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Campbell J, Stabosz S, Chiu C. Health action process approach and spinal cord injury: a scoping review. Disabil Rehabil 2024:1-15. [PMID: 39711224 DOI: 10.1080/09638288.2024.2442069] [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: 04/23/2024] [Revised: 12/08/2024] [Accepted: 12/10/2024] [Indexed: 12/24/2024]
Abstract
PURPOSE Spinal cord injury may result in chronic pain, difficulty walking and breathing, and/or paralysis. People with spinal cord injury (PwSCI) experience increased risk for chronic diseases and psychosocial distress (e.g. type 2 diabetes, substance use disorders) and premature mortality. The Health Action Process Approach (HAPA) is a social cognitive health behavior framework validated to explain modifiable preventative health behaviors (e.g. physical exercise, healthy eating, substance misuse) among people with chronic conditions. The present scoping review investigates what, how, and how much peer-reviewed research literature applies HAPA to preventative health behaviors among PwSCI. MATERIALS AND METHODS A search was conducted in seven community health databases including PubMed, CINAHL, PsycINFO, SocIndex, Scopus, Web of Science, Sociological Abstracts, and Library and Information Science Source. Seven peer-reviewed articles were identified. Conventional content analysis was used in the full-text review to identify themes and calculate theme frequency. RESULTS All studies were quantitative and applied HAPA to physical exercise. HAPA explained differences in sports participation, leisure time physical activity, and strength training. CONCLUSIONS A strong predictor of physical exercise was belief in the capability to overcome psychosocial barriers. More attention is needed on HAPA-identified barriers, and customized HAPA-based interventions to promote physical exercise among PwSCI.
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Affiliation(s)
- Jeanna Campbell
- School of Social Work, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Sam Stabosz
- Department of Health and Kinesiology, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Chungyi Chiu
- Department of Health and Kinesiology, University of Illinois Urbana-Champaign, Urbana, IL, USA
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Li Y, Li M, Bressington D, Li K, Wong AY, Chung WM, Molassiotis A, Ma CZH, Kor PPK, Yeung WF. Effect of a Mindfulness and Motivational Interviewing-Oriented Physical-Psychological Integrative Intervention for Community-Dwelling Spinal Cord Injury Survivors: A Mixed-Methods Randomized Controlled Trial. Arch Phys Med Rehabil 2024; 105:1632-1641. [PMID: 38782232 DOI: 10.1016/j.apmr.2024.05.017] [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: 12/14/2023] [Revised: 05/13/2024] [Accepted: 05/14/2024] [Indexed: 05/25/2024]
Abstract
OBJECTIVE To evaluate the feasibility, acceptability, and efficacy of a mindfulness and motivational interviewing-oriented physical-psychological integrated intervention in community-dwelling spinal cord injury (SCI) survivors. DESIGN A mixed-methods randomized controlled trial. SETTING Local organizations for handicapped in Hong Kong. PARTICIPANTS Community-dwelling adults with SCI (N=72). INTERVENTIONS Participants in the intervention group (n=36) received video-guided exercise for daily practice and online group psychological (mindfulness and motivational interviewing-oriented) weekly sessions for 8 weeks. Participants in the control group (n=36) received an 8-week online group didactic education on lifestyle discussions and general health suggestions. MAIN OUTCOMES MEASURES Primary outcomes included quality of life, physical activity, depression, and chronic pain. Secondary outcomes included exercise self-efficacy and mindfulness. Outcomes were measured at baseline, postintervention, and 3-month follow-up. Focus-group interviews were conducted postintervention. RESULTS The recruitment, retention, and adherence rates were 84.7%, 100%, and 98.6%, respectively. The intervention showed significant positive effects on preventing declines in quality of life at 3-month follow-up (Cohen d=0.70, 95% CI=0.22-1.18). Positive trends manifested in physical activity, depression, chronic pain, and exercise self-efficacy. Three qualitative categories were identified: subjective improvements in exercise, physical, and social well-being; perceived changes in mindfulness and mental well-being; and intervention facilitators and barriers. CONCLUSIONS The mindfulness and motivational interviewing-oriented physical-psychological integrated intervention is feasible and acceptable. The significant prolonged effect in maintaining quality of life and positive effects on physical and psychosocial well-being indicate its value to address major health challenges of community-dwelling SCI survivors.
