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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 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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Phongsaphakjarukorn N, Kanlayanaphotporn R, Jensen MP, Janwantanakul P. Responsiveness and clinically important differences of the PROMIS short form-depression 8a, anxiety 8a, and PASS-20 in individuals with chronic low back pain. Pain Rep 2024; 9:e1170. [PMID: 38910868 PMCID: PMC11191038 DOI: 10.1097/pr9.0000000000001170] [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: 01/18/2024] [Revised: 04/30/2024] [Accepted: 05/14/2024] [Indexed: 06/25/2024] Open
Abstract
Introduction Depression and anxiety are the most commonly reported mental health conditions. The Patient-Reported Outcomes Measurement Information System Short Form v1.0-Depression 8a (PROMIS-D-8a), Anxiety 8a (PROMIS-Anx8a), and Pain Anxiety Symptoms Scale-20 (PASS-20) measures were designed to assess depression, general anxiety, and pain-related anxiety, respectively. Objectives To examine the responsiveness and estimate the clinically important differences (CIDs) of the Thai version of these measures in individuals with chronic low back pain (CLBP). Methods The study sample comprised 144 participants with CLBP. Responsiveness was evaluated by calculating the change scores, effect sizes (ESs), standardized response means (SRMs), area under the curve (AUC), and correlations between the change scores and associated Global Perceived Effect (GPE). We also estimated CIDs by the difference in mean change score between improved and unchanged groups and standard error of measurement (SEM) for each measure. Results Statistically significant differences in the mean change scores, ESs, and SRMs supported the responsiveness of all measures. The AUCs achieved acceptable discriminatory ability (0.71-0.72) for moderate improvement but not for any improvement (0.65-0.68). The correlations between GPE and change scores on all measures were low (r ranging 0.28-0.33). The estimated CIDs for the PROMIS-D-8a, PROMIS-Anx8a, and PASS-20 were 3.64, 4.20, and 8.80, respectively. Conclusion The PROMIS-D-8a, PROMIS-Anx8a, and PASS-20 measures were sensitive for detecting clinical changes over time in individuals with CLBP. The CID values can be used as reference points for assessing meaningful improvements in the domains assessed by these scales in clinical and research practice.
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Affiliation(s)
| | - Rotsalai Kanlayanaphotporn
- Department of Physical Therapy, Faculty of Allied Health Sciences, Chulalongkorn University, Bangkok, Thailand
| | - Mark P. Jensen
- Department of Rehabilitation Medicine, University of Washington School of Medicine, Seattle, WA, USA
| | - Prawit Janwantanakul
- Department of Physical Therapy, Faculty of Allied Health Sciences, Chulalongkorn University, Bangkok, Thailand
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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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Sansatan R, Kanlayanaphotporn R, Jensen MP, Correia H, Janwantanakul P. Cross-cultural adaptation and psychometric properties of the Thai version of the patient-reported outcomes measurement information system short form- depression 8a in individuals with chronic low back pain. J Patient Rep Outcomes 2024; 8:27. [PMID: 38436802 PMCID: PMC10912068 DOI: 10.1186/s41687-024-00702-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 02/15/2024] [Indexed: 03/05/2024] Open
Abstract
BACKGROUND The study aimed to cross-culturally adapt the Patient-Reported Outcomes Measurement Information System Short Form v1.0 - Depression 8a (PROMIS SF v1.0 - Depression 8a) into Thai and evaluate its psychometric properties in individuals with chronic low back pain (CLBP). METHODS The PROMIS SF v1.0- Depression 8a was translated and cross-culturally adapted into Thai using the Functional Assessment of Chronic Illness Therapy translation methodology. Two hundred and sixty-nine individuals with CLBP completed the Thai version of PROMIS SF v1.0- Depression 8a (T-PROMIS-D-8a) scale and a set of measures assessing validity criterion domains. Structural validity, internal consistency, and test-retest reliability at a 7-day interval of the T-PROMIS-D-8a scale were computed and its construct validity was evaluated by computing correlations with the Thai version of Patient Health Questionnaire-9 (T-PHQ-9), Numeric Rating Scale of pain intensity (T-NRS), and Fear Avoidance Beliefs Questionnaire (T-FABQ). RESULTS Data from 269 participants were analyzed. Most participants were women (70%), and the sample had a mean age of 42.5 (SD 16.6) years. The findings supported the unidimensionality, internal consistency (Cronbach's alpha = 0.94), and test-retest reliability (ICC [2,1] = 0.86) of the T-PROMIS-D-8a. A floor effect was observed for 16% of the sample. Associations with the T-PHQ-9, T-NRS, and T-FABQ supported the construct validity of the T-PROMIS-D-8a. CONCLUSIONS The T-PROMIS-D-8a was successfully translated and culturally adapted. The findings indicated that the scale is reliable and valid for assessing depression in Thai individuals with CLBP.
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Affiliation(s)
- Ruetaichanok Sansatan
- Department of Physical Therapy, Faculty of Allied Health Sciences, Chulalongkorn University, Bangkok, Thailand
| | - Rotsalai Kanlayanaphotporn
- Department of Physical Therapy, Faculty of Allied Health Sciences, Chulalongkorn University, Bangkok, Thailand
| | - Mark P Jensen
- Department of Rehabilitation Medicine, University of Washington School of Medicine, Harborview Medical Center, Seattle, Washington, USA
| | - Helena Correia
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Prawit Janwantanakul
- Department of Physical Therapy, Faculty of Allied Health Sciences, Chulalongkorn University, Bangkok, Thailand.
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Pak SS, Janela D, Freitas N, Costa F, Moulder R, Molinos M, Areias AC, Bento V, Cohen SP, Yanamadala V, Souza RB, Correia FD. Comparing Digital to Conventional Physical Therapy for Chronic Shoulder Pain: Randomized Controlled Trial. J Med Internet Res 2023; 25:e49236. [PMID: 37490337 PMCID: PMC10474513 DOI: 10.2196/49236] [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: 05/22/2023] [Revised: 06/27/2023] [Accepted: 07/25/2023] [Indexed: 07/27/2023] Open
Abstract
BACKGROUND Chronic shoulder pain (CSP) is a common condition with various etiologies, including rotator cuff disorders, adhesive capsulitis, shoulder instability, and shoulder arthritis. It is associated with substantial disability and psychological distress, resulting in poor productivity and quality of life. Physical therapy constitutes the mainstay treatment for CSP, but several barriers exist in accessing care. In recent years, telerehabilitation has gained momentum as a potential solution to overcome such barriers. It has shown numerous benefits, including improving access and convenience, promoting patient adherence, and reducing costs. However, to date, no previous randomized controlled trial has compared fully remote digital physical therapy to in-person rehabilitation for nonoperative CSP. OBJECTIVE The aim of this study is to compare clinical outcomes between digital physical therapy and conventional in-person physical therapy in patients with CSP. METHODS We conducted a single-center, parallel-group, randomized controlled trial involving 82 patients with CSP referred for outpatient physical therapy. Participants were randomized into digital or conventional physical therapy (8-week interventions). The digital intervention consisted of home exercise, education, and cognitive behavioral therapy (CBT), using a device with movement digitalization for biofeedback and asynchronous physical therapist monitoring through a cloud-based portal. The conventional group received in-person physical therapy, including exercises, manual therapy, education, and CBT. The primary outcome was the change (baseline to 8 weeks) in function and symptoms using the short-form of Disabilities of the Arm, Shoulder, and Hand questionnaire. Secondary outcome measures included self-reported pain, surgery intent, analgesic intake, mental health, engagement, and satisfaction. All questionnaires were delivered electronically. RESULTS A total of 90 participants were randomized into digital or conventional physical therapy, with 82 receiving the allocated intervention. Both groups experienced significant improvements in function measured by the short-form of the Disabilities of the Arm, Shoulder, and Hand questionnaire, with no differences between groups (-1.8, 95% CI -13.5 to 9.8; P=.75). For secondary outcomes, no differences were observed in surgery intent, analgesic intake, and mental health or worst pain. Higher reductions were observed in average and least pain in the conventional group, which, given the small effect sizes (least pain 0.15 and average pain 0.16), are unlikely to be clinically meaningful. High adherence and satisfaction were observed in both groups, with no adverse events. CONCLUSIONS This study shows that fully remote digital programs can be viable care delivery models for CSP given their scalability and effectiveness, assessed through comparison with high-dosage in-person rehabilitation. TRIAL REGISTRATION ClinicalTrials.gov (NCT04636528); https://clinicaltrials.gov/study/NCT04636528.
