID: 39124635 PMCID: PMC11312972 DOI: 10.3390/jcm13154366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Revised: 07/15/2024] [Accepted: 07/23/2024] [Indexed: 08/12/2024] Open
Abstract
Background/Objectives: The rising prevalence of musculoskeletal (MSK) conditions has not been balanced by a sufficient increase in healthcare providers. Scalability challenges are being addressed through the use of artificial intelligence (AI) in some healthcare sectors, with this showing potential to also improve MSK care. Digital care programs (DCP) generate automatically collected data, thus making them ideal candidates for AI implementation into workflows, with the potential to unlock care scalability. In this study, we aimed to assess the impact of scaling care through AI in patient outcomes, engagement, satisfaction, and adverse events. Methods: Post hoc analysis of a prospective, pre-post cohort study assessing the impact on outcomes after a 2.3-fold increase in PT-to-patient ratio, supported by the implementation of a machine learning-based tool to assist physical therapists (PTs) in patient care management. The intervention group (IG) consisted of a DCP supported by an AI tool, while the comparison group (CG) consisted of the DCP alone. The primary outcome concerned the pain response rate (reaching a minimal clinically important change of 30%). Other outcomes included mental health, program engagement, satisfaction, and the adverse event rate. Results: Similar improvements in pain response were observed, regardless of the group (response rate: 64% vs. 63%; p = 0.399). Equivalent recoveries were also reported in mental health outcomes, specifically in anxiety (p = 0.928) and depression (p = 0.187). Higher completion rates were observed in the IG (79.9% (N = 19,252) vs. CG 70.1% (N = 8489); p < 0.001). Patient engagement remained consistent in both groups, as well as high satisfaction (IG: 8.76/10, SD 1.75 vs. CG: 8.60/10, SD 1.76; p = 0.021). Intervention-related adverse events were rare and even across groups (IG: 0.58% and CG 0.69%; p = 0.231). Conclusions: The study underscores the potential of scaling MSK care that is supported by AI without compromising patient outcomes, despite the increase in PT-to-patient ratios.
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Affiliation(s)
- Anabela C. Areias
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
| | - Dora Janela
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
| | - Robert G. Moulder
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO 80309, USA
| | - Maria Molinos
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
| | - Virgílio Bento
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
| | - Carolina Moreira
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
- Instituto de Ciências Biomédicas Abel Salazar, 4050-313 Porto, Portugal
| | - Vijay Yanamadala
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
- Department of Surgery, Quinnipiac University Frank H. Netter School of Medicine, Hamden, CT 06473, USA
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT 06103, USA
| | - Fernando Dias Correia
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
- Neurology Department, Centro Hospitalar e Universitário do Porto, 4099-001 Porto, Portugal
| | - Fabíola Costa
- Sword Health, Inc., Draper, UT 84043, USA; (A.C.A.); (D.J.); (R.G.M.); (M.M.); (V.B.); (C.M.); (V.Y.); (F.D.C.)
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12
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Zhang T, Tian Y, Yin Y, Sun W, Tang L, Tang R, Tian Y, Gong S, Tian S. Efficacy of an Omaha system-based remote ergonomic intervention program on self-reported work-related musculoskeletal disorders (WMSDs) - A randomized controlled study. Heliyon 2024; 10:e24514. [PMID: 38312613 PMCID: PMC10835166 DOI: 10.1016/j.heliyon.2024.e24514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Revised: 01/05/2024] [Accepted: 01/10/2024] [Indexed: 02/06/2024] Open
Abstract
Purpose Heavy biomechanical loadings at workplaces may lead to high risks of work-related musculoskeletal disorders. This study aimed to explore the efficacy of an Omaha System-based remote ergonomic intervention program on self-reported work-related musculoskeletal disorders among frontline nurses. Materials and methods From July to October 2020, 94 nurses with self-reported pain in one of the three body parts, i.e., neck, shoulder, and low back, were selected and were randomly divided into two groups. The intervention group received a newly developed remote program, where the control group received general information and guidance on health and life. Program outcome was evaluated by a quick exposure check approach. Results After 6 weeks, the intervention group exhibited significantly less stress in the low back, neck, and shoulder/forearms, compared to the control group (p < 0.05). In addition, the occurrence of awkward postures, such as extreme trunk flexion or twisting, was also significantly reduced (p < 0.05). Conclusions The newly developed Omaha System-based remote intervention program may be a valid alternative to traditional programs for frontline nurses during the COVID-19 pandemic, reducing biomechanical loadings and awkward postures during daily nursing operations.
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Affiliation(s)
- Tianqiao Zhang
- The Second Hospital of Hebei Medical University, Shijiazhuang, Zip code: 050000, Hebei, PR China
| | - Ye Tian
- The Second Hospital of Hebei Medical University, Shijiazhuang, Zip code: 050000, Hebei, PR China
| | - Yanliang Yin
- The Second Hospital of Hebei Medical University, Shijiazhuang, Zip code: 050000, Hebei, PR China
| | - Weige Sun
- Nursing Department, Beijing Tiantan Hospital, Capital Medical University, Beijing, PR China
| | - Limei Tang
- The Second Hospital of Hebei Medical University, Shijiazhuang, Zip code: 050000, Hebei, PR China
| | - Ruoliang Tang
- Sichuan University-Pittsburgh Institute (SCUPI), Sichuan University, Chengdu, Zip code: 610000, Sichuan, PR China
- Nursing Key Laboratory of Sichuan Province, Chengdu, Zip code: 610000, Sichuan, PR China
| | - Yichao Tian
- Hebei Provincial People's Hospital, Shijiazhuang, Zip code: 050000, Hebei, PR China
| | - Shuhui Gong
- Hebei Provincial People's Hospital, Shijiazhuang, Zip code: 050000, Hebei, PR China
| | - Suzhai Tian
- The Second Hospital of Hebei Medical University, Shijiazhuang, Zip code: 050000, Hebei, PR China
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