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Affiliation(s)
- Yan Li
- School of Nursing, The Hong Kong Polytechnic University, Hong Kong, China
| | - Mengqi Li
- School of Nursing, The Hong Kong Polytechnic University, Hong Kong, China.
| | | | - Kun Li
- School of Nursing, Sun Yat-sen University, Guangzhou, China
| | - Arnold Yl Wong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong, China; Research Institute for Smart Ageing, The Hong Kong Polytechnic University, Hong Kong, China
| | | | - Alex Molassiotis
- College of Arts, Humanities and Education, University of Derby, Derby, United Kingdom
| | - Christina Zong-Hao Ma
- Department of Biomedical Engineering, The Hong Kong Polytechnic University, Hong Kong, China
| | | | - Wing Fai Yeung
- School of Nursing, The Hong Kong Polytechnic University, Hong Kong, China
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Feng L, Wang T, Cai Y, Dai Q, Ding P, Li L. Feasibility and potential effects of a dyadic coping intervention for patients with spinal cord injury and their spouses: a study protocol for a pilot randomised controlled trial. BMJ Open 2024; 14:e079429. [PMID: 39182933 PMCID: PMC11404228 DOI: 10.1136/bmjopen-2023-079429] [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: 08/31/2023] [Accepted: 07/30/2024] [Indexed: 08/27/2024] Open
Abstract
INTRODUCTION It remains difficult for patients with spinal cord injury (SCI) to fully recover their sensory and motor functions; thus, they must rely on the assistance of caregivers to complete activities of daily living. This leads to psychological distress and decreased quality of life in patients and caregivers. Interventions for dyadic coping are a promising option. However, no studies have examined the effects of dyadic coping interventions on patients with SCI and their spouses. Therefore, our team constructed a dyadic coping intervention programme for couples with SCI. METHOD AND ANALYSIS This two-arm, parallel-design, pilot randomised controlled trial will recruit 72 couples with SCI from two tertiary hospitals in Hefei, China. Couples will be randomly allocated to two arms. Couples randomly assigned to the intervention group will receive the usual care and the dyadic coping intervention. Couples randomly assigned to the control group will receive usual care only. The primary outcomes will be the feasibility and acceptability of the dyadic coping intervention for couples with SCI. Secondary outcomes will be quality of life, psychological distress, caregiver burden, marital satisfaction and dyadic coping. Outcomes will be collected at three time points: baseline (T0), post-intervention (T1) and after a follow-up period of 8 weeks (T2). ETHICS AND DISSEMINATION This study has been approved by the Research Ethics Committee of Anhui Medical University (84240008). The results will be published in a peer-reviewed journal. TRIAL REGISTRATION NUMBER ChiCTR2300074556.
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Affiliation(s)
- Linsheng Feng
- Department of Spine Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Ting Wang
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Yujing Cai
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Qing Dai
- Department of Spine Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Peipei Ding
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
| | - Lunlan Li
- School of Nursing, Anhui Medical University, Hefei, Anhui, China
- Human Resources Department, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
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Deane KC, Kurapati N, Gill E, Vogel LC, Zebracki K. Rural-urban disparities in healthcare factors and long-term health outcomes in individuals with pediatric-onset spinal cord injury. FRONTIERS IN REHABILITATION SCIENCES 2023; 4:1102441. [PMID: 37275403 PMCID: PMC10235502 DOI: 10.3389/fresc.2023.1102441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 01/31/2023] [Indexed: 06/07/2023]
Abstract
Objective Adults with pediatric-onset spinal cord injury (SCI) require long-term care and demonstrate elevated risk of secondary health conditions and psychosocial challenges. Medical providers are typically found in more populous and wealthy areas, resulting in a relative lack of providers in rural areas, a discrepancy even more pronounced among specialty providers. As a result, those who reside in rural regions potentially have unmet medical needs, representing a significant public health concern. The purpose of this study was to assess differences between rural and urban-residing participants with pediatric-onset SCI in factors affecting healthcare usage (e.g., employment, income, access to private insurance, community integration) and long-term healthcare outcomes (i.e., secondary health conditions and psychosocial functioning). Methods Data were gathered from an ongoing study examining long-term outcomes of adults with pediatric-onset SCI. Participants (N = 490) completed measures of sociodemographics, injury characteristics, and medical outcomes. Participant zip codes were classified as rural or urban using the ProximityOne database based on the ZIP Code Tabulation Areas from the 2020 census. Results Individuals residing in rural regions report lower levels of education, income, employment rates, private health insurance, and community integration (mobility, occupation, and social engagement), as well increased incidence of pressure injuries, urinary tract infections, hospitalizations, bowel incontinence, sleep difficulties, and perceived physical health. No differences in incidence of psychosocial functioning were identified. Conclusion Mitigating identified disparities and obstacles to treatment of SCI due to residing in rural environments would result in important improvements in treatment outcomes and future prevention efforts of secondary health complications, improving the overall health of adults with pediatric-onset SCI.