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Affiliation(s)
- Sang S Pak
- Department of Physical Therapy and Rehabilitation, University of California San Francisco, San Francisco, CA, United States
| | | | - Nina Freitas
- Department of Physical Therapy and Rehabilitation, University of California San Francisco, San Francisco, CA, United States
| | | | - Robert Moulder
- Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, United States
| | | | | | | | - Steven P Cohen
- Department of Physical Medicine & Rehabilitation, Johns Hopkins School of Medicine, Baltimore, MD, United States
- Department of Anesthesiology and Physical Medicine and Rehabilitation and Anesthesiology, Uniformed Services University of the Health Sciences, Bethesda, MD, United States
| | | | - Richard B Souza
- Department of Physical Therapy and Rehabilitation, University of California San Francisco, San Francisco, CA, United States
| | - Fernando Dias Correia
- Sword Health Inc, Draper, UT, United States
- Department of Neurology, Centro Hospitalar e Universitário do Porto, Porto, Portugal
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Cui D, Janela D, Costa F, Molinos M, Areias AC, Moulder RG, Scheer JK, Bento V, Cohen SP, Yanamadala V, Correia FD. Randomized-controlled trial assessing a digital care program versus conventional physiotherapy for chronic low back pain. NPJ Digit Med 2023; 6:121. [PMID: 37420107 DOI: 10.1038/s41746-023-00870-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 06/26/2023] [Indexed: 07/09/2023] Open
Abstract
Low back pain (LBP) is the world's leading cause of years lived with disability. Digital exercise-based interventions have shown great potential in the management of musculoskeletal conditions, promoting access and easing the economic burden. However, evidence of their effectiveness for chronic LBP (CLBP) management compared to in-person physiotherapy has yet to be unequivocally established. This randomized controlled trial (RCT) aims to compare the clinical outcomes of patients with CLBP following a digital intervention versus evidence-based in-person physiotherapy. Our results demonstrate that patient satisfaction and adherence were high and similar between groups, although a significantly lower dropout rate is observed in the digital group (11/70, 15.7% versus 24/70, 34.3% in the conventional group; P = 0.019). Both groups experience significant improvements in disability (primary outcome), with no differences between groups in change from baseline (median difference: -0.55, 95% CI: -2.42 to 5.81, P = 0.412) or program-end scores (-1.05, 95% CI: -4.14 to 6.37; P = 0.671). Likewise, no significant differences between groups are found for secondary outcomes (namely pain, anxiety, depression, and overall productivity impairment). This RCT demonstrates that a remote digital intervention for CLBP can promote the same levels of recovery as evidence-based in-person physiotherapy, being a potential avenue to ease the burden of CLBP.
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Affiliation(s)
- Di Cui
- Physical and Rehabilitation Medicine, Emory University, Atlanta, GA, Georgia
| | | | | | | | | | - Robert G Moulder
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Justin K Scheer
- Department of Neurological Surgery, University of California, San Francisco, CA, USA
| | | | - Steven P Cohen
- Departments of Anesthesiology & Critical Care Medicine, Physical Medicine and Rehabilitation, Neurology, and Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Departments of Anesthesiology and Physical Medicine and Rehabilitation and Anesthesiology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Vijay Yanamadala
- Department of Surgery, Quinnipiac University Frank H. Netter School of Medicine, Hamden, CT, USA
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT, USA
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Verwoerd MJ, Wittink H, Maissan F, van Kuijk SMJ, Smeets RJEM. A study protocol for the validation of a prognostic model with an emphasis on modifiable factors to predict chronic pain after a new episode of acute- or subacute nonspecific idiopathic, non-traumatic neck pain presenting in primary care. PLoS One 2023; 18:e0280278. [PMID: 36649242 PMCID: PMC9844852 DOI: 10.1371/journal.pone.0280278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 12/25/2022] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND The primary objective of this study is to identify which modifiable and non-modifiable factors are independent predictors of the development of chronic pain in patients with acute- or subacute nonspecific idiopathic, non-traumatic neck pain, and secondly, to combine these to develop and internally validate a prognostic prediction model. METHODS A prospective cohort study will be conducted by physiotherapists in 30 primary physiotherapy practices between January 26, 2020, and August 31, 2022, with a 6-month follow-up until March 17, 2023. Patients who consult a physiotherapist with a new episode of acute- (0 to 3 weeks) or subacute neck pain (4 to 12 weeks) will complete a baseline questionnaire. After their first appointment, candidate prognostic variables will be collected from participants regarding their neck pain symptoms, prior conditions, work-related factors, general factors, psychological and behavioral factors. Follow-up assessments will be conducted at six weeks, three months, and six months after the initial assessment. The primary outcome measure is the Numeric Pain Rating Scale (NPRS) to examine the presence of chronic pain. If the pain is present at six weeks, three months, and six months with a score of NPRS ≥3, it is classified as chronic pain. An initial exploratory analysis will use univariate logistic regression to assess the relationship between candidate prognostic factors at baseline and outcome. Multiple logistic regression analyses will be conducted. The discriminative ability of the prognostic model will be determined based on the Area Under the receiver operating characteristic Curve (AUC), calibration will be assessed using a calibration plot and formally tested using the Hosmer and Lemeshow goodness-of-fit test, and model fit will be quantified as Nagelkerke's R2. Internal validation will be performed using bootstrapping-resampling to yield a measure of overfitting and the optimism-corrected AUC. DISCUSSION The results of this study will improve the understanding of prognostic and potential protective factors, which will help clinicians guide their clinical decision making, develop an individualized treatment approach, and predict chronic neck pain more accurately.
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Affiliation(s)
- Martine J. Verwoerd
- Research Group Lifestyle and Health, Utrecht University of Applied Sciences, Utrecht, The Netherlands
| | - Harriet Wittink
- Research Group Lifestyle and Health, Utrecht University of Applied Sciences, Utrecht, The Netherlands
| | - Francois Maissan
- Research Group Lifestyle and Health, Utrecht University of Applied Sciences, Utrecht, The Netherlands
| | - Sander M. J. van Kuijk
- Department of Clinical Epidemiology and Medical Technology Assessment, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Rob J. E. M. Smeets
- Department of Rehabilitation Medicine, Research School CAPHRI, Maastricht University, CIR Rehabilitation, Eindhoven, The Netherlands, Pain in Motion International Research Group (PiM), www.paininmotion.be
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Scheer JK, Costa F, Janela D, Molinos M, Areias AC, Moulder RG, Lains J, Bento V, Yanamadala V, Correia FD. Sleep Disturbance in Musculoskeletal Conditions: Impact of a Digital Care Program. J Pain Res 2023; 16:33-46. [PMID: 36636267 PMCID: PMC9830709 DOI: 10.2147/jpr.s394421] [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: 10/22/2022] [Accepted: 12/16/2022] [Indexed: 01/06/2023] Open
Abstract
Background Musculoskeletal (MSK) pain is highly prevalent worldwide, resulting in significant disability, and comorbid sleep disturbances. Digital therapy for MSK pain can provide significant improvements in care access, alongside pain and disability reductions. However, studies on the effect of such programs on sleep are lacking. Purpose To evaluate the impact on pain-related sleep impairment after a 12-week remote multimodal digital care program (DCP) for MSK conditions. Patients and Methods This is an ad-hoc analysis of a decentralized single-arm study into engagement and clinical outcomes after a DCP for MSK rehabilitation. Patients were stratified by baseline sleep disturbance, based on sleep questions in the questionnaires: Oswestry Disability Index, Neck Disability Index, and the Quick Disabilities of the Arm, Shoulder and Hand questionnaire. Additional outcomes were pain, Generalized Anxiety Disorder 7-item scale, Patient Health 9-item questionnaire, Work Productivity, and Activity Impairment, and program engagement. Results At baseline, 5749 patients reported sleep disturbance (78.0% of eligible patients). These reported significantly worse clinical outcomes at baseline than patients without sleep disturbance (all p<0.001). Patients with comorbid sleep disturbance showed improvements in sleep, with a significant proportion reporting full recovery at program completion: 56% of patients with upper limb conditions (including 10% of patients with severe sleep disturbance at baseline), and 24% with spine conditions. These patients also reported significant improvements in all clinical outcomes at program completion. Engagement and satisfaction were high, and also higher than in patients without sleep impairment. Conclusion This is the first study of its kind investigating the effect of a completely remote DCP for MSK pain on sleep. Patients reporting comorbid sleep disturbance had significant improvement in sleep, alongside pain, mental health and work productivity at program completion. The results suggest that a DCP for MSK pain can improve sleep disturbances in patients with upper limb and spine conditions.