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Affiliation(s)
- Kyle C. Deane
- Department of Psychology, Shriners Children's Chicago, Chicago, IL, United States
- Department of Psychology, Rosalind Franklin University of Medicine and Science, North Chicago, IL, United States
| | - Nikhil Kurapati
- Department of Family Medicine, Soin Medical Center, Beavercreek, OH, United States
| | - Emma Gill
- Department of Psychiatry, Northwell Health, Queens, NY, United States
| | - Lawrence C. Vogel
- Department of Psychology, Shriners Children's Chicago, Chicago, IL, United States
- Department of Pediatrics, Rush Medical College, Chicago, IL, United States
| | - Kathy Zebracki
- Department of Psychology, Shriners Children's Chicago, Chicago, IL, United States
- Department of Psychology, Rosalind Franklin University of Medicine and Science, North Chicago, IL, United States
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL,United States
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Dorenkamp MA, Waldron-Perrine B, Hanks R. Influence of Acceptance and Commitment Therapy Core Processes on Anxiety and Stress in Persons With Spinal Cord Injury: A Cross-sectional Study. Arch Phys Med Rehabil 2022; 104:612-618. [PMID: 36481262 DOI: 10.1016/j.apmr.2022.11.004] [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: 07/06/2022] [Revised: 09/29/2022] [Accepted: 11/14/2022] [Indexed: 12/12/2022]
Abstract
OBJECTIVE To explore the relationship between the core Acceptance and Commitment Therapy (ACT) processes (mindfulness, self as context, acceptance, defusion, values, and committed action) and anxiety and stress in a sample of individuals with spinal cord injury (SCI). DESIGN Variance accounted for by ACT on anxiety and stress as outcome variables was examined using multiple linear regression. SETTING Study measures were completed via online survey. PARTICIPANTS 159 participants with a SCI completed self-report study measures relevant to the ACT core processes as well as measures of depression, anxiety, and perceived stress. MAIN OUTCOME MEASURES Outcome measures included the Spinal Cord Injury-Quality of Life Anxiety subdomain and the Perceived Stress Scale. RESULTS Higher reported engagement with acceptance (β=0.238, P=.004), pursuit of values (β=0.187, P<.008), and defusion (β=0.351, P<.001) related to less anxious distress. Perceived stress was predicted by depression (β = 0.230, P=.038) and the ACT core processes as a whole (P<.001). CONCLUSIONS The results of our study indicate that considerable variance in anxiety and stress in individuals with SCI is accounted for by the core processes of ACT. Lower levels of anxiety and stress were predicted by the ACT components as a whole. Anxiety was uniquely predicted by pursuit of values, acceptance, and defusion, indicating these 3 components of ACT may be particularly beneficial in the treatment of anxiety in SCI. These results may provide targeted treatment opportunities via tailored ACT-based interventions.