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Affiliation(s)
- Justin K Scheer
- Department of Neurological Surgery, University of California, San Francisco, CA, USA
| | | | | | | | | | - Robert G Moulder
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Jorge Lains
- Rovisco Pais Medical and Rehabilitation Centre, Tocha, Portugal,Faculty of Medicine, Coimbra University, Coimbra, Portugal
| | | | - Vijay Yanamadala
- Sword Health, Inc, Draper, UT, USA,Department of Surgery, Quinnipiac University Frank H. Netter School of Medicine, Hamden, CT, USA,Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT, USA
| | - Fernando Dias Correia
- Sword Health, Inc, Draper, UT, USA,Neurology Department, Centro Hospitalar e Universitário do Porto, Porto, Portugal,Correspondence: Fernando Dias Correia, Sword Health Inc, 13937 Sprague Lane Ste 100, Draper, UT, 84020, USA, Tel +1 385-308-8034, Fax +1 801-206-3433, Email
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Jiang Y, Wang Y, Wang R, Zhang X, Wang X. Differences in pain, disability, and psychological function in low back pain patients with and without anxiety. Front Physiol 2022; 13:906461. [DOI: 10.3389/fphys.2022.906461] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 10/19/2022] [Indexed: 11/06/2022] Open
Abstract
Objectives: Non-specific low back pain affects people of all ages and is a leading contributor to disease burden worldwide. Chronic low back pain (LBP) reduces working hours, increases comorbidities, and increases rehabilitation needs. The aim of this study was to evaluate whether there were differences in pain, dysfunction, and psychological factors between two groups. The supplementary demonstrated the relationship between these influencing factors and anxiety.Methods: A cross-sectional study was designed to analyze the differences in pain, disability, and psychological function in non-specific LBP patients with and without anxiety. In total, 60 subjects were divided into two groups based on self-rated anxiety scores: 30 patients with SAS score ≥50 were in the low back pain with anxiety group, and 30 for the LBP without anxiety group with SAS score <50. The pain intensity was assessed using the Visual Analog Scale; psychological function, using the Pain Anxiety Symptoms Scale, the Tampa Scale for Kinesiophobia, and the Fear Avoidance Beliefs Questionnaire; functional disability, using the Oswestry Disability Index and the Roland–Morris Disability Questionnaire; quality of life using 36-Item Short-Form Health Survey questionnaire; and the quality of sleep using Pittsburgh Sleep Quality Index, and the relationships between variables and anxiety scores were estimated using Spearman correlation analysis.Results: A total of 60 participants were enrolled after self-rated anxiety was assessed and the full investigation was finished. The analyses showed significant differences of pain intensity (p = 0.034, disability (ODI, p = 0.007; RMDQ, p = 0.012) and psychological function (TSK, p = 0.000; PASS, p = 0.009; FABQ, p = 0.000; SF-36, p = 0.000; and PSQI, p = 0.000) between the two groups. Spearman correlation analysis showed that the anxiety score had significant positive correlations with functional disability (ODI, p = 0.004 and 95% CI = 0.112–0.573; RMDQ, p = 0.003, 95% CI = 0.135–0.586) and psychological function (TSK, p = 0.001, 95% CI = 0.174–0.612), excellent positive correlation with quality of sleep (PASS, p = 0.025, 95% CI = 0.031–0.512), and strongly negative correlations with the quality of life (SF-36, p = 0.000, 95% CI = 0.761–0.433).Conclusion: We recognized that anxiety in low back pain patients was mainly due to interaction with the intensity of pain, disability level, and a mass of psychological function. The future research direction could be to alleviate the anxiety on the comprehensive efficacy of patients with low back pain.
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Loos NL, Hoogendam L, Souer JS, Slijper HP, Andrinopoulou ER, Coppieters MW, Selles RW. Reply to the Letter to the Editor: Machine Learning Can be Used to Predict Function but Not Pain After Surgery for Thumb Carpometacarpal Osteoarthritis. Clin Orthop Relat Res 2022; 480:2278-2279. [PMID: 36099414 PMCID: PMC9556074 DOI: 10.1097/corr.0000000000002398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 08/19/2022] [Indexed: 01/31/2023]
Affiliation(s)
- Nina L. Loos
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands
- Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Lisa Hoogendam
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands
- Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands
- Hand and Wrist Center, Xpert Clinics, the Netherlands
| | | | - Harm P. Slijper
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands
- Hand and Wrist Center, Xpert Clinics, the Netherlands
| | - Eleni-Rosalina Andrinopoulou
- Department of Biostatistics, Erasmus MC, Rotterdam, the Netherlands
- Department of Epidemiology, Erasmus MC, Rotterdam, the Netherlands
| | - Michel W. Coppieters
- Menzies Health Institute Queensland, Griffith University, Brisbane and Gold Coast, Australia
- Amsterdam Movement Sciences, Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Ruud W. Selles
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands
- Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands
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Scheer J, Costa F, Molinos M, Areias A, Janela D, Moulder RG, Lains J, Bento V, Yanamadala V, Cohen SP, Correia FD. Racial and Ethnic Differences in Outcomes of a 12-Week Digital Rehabilitation Program for Musculoskeletal Pain: Prospective Longitudinal Cohort Study. J Med Internet Res 2022; 24:e41306. [PMID: 36189963 PMCID: PMC9664333 DOI: 10.2196/41306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 09/14/2022] [Accepted: 09/30/2022] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND Musculoskeletal (MSK) pain disproportionately affects people from different ethnic backgrounds through higher burden and less access to care. Digital care programs (DCPs) can improve access and help reduce inequities. However, the outcomes of such programs based on race and ethnicity have yet to be studied. OBJECTIVE We aimed to assess the impact of race and ethnicity on engagement and outcomes in a multimodal DCP for MSK pain. METHODS This was an ad hoc analysis of an ongoing decentralized single-arm investigation into engagement and clinical-related outcomes after a multimodal DCP in patients with MSK conditions. Patients were stratified by self-reported racial and ethnic group, and their engagement and outcome changes between baseline and 12 weeks were compared using latent growth curve analysis. Outcomes included program engagement (number of sessions), self-reported pain scores, likelihood of surgery, Generalized Anxiety Disorder 7-item scale, Patient Health Questionnaire 9-item, and Work Productivity and Activity Impairment. A minimum clinically important difference (MCID) of 30% was calculated for pain, and multivariable logistic regression was performed to evaluate race as an independent predictor of meeting the MCID. RESULTS A total of 6949 patients completed the program: 65.5% (4554/6949) of them were non-Hispanic White, 10.8% (749/6949) were Black, 9.7% (673/6949) were Asian, 9.2% (636/6949) were Hispanic, and 4.8% (337/6949) were of other racial or ethnic backgrounds. The population studied was diverse and followed the proportions of the US population. All groups reported high engagement and satisfaction, with Hispanic and Black patients ranking first among satisfaction despite lower engagement. Black patients had a higher likelihood to drop out (odds ratio [OR] 1.19, 95% CI 1.01-1.40, P=.04) than non-Hispanic White patients. Hispanic and Black patients reported the highest level of pain, surgical intent, work productivity, and impairment in activities of daily living at baseline. All race groups showed a significant improvement in all outcomes, with Black and Hispanic patients reporting the greatest improvements in clinical outcomes. Hispanic patients also had the highest response rate for pain (75.8%) and a higher OR of meeting the pain MCID (OR 1.74, 95% CI 1.24-2.45, P=.001), when compared with non-Hispanic White patients, independent of age, BMI, sex, therapy type, education level, and employment status. No differences in mental health outcomes were found between race and ethnic groups. CONCLUSIONS This study advocates for the utility of a DCP in improving access to MSK care and promoting health equity. Engagement and satisfaction rates were high in all the groups. Black and Hispanic patients had higher MSK burden at baseline and lower engagement but also reported higher improvements, with Hispanic patients presenting a higher likelihood of pain improvement.
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Affiliation(s)
- Justin Scheer
- Department of Neurological Surgery, University of California, San Francisco, CA, United States
| | | | | | | | - Dora Janela
- Sword Health, Inc, Draper, UT, United States
| | - Robert G Moulder
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO, United States
| | - Jorge Lains
- Faculty of Medicine, Coimbra University, Coimbra, Portugal
- Rovisco Pais Medical and Rehabilitation Centre, Tocha, Portugal
| | | | - Vijay Yanamadala
- Sword Health, Inc, Draper, UT, United States
- Department of Surgery, Frank H Netter School of Medicine, Quinnipiac University, Hamden, CT, United States
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT, United States
| | - Steven P Cohen
- Department of Anesthesiology & Critical Care Medicine, 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, 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 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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Lutke Schipholt IJ, Scholten-Peeters GGM, Koop MA, Bonnet P, Bontkes HJ, Coppieters MW. Systemic neuroimmune responses in people with non-specific neck pain and cervical radiculopathy, and associations with clinical, psychological, and lifestyle factors. Front Mol Neurosci 2022; 15:1003821. [PMID: 36311017 PMCID: PMC9608367 DOI: 10.3389/fnmol.2022.1003821] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 09/20/2022] [Indexed: 08/09/2023] Open
Abstract
Neuroimmune responses remain understudied in people with neck pain. This study aimed to (1) compare a broad range of systemic neuroimmune responses in people with non-specific neck pain (N = 112), cervical radiculopathy (N = 25), and healthy participants (N = 23); and (2) explore their associations with clinical, psychological and lifestyle factors. Quantification of systemic neuroimmune responses involved ex vivo serum and in vitro evoked-release levels of inflammatory markers, and characterization of white blood cell phenotypes. Inflammatory indices were calculated to obtain a measure of total immune status and were considered the main outcomes. Differences between groups were tested using analyses of covariance (ANCOVA) and multivariable regression models. Compared to healthy participants, the ex vivo pro-inflammatory index was increased in people with non-specific neck pain (β = 0.70, p = 0.004) and people with cervical radiculopathy (β = 0.64, p = 0.04). There was no difference between non-specific neck pain and cervical radiculopathy (β = 0.23, p = 0.36). Compared to non-specific neck pain, people with cervical radiculopathy showed lower numbers of monocytes (β = -59, p = 0.01). There were no differences between groups following in vitro whole blood stimulation (p ≥ 0.23) or other differences in the number and phenotype of white blood cells (p ≥ 0.07). The elevated ex vivo neuroimmune responses in people with non-specific neck pain and radiculopathy support the contention that these conditions encompass inflammatory components that can be measured systemically. There were multiple significant associations with clinical, psychological and lifestyle factors, such as pain intensity (β = 0.25) and anxiety (β = 0.23) in non-specific neck pain, visceral adipose tissue (β = 0.43) and magnification (β = 0.59) in cervical radiculopathy, and smoking (β = 0.59) and visceral adipose tissue (β = 0.52) in healthy participants. These associations were modified by sex, indicating different neuroimmune associations for females and males.
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Affiliation(s)
- Ivo J. Lutke Schipholt
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Laboratory Medical Immunology, Department of Clinical Chemistry, Amsterdam University Medical Center, Amsterdam, Netherlands
- Department of Rehabilitation Medicine, Amsterdam University Medical Centre, Amsterdam, Netherlands
| | - Gwendolyne G. M. Scholten-Peeters
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Meghan A. Koop
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Laboratory Medical Immunology, Department of Clinical Chemistry, Amsterdam University Medical Center, Amsterdam, Netherlands
| | - Petra Bonnet
- Laboratory Medical Immunology, Department of Clinical Chemistry, Amsterdam University Medical Center, Amsterdam, Netherlands
| | - Hetty J. Bontkes
- Laboratory Medical Immunology, Department of Clinical Chemistry, Amsterdam University Medical Center, Amsterdam, Netherlands
| | - Michel W. Coppieters
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Menzies Health Institute Queensland, Griffith University, Brisbane, QLD, Australia
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Digital rehabilitation for hand and wrist pain: a single-arm prospective longitudinal cohort study. Pain Rep 2022; 7:e1026. [PMID: 36003064 PMCID: PMC9394689 DOI: 10.1097/pr9.0000000000001026] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 06/10/2022] [Accepted: 06/25/2022] [Indexed: 11/26/2022] Open
Abstract
Supplemental Digital Content is Available in the Text. This study supports that a fully remote digital care program is feasible and able to promote high patient engagement in the telerehabilitation of patients with wrist and hand pain. Introduction: Wrist and hand represent the third most common body part in work-related injuries, being associated with long-term absenteeism. Telerehabilitation can promote access to treatment, patient adherence, and engagement, while reducing health care–related costs. Objective: Report the results of a fully remote digital care program (DCP) for wrist and hand pain (WP). Methods: A single-arm interventional study was conducted on individuals with WP applying for a DCP. Primary outcome was the mean change in the Numerical Pain Rating Scale after 8 weeks (considering a minimum clinically important change of 30%). Secondary outcomes were: disability (Quick Disabilities of the Arm, Shoulder, and Hand questionnaire), analgesic intake, surgery intention, mental health (patient health questionnaire [PHQ-9] and generalized anxiety disorder [GAD-7]), fear-avoidance beliefs (FABQ-PA), work productivity and activity impairment, and engagement. Results: From 189 individuals starting the DCP, 149 (78.8%) completed the intervention. A significant pain improvement was observed (51.3% reduction (2.26, 95% CI 1.73; 2.78)) and 70.4% of participants surpassing minimum clinically important change. This change correlated with improvements in disability (52.1%), FABQ-PA (32.2%), and activities impairment recovery (65.4%). Improvements were also observed in other domains: surgery intent (76.1%), mental health (67.0% in anxiety and 72.7% in depression), and overall productivity losses (68.2%). Analgesic intake decreased from 22.5% to 7.1%. Mean patient satisfaction score was 8.5/10.0 (SD 1.8). Conclusions: These findings support the feasibility and utility of a fully remote DCP for patients with WP. Clinically significant improvements were observed in all health-related and productivity-related outcomes, alongside very high patient adherence rates and satisfaction. This study strengthens that management of WP is possible through a remote DCP, decreasing access barriers and potentially easing health care expenditure.