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Affiliation(s)
- Megan A Dorenkamp
- Department of Rehabilitation Psychology and Neuropsychology, Rehabilitation Institute of Michigan, Detroit, MI
| | - Brigid Waldron-Perrine
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI.
| | - Robin Hanks
- Department of Physical Medicine and Rehabilitation, Wayne State University School of Medicine, Detroit, MI
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Limb accelerations during sleep are related to measures of strength, sensation, and spasticity among individuals with spinal cord injury. J Neuroeng Rehabil 2022; 19:118. [PMID: 36329467 PMCID: PMC9635075 DOI: 10.1186/s12984-022-01090-8] [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: 02/23/2022] [Accepted: 09/08/2022] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND To evaluate the relationship between measures of neuromuscular impairment and limb accelerations (LA) collected during sleep among individuals with chronic spinal cord injury (SCI) to provide evidence of construct and concurrent validity for LA as a clinically meaningful measure. METHODS The strength (lower extremity motor score), sensation (summed lower limb light touch scores), and spasticity (categorized lower limb Modified Ashworth Scale) were measured from 40 adults with chronic (≥ 1 year) SCI. Demographics, pain, sleep quality, and other covariate or confounding factors were measured using self-report questionnaires. Each participant then wore ActiGraph GT9X Link accelerometers on their ankles and wrist continuously for 1-5 days to measure LA from movements during sleep. Regression models with built-in feature selection were used to determine the most relevant LA features and the association to each measure of impairment. RESULTS LA features were related to measures of impairment with models explaining 69% and 73% of the variance (R²) in strength and sensation, respectively, and correctly classifying 81.6% (F1-score = 0.814) of the participants into spasticity categories. The most commonly selected LA features included measures of power and frequency (frequency domain), movement direction (correlation between axes), consistency between movements (relation to recent movements), and wavelet energy (signal characteristics). Rolling speed (change in angle of inclination) and movement smoothness (median crossings) were uniquely associated with strength. When LA features were included, an increase of 72% and 222% of the variance was explained for strength and sensation scores, respectively, and there was a 34% increase in spasticity classification accuracy compared to models containing only covariate features such as demographics, sleep quality, and pain. CONCLUSION LA features have shown evidence of having construct and concurrent validity, thus demonstrating that LA are a clinically-relevant measure related to lower limb strength, sensation, and spasticity after SCI. LA may be useful as a more detailed measure of impairment for applications such as clinical prediction models for ambulation.
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Swift SL, Leyva Y, Wang S, Chang CCH, Dew MA, Shapiro R, Unruh M, Kendall K, Croswell E, Peipert JD, Myaskovsky L. Are cultural or psychosocial factors associated with patient-reported outcomes at the conclusion of kidney transplant evaluation? Clin Transplant 2022; 36:e14796. [PMID: 35988025 PMCID: PMC9772103 DOI: 10.1111/ctr.14796] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 06/30/2022] [Accepted: 07/08/2022] [Indexed: 12/24/2022]
Abstract
BACKGROUND Kidney transplant evaluation (KTE) is a period marked by many stressors for patients, which may lead to poorer patient-reported outcomes (PROs). Research on the association of cultural and psychosocial factors with PROs during KTE is lacking, even though cultural and psychosocial variables may mitigate the relationship between acceptance status and PROs. METHODS Using a prospective cohort study of 955 adults referred for KTE, we examined whether cultural factors and psychosocial characteristics, assessed at the initiation of KTE, are associated with PROs at KTE completion, controlling for demographics and medical factors. Also, we analyzed whether these factors moderate the relationship between transplant acceptance status and PROs. RESULTS In multivariable regression models, a stronger sense of mastery was associated with higher physical and mental QOL. A stronger sense of self-esteem was associated with higher kidney-specific QOL. Depression was associated with a lower mental QOL, but only in those who were accepted for transplant. Having low levels of external locus of control was associated with better mental QOL in those who were not accepted for transplant. Higher anxiety was associated with poorer kidney-specific QOL among those who were not accepted for KT, but trust in physician was only associated with greater satisfaction in transplant clinic service for those who were accepted for KT. CONCLUSIONS Targeting interventions to increase patient mastery and external locus of control, and reduce depression and anxiety in patients undergoing kidney transplant evaluation may be useful approaches to improve their experience during this stressful period.