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Digital Care Programs for Chronic Hip Pain: A Prospective Longitudinal Cohort Study. Healthcare (Basel) 2022; 10:healthcare10081595. [PMID: 36011251 PMCID: PMC9408636 DOI: 10.3390/healthcare10081595] [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: 07/16/2022] [Revised: 08/16/2022] [Accepted: 08/19/2022] [Indexed: 11/17/2022] Open
Abstract
Chronic hip pain is a cause of disability worldwide. Digital interventions (DI) may promote access while providing proper management. This single-arm interventional study assesses the clinical outcomes and engagement of a completely remote multimodal DI in patients with chronic hip pain. This home-based DI consisted of exercise (with real-time biofeedback), education, and cognitive-behavioral therapy. Outcomes were calculated between baseline and program end, using latent growth curve analysis. Primary outcome was the Hip Disability and Osteoarthritis Outcome Score (HOOS). Secondary outcomes were pain, intent to undergo surgery, mental health, productivity, patient engagement (exercise sessions frequency), and satisfaction. Treatment response was assessed using a 30% pain change cut-off. A completion rate of 74.2% (396/534), alongside high patient engagement (2.9 exercise sessions/week, SD 1.1) and satisfaction (8.7/10, SD 1.6) were observed. Significant improvements were observed across all HOOS sub-scales (14.7−26.8%, p < 0.05), with 66.8% treatment responders considering pain. Marked improvements were observed in surgery intent (70.1%), mental health (54%), and productivity impairment (60.5%) (all p < 0.001). The high engagement and satisfaction reported after this DI, alongside the clinical outcome improvement, support the potential of remote care in the management of chronic hip conditions.
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Janela D, Costa F, Molinos M, Moulder RG, Lains J, Bento V, Scheer JK, Yanamadala V, Cohen SP, Correia FD. Digital Rehabilitation for Elbow Pain Musculoskeletal Conditions: A Prospective Longitudinal Cohort Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:9198. [PMID: 35954555 PMCID: PMC9367806 DOI: 10.3390/ijerph19159198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 07/20/2022] [Accepted: 07/25/2022] [Indexed: 02/04/2023]
Abstract
Elbow musculoskeletal pain (EP) is a major cause of disability. Telerehabilitation has shown great potential in mitigating musculoskeletal pain conditions, but EP is less explored. This single-arm interventional study investigates clinical outcomes and engagement levels of a completely remote multimodal digital care program (DCP) in patients with EP. The DCP consisted of exercise, education, and cognitive-behavioral therapy for 8 weeks. Primary outcome: disability change (through the Quick Disabilities of the Arm, Shoulder, and Hand questionnaire (QuickDASH), treatment response cut-offs: 12.0-point reduction and 30% change). Secondary outcomes: pain, analgesic intake, surgery intent, mental health, fear-avoidance beliefs, work productivity, and patient engagement. Of the 132 individuals that started the DCP, 112 (84.8%) completed the intervention. Significant improvements were observed in QuickDASH with an average reduction of 48.7% (11.9, 95% CI 9.8; 14.0), with 75.3% of participants reporting ≥30% change and 47.7% reporting ≥12.0 points. Disability change was accompanied by reductions in pain (53.1%), surgery intent (57.5%), anxiety (59.8%), depression (68.9%), fear-avoidance beliefs (34.2%), and productivity impairment (72.3%). Engagement (3.5 (SD 1.4) sessions per week) and satisfaction 8.5/10 (SD 1.6) were high. The significant improvement observed in clinical outcomes, alongside high engagement, and satisfaction suggests patient acceptance of this care delivery mode.
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Affiliation(s)
- Dora Janela
- SWORD Health, Inc., Draper, UT 84043, USA; (D.J.); (F.C.); (M.M.); (V.B.); (V.Y.)
| | - Fabíola Costa
- SWORD Health, Inc., Draper, UT 84043, USA; (D.J.); (F.C.); (M.M.); (V.B.); (V.Y.)
| | - Maria Molinos
- SWORD Health, Inc., Draper, UT 84043, USA; (D.J.); (F.C.); (M.M.); (V.B.); (V.Y.)
| | - Robert G. Moulder
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO 80309, USA;
| | - Jorge Lains
- Rovisco Pais Medical and Rehabilitation Centre, 3064-908 Tocha, Portugal;
- Faculty of Medicine, Coimbra University, 3004-504 Coimbra, Portugal
| | - Virgílio Bento
- SWORD Health, Inc., Draper, UT 84043, USA; (D.J.); (F.C.); (M.M.); (V.B.); (V.Y.)
| | - Justin K. Scheer
- Department of Neurological Surgery, University of California, San Francisco, CA 94143, USA;
| | - Vijay Yanamadala
- SWORD Health, Inc., Draper, UT 84043, USA; (D.J.); (F.C.); (M.M.); (V.B.); (V.Y.)
- Department of Surgery, Frank H. Netter School of Medicine, Quinnipiac University, Hamden, CT 06473, USA
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT 06103, USA
| | - Steven P. Cohen
- Department of Anesthesiology & Critical Care Medicine, Johns Hopkins School of Medicine, Baltimore, MD 21287, USA;
- Department of Physical Medicine and Rehabilitation, Johns Hopkins School of Medicine, Baltimore, MD 21287, USA
- Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD 21287, USA
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD 21287, USA
- Department of Anesthesiology, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
- Department of Physical Medicine and Rehabilitation, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Fernando Dias Correia
- SWORD Health, Inc., Draper, UT 84043, USA; (D.J.); (F.C.); (M.M.); (V.B.); (V.Y.)
- Department of Neurology, Centro Hospitalar e Universitário do Porto, 4099-001 Porto, Portugal
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Costa F, Janela D, Molinos M, Moulder R, Bento V, Lains J, Scheer J, Yanamadala V, Cohen S, Dias Correia F. Impacts of Digital Care Programs for Musculoskeletal Conditions on Depression and Work Productivity: Longitudinal Cohort Study. J Med Internet Res 2022; 24:e38942. [PMID: 35714099 PMCID: PMC9361146 DOI: 10.2196/38942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 06/09/2022] [Accepted: 06/16/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Comorbidity between musculoskeletal (MSK) pain and depression is highly common, and is associated with a greater symptom burden and greater loss of work productivity than either condition alone. Multimodal care programs tackling both physical and mental health components may maximize productivity recovery and return to work. Digital delivery of such programs can facilitate access, ensure continuity of care, and enhance patient engagement. OBJECTIVE The aim of this study was to assess the impact of a completely remote multimodal digital care program (DCP) for MSK pain on mental health and work-related outcomes stratified by baseline depression levels. METHODS Ad hoc analysis of an interventional, single-arm, cohort study of individuals with MSK pain undergoing a DCP was performed. Three subgroups with different baseline depression severity levels were established based on responses to the Patient Health Questionnaire (PHQ-9): cluster 1 (score<5: minimal depression), cluster 2 (scores 5-10: mild depression), and cluster 3 (score≥10: moderate depression). The mean changes in depression, anxiety, fear-avoidance beliefs, work productivity, and activity impairment and adherence between baseline and end of program (8-12 weeks) were assessed across subgroups by latent growth curve analysis. RESULTS From a total of 7785 eligible participants, 6137 (78.83%) were included in cluster 1, 1158 (14.87%) in cluster 2, and 490 (6.29%) in cluster 3. Significant improvements in depression and anxiety scores were observed in clusters 2 and 3 but not in cluster 1, with average end-of-the program scores in clusters 2 and 3 below the initially defined cluster thresholds (score of 5 and 10, respectively). All clusters reported significant improvements in productivity impairment scores (mean changes from -16.82, 95% CI -20.32 to -13.42 in cluster 1 to -20.10, 95% CI -32.64 to -7.57 in cluster 3). Higher adherence was associated with higher improvements in depression in clusters 2 and 3, and with greater recovery in activities of daily living in cluster 3. Overall patient satisfaction was 8.59/10.0 (SD 1.74). CONCLUSIONS A multimodal DCP was able to promote improvements in productivity impairment scores comparable to those previously reported in the literature, even in participants with comorbid depression and anxiety. These results reinforce the need to follow a biopsychosocial framework to optimize outcomes in patients with MSK pain. TRIAL REGISTRATION ClinicalTrials.gov NCT04092946; https://clinicaltrials.gov/ct2/show/NCT04092946.