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Affiliation(s)
- Samuel L. Swift
- Center for Healthcare Equity in Kidney Disease (CHEK-D), University of New Mexico Health Sciences Center
- SS now at New Mexico Department of Health, Epidemiology
| | - Yuri Leyva
- Center for Healthcare Equity in Kidney Disease (CHEK-D), University of New Mexico Health Sciences Center
| | - Shu Wang
- Department of Biostatistics, University of Florida
| | - Chung-Chou H. Chang
- Department of Biostatistics, University of Pittsburgh, Graduate School of Public Health
- Department of Medicine, University of Pittsburgh, School of Medicine
| | - Mary Amanda Dew
- Department of Psychiatry, University of Pittsburgh, School of Medicine
| | - Ron Shapiro
- Mount Sinai Recanati/Miller Transplantation Institute, Icahn School of Medicine
| | - Mark Unruh
- Department of Internal Medicine, University of New Mexico, School of Medicine
| | | | - Emilee Croswell
- Department of Psychiatry, University of Pittsburgh, School of Medicine
| | - John Devin Peipert
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University
- Northwestern University Transplant Outcomes Research Collaboration (NUTORC), Feinberg School of Medicine, Northwestern University
| | - Larissa Myaskovsky
- Center for Healthcare Equity in Kidney Disease (CHEK-D), University of New Mexico Health Sciences Center
- Department of Internal Medicine, University of New Mexico, School of Medicine
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Thorburn S, Lindly OJ. A systematic search and review of the discrimination in health care measure, and its adaptations. PATIENT EDUCATION AND COUNSELING 2022; 105:1703-1713. [PMID: 34688522 PMCID: PMC9576001 DOI: 10.1016/j.pec.2021.10.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 05/25/2021] [Accepted: 10/04/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Discrimination occurs in health care settings contributing to health inequities. Yet guidance on how best to measure discrimination in health care is still limited. OBJECTIVES We sought to (1) identify and describe the characteristics of published studies that used the Discrimination in Health Care Measure, a scale first published in 2001; (2) review how the measure has been used or adapted and summarize the measure's published psychometric properties and its variations; and (3) summarize associations between the measure and health-related variables. METHODS We performed a systematic search and review of the measure by searching PsycINFO, PubMed, Sociological Abstracts, and Web of Science from January 1, 2001 through January 31, 2017. We screened 260 unique articles, identified 22 eligible articles, and completed a narrative synthesis. RESULTS Most studies measured race or ethnicity-based discrimination. All studies made minor revisions to the measure, and most reported high reliabilities. Discrimination in health care, using this measure, was associated with adverse health outcomes. DISCUSSION AND PRACTICE IMPLICATIONS Study results indicate that the measure is easy to use and adapt. Researchers should consider using the Discrimination in Health Care Measure when designing studies that will examine individuals' discriminatory experiences when receiving health care.
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Affiliation(s)
- Sheryl Thorburn
- School of Social and Behavioral Health Sciences, Oregon State University, United States
| | - Olivia J Lindly
- Department of Health Sciences, Northern Arizona University, United States.
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Escalon MX, Houtrow A, Skelton F, Verduzco-Gutierrez M. Health Care Disparities Add Insult to Spinal Cord Injury. Neurol Clin Pract 2021; 11:e893-e895. [PMID: 34992973 PMCID: PMC8723932 DOI: 10.1212/cpj.0000000000001095] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 03/09/2021] [Indexed: 11/15/2022]
Abstract
The authors describe the disparities and increased risk of traumatic spinal cord injury Black Americans face because of violence. This article should serve as a realization of these inequities and as a call to action to improve the equity of rehabilitation services in this population to improve outcomes.
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Affiliation(s)
- Miguel X Escalon
- Department of Rehabilitation and Human Performance. Icahn School of Medicine at Mount Sinai. New York (MXE), NY; Department of Physical Medicine and Rehabilitation (AH), University of Pittsburgh School of Medicine, Pittsburgh, PA; Center for Innovations in Quality (FS), Effectiveness and Safety, Michael E. DeBakey VA Medical Center, Houston, TX; H. Ben Taub Department of Physical Medicine and Rehabilitation (FS), Baylor College of Medicine, Houston, TX; and Department of Rehabilitation Medicine (MV-G), Lozano Long School of Medicine at the University of Texas Health Science Center at San Antonio, San Antonio, TX
| | - Amy Houtrow
- Department of Rehabilitation and Human Performance. Icahn School of Medicine at Mount Sinai. New York (MXE), NY; Department of Physical Medicine and Rehabilitation (AH), University of Pittsburgh School of Medicine, Pittsburgh, PA; Center for Innovations in Quality (FS), Effectiveness and Safety, Michael E. DeBakey VA Medical Center, Houston, TX; H. Ben Taub Department of Physical Medicine and Rehabilitation (FS), Baylor College of Medicine, Houston, TX; and Department of Rehabilitation Medicine (MV-G), Lozano Long School of Medicine at the University of Texas Health Science Center at San Antonio, San Antonio, TX
| | - Felicia Skelton
- Department of Rehabilitation and Human Performance. Icahn School of Medicine at Mount Sinai. New York (MXE), NY; Department of Physical Medicine and Rehabilitation (AH), University of Pittsburgh School of Medicine, Pittsburgh, PA; Center for Innovations in Quality (FS), Effectiveness and Safety, Michael E. DeBakey VA Medical Center, Houston, TX; H. Ben Taub Department of Physical Medicine and Rehabilitation (FS), Baylor College of Medicine, Houston, TX; and Department of Rehabilitation Medicine (MV-G), Lozano Long School of Medicine at the University of Texas Health Science Center at San Antonio, San Antonio, TX
| | - Monica Verduzco-Gutierrez
- Department of Rehabilitation and Human Performance. Icahn School of Medicine at Mount Sinai. New York (MXE), NY; Department of Physical Medicine and Rehabilitation (AH), University of Pittsburgh School of Medicine, Pittsburgh, PA; Center for Innovations in Quality (FS), Effectiveness and Safety, Michael E. DeBakey VA Medical Center, Houston, TX; H. Ben Taub Department of Physical Medicine and Rehabilitation (FS), Baylor College of Medicine, Houston, TX; and Department of Rehabilitation Medicine (MV-G), Lozano Long School of Medicine at the University of Texas Health Science Center at San Antonio, San Antonio, TX
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Rigot SK, Boninger ML, Ding D, McKernan G, Field-Fote EC, Hoffman J, Hibbs R, Worobey LA. Toward Improving the Prediction of Functional Ambulation After Spinal Cord Injury Though the Inclusion of Limb Accelerations During Sleep and Personal Factors. Arch Phys Med Rehabil 2021; 103:676-687.e6. [PMID: 33839107 DOI: 10.1016/j.apmr.2021.02.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Revised: 01/21/2021] [Accepted: 02/07/2021] [Indexed: 11/02/2022]
Abstract
OBJECTIVE To determine if functional measures of ambulation can be accurately classified using clinical measures; demographics; personal, psychosocial, and environmental factors; and limb accelerations (LAs) obtained during sleep among individuals with chronic, motor incomplete spinal cord injury (SCI) in an effort to guide future, longitudinal predictions models. DESIGN Cross-sectional, 1-5 days of data collection. SETTING Community-based data collection. PARTICIPANTS Adults with chronic (>1 year), motor incomplete SCI (N=27). INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Ambulatory ability based on the 10-m walk test (10MWT) or 6-minute walk test (6MWT) categorized as nonambulatory, household ambulator (0.01-0.44 m/s, 1-204 m), or community ambulator (>0.44 m/s, >204 m). A random forest model classified ambulatory ability using input features including clinical measures of strength, sensation, and spasticity; demographics; personal, psychosocial, and environmental factors including pain, environmental factors, health, social support, self-efficacy, resilience, and sleep quality; and LAs measured during sleep. Machine learning methods were used explicitly to avoid overfitting and minimize the possibility of biased results. RESULTS The combination of LA, clinical, and demographic features resulted in the highest classification accuracies for both functional ambulation outcomes (10MWT=70.4%, 6MWT=81.5%). Adding LAs, personal, psychosocial, and environmental factors, or both increased the accuracy of classification compared with the clinical/demographic features alone. Clinical measures of strength and sensation (especially knee flexion strength), LA measures of movement smoothness, and presence of pain and comorbidities were among the most important features selected for the models. CONCLUSIONS The addition of LA and personal, psychosocial, and environmental features increased functional ambulation classification accuracy in a population with incomplete SCI for whom improved prognosis for mobility outcomes is needed. These findings provide support for future longitudinal studies that use LA; personal, psychosocial, and environmental factors; and advanced analyses to improve clinical prediction rules for functional mobility outcomes.