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Affiliation(s)
| | | | | | - Robert Moulder
- Institute for Cognitive Science, University of Colorado, Boulder, CO, United States
| | | | - Jorge Lains
- Rovisco Pais Medical and Rehabilitation Centre, Tocha, Portugal
- Faculty of Medicine, Coimbra University, Coimbra, Portugal
| | - Justin Scheer
- Department of Neurological Surgery, University of California, San Francisco, CA, United States
| | - Vijay Yanamadala
- SWORD Health Inc, Draper, UT, United States
- Department of Surgery, Frank H Netter School of Medicine, Quinnipiac University, Hamden, CT, United States
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT, United States
| | - Steven Cohen
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins School of Medicine, Baltimore, 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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Costa F, Janela D, Molinos M, Moulder RG, Lains J, Bento V, Scheer J, Yanamadala V, Correia FD, Cohen SP. Digital Rehabilitation for Acute Low Back Pain: A Prospective Longitudinal Cohort Study. J Pain Res 2022; 15:1873-1887. [PMID: 35813029 PMCID: PMC9261956 DOI: 10.2147/jpr.s369926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 06/11/2022] [Indexed: 11/23/2022] Open
Abstract
Background Low back pain (LBP) has a lifetime prevalence of 70–80%. Access to timely and personalized, evidence-based care is key to prevent chronic progression. Digital solutions may ease accessibility to treatment while reducing healthcare-related costs. Purpose We aim to report the results of a fully remote digital care program (DCP) for acute LBP. Patients and Methods This was an interventional, single-arm, cohort study of patients with acute LBP who received a DCP. Primary outcome was the mean change in disability (Oswestry Disability Index – ODI) after 12 weeks. Secondary outcomes included change in pain (NPRS), analgesic consumption, surgery likelihood, depression (PHQ-9), anxiety (GAD-7), fear-avoidance beliefs (FABQ-PA), work productivity (WPAI) and engagement. Results A total of 406 patients were enrolled in the program and of those, 332 (81.8%) completed the intervention. A significant disability reduction of 55.1% (14.93, 95% CI 13.95; 15.91) was observed, corresponding to a 76.1% responder rate (30% cut-off). Disability reduction was accompanied by significant improvements in pain (61.0%), depression (55.4%), anxiety (59.5%), productivity (65.6%), fear-avoidance beliefs (46.3%), intent to pursue surgery (59.1%), and analgesic consumption (from 35.7% at baseline to 10.8% at program end). DCP-related patient satisfaction score was 8.7/10.0 (SD 1.4). Conclusion This study demonstrated the utility of a multimodal DCP for patients with acute LBP. Very high adherence rates and patient satisfaction were observed, alongside significant reductions in all assessed outcomes, consistent with the growing body of evidence supporting the management of acute LBP with DCPs.
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Affiliation(s)
- Fabíola Costa
- SWORD Health, Inc, Clinical Research, Draper, UT, USA
| | - Dora Janela
- SWORD Health, Inc, Clinical Research, Draper, UT, USA
| | - Maria Molinos
- SWORD Health, Inc, Clinical Research, Draper, UT, USA
| | - Robert G Moulder
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Jorge Lains
- Rovisco Pais Medical and Rehabilitation Centre, Tocha, Portugal
- Faculty of Medicine, Coimbra University, Coimbra, Portugal
| | | | - Justin Scheer
- Department of Neurological Surgery, University of California, San Francisco, CA, USA
| | - Vijay Yanamadala
- SWORD Health, Inc, Clinical Research, Draper, UT, USA
- Department of Surgery, Quinnipiac University Frank H. Netter School of Medicine, Hamden, CT, USA
- Department of Neurosurgery, Hartford Healthcare Medical Group, Westport, CT, USA
| | - Fernando Dias Correia
- SWORD Health, Inc, Clinical Research, Draper, UT, USA
- Neurology Department, Centro Hospitalar e Universitário do Porto, Porto, Portugal
- Correspondence: Fernando Dias Correia, 65 E Wadsworth Park Dr Ste 230, Draper, UT, 84020, USA, Tel +1 385-308-8034, Fax +1 801-206-3433, Email
| | - Steven P Cohen
- Departments of Anesthesiology & Critical Care Medicine, Physical Medicine and Rehabilitation, Neurology, and Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Departments of Anesthesiology and Physical Medicine and Rehabilitation and Anesthesiology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
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The Association between Postpartum Pelvic Girdle Pain and Pelvic Floor Muscle Function, Diastasis Recti and Psychological Factors-A Matched Case-Control Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19106236. [PMID: 35627771 PMCID: PMC9141269 DOI: 10.3390/ijerph19106236] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 05/14/2022] [Accepted: 05/19/2022] [Indexed: 12/10/2022]
Abstract
There is uncertainty regarding the association between abdominal morphology, pelvic floor function, and psychological factors in women with postpartum pelvic girdle pain (PGP). The aim of this case-control study was to evaluate the differences between women with and without persistent PGP regarding pelvic floor function, diastasis recti, and psychological factors 6−24 weeks postpartum. Pelvic floor manometry, palpation examination of abdominal muscles, the International Consultation on Incontinence Questionnaire Short Form, The Depression, Anxiety and Stress Scale—21, and the Pain Catastrophizing Scale were used. The PGP group presented with lower vaginal resting pressure (p < 0.001), more tenderness (p = 0.018) and impaired voluntary activation of pelvic floor muscles (p ≤ 0.001). Women with pain also had more distortion on the level of the anterior abdominal wall (p = 0.001) and more severe diastasis recti (p = 0.046) when compared to pain-free controls. Lower vaginal resting pressure was the strongest factor explaining PGP (OR 0.702, 95%CI 0.502−0.981). There were no differences in terms of the pelvic floor strength, endurance, severity of urinary incontinence and reported distress between the groups. Women with PGP 6−24 weeks postpartum differ in pelvic floor and abdominal muscle function from the pain-free controls. Vaginal resting pressure may be an important factor in pelvic girdle pain shortly postpartum. Further studies are needed to see a trend in changes over time.
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19
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Schroeter AC, MacDonald DA, Scholten-Peeters GGM, Goubert L, Kendall E, Coppieters MW. Preferred self-administered questionnaires to assess resilience, optimism, pain acceptance and social support in people with pain. A modified Delphi study. PAIN MEDICINE 2022; 23:1891-1901. [DOI: 10.1093/pm/pnac074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 04/25/2022] [Accepted: 05/01/2022] [Indexed: 11/14/2022]
Abstract
Abstract
Objectives
The plethora of self-administered questionnaires to assess positive psychosocial factors complicates questionnaire selection. This study aimed to identify and reach consensus on the most suitable self-administered questionnaires to assess resilience, optimism, pain acceptance and social support in people with pain.
Design
A three-round modified Delphi study.
Participants
Forty international experts.
Methods
In Round 1, the experts suggested questionnaires deemed appropriate to assess resilience, optimism, pain acceptance and/or social support. In Round 2, experts indicated whether they considered the suggested questionnaires to be suitable (Yes/No/Don’t know) to assess these psychosocial factors, taking into consideration content, feasibility, personal experience and the measurement properties which we provided for each questionnaire. Questionnaires that were considered suitable by the majority of experts (≥60%) were retained for Round 3. In Round 3, the suitability of each questionnaire was rated on a 0–10 Likert scale. Consensus was reached if ≥ 75% of experts rated the questionnaire ≥7.
Results
From the 67 questionnaires suggested in Round 1, one questionnaire could be recommended per domain. For resilience: Pain Resilience Scale; for optimism: Revised Version of the Life Orientation Test; for pain acceptance: 8-item and Revised Versions of the Chronic Pain Acceptance Questionnaire; for social support: Emotional Support Item Bank of the PROMIS tool. Consensus for these questionnaires was also reached in a sensitivity analysis which excluded the ratings of experts involved in the development, translation and/or validation of relevant questionnaires.
Conclusion
We advocate the use of these recommended questionnaires so data can be compared and pooled more easily.
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Affiliation(s)
- Andrea C Schroeter
- Menzies Health Institute Queensland, Griffith University, Brisbane & Gold Coast, Australia
- School of Health Sciences and Social Work, Griffith University, Brisbane & Gold Coast, Australia
| | - David A MacDonald
- School of Health Sciences and Social Work, Griffith University, Brisbane & Gold Coast, Australia
| | | | - Liesbet Goubert
- Department of Experimental-Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Elizabeth Kendall
- Menzies Health Institute Queensland, Griffith University, Brisbane & Gold Coast, Australia
- School of Health Sciences and Social Work, Griffith University, Brisbane & Gold Coast, Australia
| | - Michel W Coppieters
- Menzies Health Institute Queensland, Griffith University, Brisbane & Gold Coast, Australia
- Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, The Netherlands
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20
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Extracorporeal Shock Wave Therapy Combined with Oral Medication and Exercise for Chronic Low Back Pain. Arch Phys Med Rehabil 2022; 103:1499. [DOI: 10.1016/j.apmr.2022.02.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 01/22/2022] [Accepted: 02/01/2022] [Indexed: 11/17/2022]
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21
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Lutke Schipholt IJ, Scholten-Peeters G, Bontkes H, Coppieters MW. Neuroimmune responses following joint mobilisation and manipulation in people with persistent neck pain: a protocol for a randomised placebo-controlled trial. BMJ Open 2022; 12:e055748. [PMID: 35260459 PMCID: PMC8905979 DOI: 10.1136/bmjopen-2021-055748] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
INTRODUCTION Joint mobilisation and manipulation often results in immediate pain relief in people with neck pain. However, the biological mechanisms behind pain relief are largely unknown. There is preliminary evidence that joint mobilisation and manipulation lessens the upregulated neuroimmune responses in people with persistent neck pain. METHODS AND ANALYSIS This study protocol describes a randomised placebo-controlled trial to investigate whether joint mobilisation and manipulation influence neuroimmune responses in people with persistent neck pain. People with persistent neck pain (N=100) will be allocated, in a randomised and concealed manner, to the experimental or control group (ratio 3:1). Short-term (ie, baseline, immediately after and 2 hours after the intervention) neuroimmune responses will be assessed, such as inflammatory marker concentration following in vitro stimulation of whole blood cells, systemic inflammatory marker concentrations directly from blood samples, phenotypic analysis of peripheral blood mononuclear cells and serum cortisol. Participants assigned to the experimental group (N=75) will receive cervical mobilisations targeting the painful and/or restricted cervical segments and a distraction manipulation of the cervicothoracic junction. Participants assigned to the control group (N=25) will receive a placebo mobilisation and placebo manipulation. Using linear mixed models, the short-term neuroimmune responses will be compared (1) between people in the experimental and control group and (2) within the experimental group, between people who experience a good outcome and those with a poor outcome. Furthermore, the association between the short-term neuroimmune responses and pain relief following joint mobilisation and manipulation will be tested in the experimental group. ETHICS AND DISSEMINATION This trial is approved by the Medical Ethics Committee of Amsterdam University Medical Centre, location VUmc (Approval number: 2018.181). TRIAL REGISTRATION NUMBER NL6575 (trialregister.nl.
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Affiliation(s)
- Ivo J Lutke Schipholt
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Department of Clinical Chemistry, Laboratory Medical Immunology, Amsterdam UMC, Location VU Medical Centre, Amsterdam, Netherlands
| | - Gwendolyne Scholten-Peeters
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Hetty Bontkes
- Department of Clinical Chemistry, Laboratory Medical Immunology, Amsterdam UMC, Location VU Medical Centre, Amsterdam, Netherlands
| | - Michel W Coppieters
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Menzies Health Institute Queensland, Griffith University, Brisbane & Gold Coast, Queensland, Australia
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22
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Janela D, Costa F, Molinos M, Moulder RG, Lains J, Francisco GE, Bento V, Cohen SP, Correia FD. Asynchronous and Tailored Digital Rehabilitation of Chronic Shoulder Pain: A Prospective Longitudinal Cohort Study. J Pain Res 2022; 15:53-66. [PMID: 35035234 PMCID: PMC8755939 DOI: 10.2147/jpr.s343308] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Accepted: 12/22/2021] [Indexed: 12/21/2022] Open
Abstract
Background Chronic shoulder pain (SP) is responsible for significant morbidity, decreased quality of life and impaired work ability, resulting in high socioeconomic burden. Successful SP management is dependent on adherence and compliance with effective evidence-based interventions. Digital solutions may improve accessibility to such treatments, increasing convenience, while reducing healthcare-related costs. Purpose Present the results of a fully remote digital care program (DCP) for chronic SP. Patients and Methods Interventional, single-arm, cohort study of individuals with chronic SP applying for a digital care program. Primary outcome was the mean change between baseline and 12 weeks on the Quick Disabilities of the Arm, Shoulder and Hand (QuickDASH) questionnaire. Secondary outcomes were change in pain (NPRS), analgesic consumption, intention to undergo surgery, anxiety (GAD-7), depression (PHQ-9), fear-avoidance beliefs (FABQ-PA), work productivity (WPAI) and engagement. Results From 296 patients at program start, 234 (79.1%) completed the intervention. Changes in QuickDASH between baseline and end-of-program were both statistically (p < 0.001) and clinically significant, with a mean reduction of 51.6% (mean −13.45 points, 95% CI: 11.99; 14.92). Marked reductions were also observed in all secondary outcomes: 54.8% in NPRS, 44.1% ceased analgesics consumption, 55.5% in surgery intent, 37.7% in FABQ-PA, 50.3% in anxiety, 63.6% in depression and 66.5% in WPAI overall. Higher engagement was associated with higher improvements in disability. Mean patient satisfaction score was 8.7/10.0 (SD 1.6). Conclusion This is the first real-world cohort study reporting the results of a multimodal remote digital approach for chronic SP rehabilitation. High completion and engagement rates were observed, which were associated with clinically significant improvement in all health-related outcomes, as well as marked productivity recovery. These promising results support the potential of digital modalities to address the global burden of chronic musculoskeletal pain.
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Affiliation(s)
- Dora Janela
- SWORD Health Technologies, Inc, Clinical Validation, Draper, UT, USA
| | - Fabíola Costa
- SWORD Health Technologies, Inc, Clinical Validation, Draper, UT, USA
| | - Maria Molinos
- SWORD Health Technologies, Inc, Clinical Validation, Draper, UT, USA
| | - Robert G Moulder
- Institute for Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Jorge Lains
- Rovisco Pais Medical and Rehabilitation Centre, Tocha, Portugal.,Faculty of Medicine, Coimbra University, Coimbra, Portugal
| | - Gerard E Francisco
- Department of Physical Medicine and Rehabilitation, The University of Texas Health Science Center McGovern Medical School, and TIRR Memorial Hermann, Houston, TX, USA
| | - Virgílio Bento
- SWORD Health Technologies, Inc, Clinical Validation, Draper, UT, USA
| | - Steven P Cohen
- Departments of Anesthesiology & Critical Care Medicine, Physical Medicine and Rehabilitation, Neurology, and Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA.,Departments of Anesthesiology and Physical Medicine and Rehabilitation and Anesthesiology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Fernando Dias Correia
- SWORD Health Technologies, Inc, Clinical Validation, Draper, UT, USA.,Neurology Department, Centro Hospitalar e Universitário do Porto, Porto, Portugal
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23
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Koop MA, Lutke Schipholt IJ, Scholten-Peeters GGM, Coppieters MW. Identifying the most important confounders when assessing the association between low-grade systemic inflammation and musculoskeletal pain: A modified Delphi study. PAIN MEDICINE 2021; 22:2661-2669. [PMID: 34343332 PMCID: PMC8633774 DOI: 10.1093/pm/pnab243] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Objective The association between low-grade systemic inflammation and musculoskeletal pain may be influenced by multiple factors. However, little is known about the relative importance of these factors, and few studies account for them. This Delphi study aimed to reach consensus on the most important confounders which influence the association between low-grade systemic inflammation and musculoskeletal pain. Methods The panel consisted of 48 experts. In Round 1, the experts proposed what they believed were important confounders. In Round 2, the experts indicated for each confounder whether they believed it was important (yes/no). At least 50% of experts had to indicate the confounder was important to be considered in the final round. In Round 3, the experts rated the importance of each confounder on a 7-point Likert scale. Consensus was reached if ≥75% of the experts considered the factor either extremely or moderately important. Results In Round 1, 120 confounders were proposed, which were synthesized into 38 distinct factors. In Round 2, 33 confounders met the criterion to be considered important. In Round 3, consensus was reached for 14 confounders: acute illness/trauma, immune disease, medication use, endocrine, nutritional, or metabolic disease, other musculoskeletal conditions, age, handling of blood samples, sex, cancer, body composition, pregnancy, cardiovascular disease, physical activity, and pain characteristics. Conclusions These findings provide insight in the complexity of the association between low-grade systemic inflammation and musculoskeletal pain. Some factors currently listed as confounders may be re-classified as moderators or mediators as insights progress.
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Affiliation(s)
- Meghan A Koop
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Van der Boechorststraat 7 1081 BT Amsterdam, The Netherlands
| | - Ivo J Lutke Schipholt
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Van der Boechorststraat 7 1081 BT Amsterdam, The Netherlands.,Department of Clinical Chemistry, Laboratory Medical Immunology, Amsterdam UMC, Location VU Medical Centre, De Boelelaan 1117 1081 HV Amsterdam, The Netherlands
| | - Gwendolyne G M Scholten-Peeters
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Van der Boechorststraat 7 1081 BT Amsterdam, The Netherlands
| | - Michel W Coppieters
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Van der Boechorststraat 7 1081 BT Amsterdam, The Netherlands.,Menzies Health Institute Queensland, Griffith University, Gold Coast Campus (G40; LVL 8.82), Parklands Drive, Southport, QLD 4215, Australia
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24
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Kirmizi M, Yalcinkaya G, Sengul YS. Gender differences in health anxiety and musculoskeletal symptoms during the COVID-19 pandemic. J Back Musculoskelet Rehabil 2021; 34:161-167. [PMID: 33682695 DOI: 10.3233/bmr-200301] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
BACKGROUND Health anxiety is often associated with musculoskeletal symptoms and gender, but there are limited studies that investigate these relationships during the COVID-19 pandemic. OBJECTIVE We aimed to compare the genders regarding health anxiety and musculoskeletal symptoms during the COVID-19 pandemic and to investigate the relationship of musculoskeletal symptoms with physical activity and health anxiety. METHODS Assessments were performed through an online questionnaire. Eighty-five males and eighty-five females were included by matching genders in terms of age, body mass index, education level, number of days spent at home during the pandemic, and physical activity. The Short Health Anxiety Inventory, the International Physical Activity Questionnaire-Short Form, and the Nordic Musculoskeletal Questionnaire were used to assess health anxiety, physical activity, and musculoskeletal symptoms, respectively. RESULTS Females had a higher level of health anxiety and more musculoskeletal symptoms than males (p< 0.05). There were weak to moderate correlations in females and weak correlations in males between musculoskeletal symptoms and health anxiety (p< 0.05). Also, a weak negative correlation was found between physical activity and musculoskeletal symptoms in both genders (p< 0.05). CONCLUSIONS Females are more anxious and have more musculoskeletal symptoms during the pandemic than males. Also, health anxiety is related to musculoskeletal symptoms in both genders.
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Affiliation(s)
- Muge Kirmizi
- Department of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Izmir Katip Celebi University, Cigli, Izmir, Turkey.,Institute of Health Sciences, Dokuz Eylul University, Balcova, Izmir, Turkey
| | - Gamze Yalcinkaya
- Institute of Health Sciences, Dokuz Eylul University, Balcova, Izmir, Turkey
| | - Yesim Salik Sengul
- School of Physical Therapy and Rehabilitation, Dokuz Eylul University, Balcova, Izmir, Turkey
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25
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Kragting M, Voogt L, Neijenhuijs KI, Pool-Goudzwaard AL, Coppieters MW. Cross-cultural adaptation and validation of the Dutch language version of the Pictorial Fear of Activity Scale - Cervical. BMC Musculoskelet Disord 2020; 21:708. [PMID: 33115471 PMCID: PMC7594286 DOI: 10.1186/s12891-020-03724-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Accepted: 10/15/2020] [Indexed: 11/23/2022] Open
Abstract
Background The Pictorial Fear of Activity Scale-Cervical (PFActS-C) is a reliable and valid instrument to assess fear of movement in people with whiplash associated disorders. It is not available in Dutch and has not been evaluated in other neck pain populations. This study aimed to systematically translate the PFActS-C into Dutch and evaluate the psychometric properties of this Dutch Language Version (DLV) in people with non-specific neck pain. Methods The PFActS-C was translated according to international guidelines. Internal consistency, test-retest reliability, floor and ceiling effects, face validity and construct validity (convergent and discriminant validity by hypotheses testing and structural validity by confirmatory and exploratory factor-analyses) of the PFActS-C-DLV were tested in 125 people with non-specific neck pain. Results The PFActS-C-DLV showed good to excellent internal consistency (Cronbach’s alpha: 0.98) and stability over time (ICC: 0.90 [95%CI: 0.82–0.93). Four out of five a priori formulated hypotheses regarding related (convergent validity) and unrelated (discriminant validity) constructs were confirmed. However, the confirmatory factor analysis could not confirm the expected 1-factor solution. Furthermore, the exploratory factor analyses revealed that also a higher factor solution would not lead to a good fit of the model. Conclusions The PFActS-C-DLV is a reliable region-specific instrument for people with non-specific neck pain. The construct validity was supported, based on hypotheses testing. However, factor analyses could not confirm a 1-factor solution, so the underlying construct of the PFActS-C-DLV remains unclear. Given the PFActS-C’s photographic format, we believe these findings also have relevance for the original English version. Supplementary information Supplementary information accompanies this paper at 10.1186/s12891-020-03724-1.
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Affiliation(s)
- Maaike Kragting
- Department of Physical Therapy, Research Centre for Health Care Innovations, Rotterdam University of Applied Sciences, Rochussenstraat 198, 3015, EK, Rotterdam, The Netherlands. .,Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
| | - Lennard Voogt
- Department of Physical Therapy, Research Centre for Health Care Innovations, Rotterdam University of Applied Sciences, Rochussenstraat 198, 3015, EK, Rotterdam, The Netherlands
| | - Koen I Neijenhuijs
- Department of Clinical, Neuro- and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Cancer Center Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Annelies L Pool-Goudzwaard
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Somt University of Physiotherapy, Amersfoort, The Netherlands
| | - Michel W Coppieters
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.,Menzies Health Insitute Queensland, Griffith University, Brisbane and Gold Coast, Australia
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