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Affiliation(s)
- Stephanie K Rigot
- Rehab Neural Engineering Labs, University of Pittsburgh, Pittsburgh, PA; Human Engineering Research Laboratories, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA
| | - Michael L Boninger
- Rehab Neural Engineering Labs, University of Pittsburgh, Pittsburgh, PA; Human Engineering Research Laboratories, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA; Rehabilitation Science and Technology, University of Pittsburgh, Pittsburgh, PA; Physical Medicine and Rehabilitation, University of Pittsburgh, Pittsburgh, PA
| | - Dan Ding
- Human Engineering Research Laboratories, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA; Rehabilitation Science and Technology, University of Pittsburgh, Pittsburgh, PA
| | - Gina McKernan
- Human Engineering Research Laboratories, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA; Physical Medicine and Rehabilitation, University of Pittsburgh, Pittsburgh, PA
| | - Edelle C Field-Fote
- Crawford Research Institute, Shepherd Center, Atlanta, GA; Division of Physical Therapy, Department of Rehabilitation Medicine, Emory University School of Medicine, Atlanta, GA; Program in Applied Physiology, School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA
| | - Jeanne Hoffman
- Department of Rehabilitation Medicine, University of Washington School of Medicine, Seattle, WA
| | - Rachel Hibbs
- Physical Medicine and Rehabilitation, University of Pittsburgh, Pittsburgh, PA; Physical Therapy, University of Pittsburgh, Pittsburgh, PA
| | - Lynn A Worobey
- Rehab Neural Engineering Labs, University of Pittsburgh, Pittsburgh, PA; Human Engineering Research Laboratories, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA; Physical Medicine and Rehabilitation, University of Pittsburgh, Pittsburgh, PA; Physical Therapy, University of Pittsburgh, Pittsburgh, PA.
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Odonkor CA, Esparza R, Flores LE, Verduzco-Gutierrez M, Escalon MX, Solinsky R, Silver JK. Disparities in Health Care for Black Patients in Physical Medicine and Rehabilitation in the United States: A Narrative Review. PM R 2020; 13:180-203. [PMID: 33090686 DOI: 10.1002/pmrj.12509] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 09/18/2020] [Accepted: 09/28/2020] [Indexed: 01/18/2023]
Abstract
Racial health disparities continue to disproportionately affect Black persons in the United States. Black individuals also have increased risk of worse outcomes associated with social determinants of health including socioeconomic factors such as income, education, and employment. This narrative review included studies originally spanning a period of approximately one decade (December 2009-December 2019) from online databases and with subsequent updates though June 2020. The findings to date suggest pervasive inequities across common conditions and injuries in physical medicine and rehabilitation for this group compared to other racial/ethnic groups. We found health disparities across several domains for Black persons with stroke, traumatic brain injury, spinal cord injury, hip/knee osteoarthritis, and fractures, as well as cardiovascular and pulmonary disease. Although more research is needed, some contributing factors include low access to rehabilitation care, fewer referrals, lower utilization rates, perceived bias, and more self-reliance, even after adjusting for hospital characteristics, age, disease severity, and relevant socioeconomic variables. Some studies found that Black individuals were less likely to receive care that was concordant with clinical guidelines per the reported literature. Our review highlights many gaps in the literature on racial disparities that are particularly notable in cardiac, pulmonary, and critical care rehabilitation. Clinicians, researchers, and policy makers should therefore consider race and ethnicity as important factors as we strive to optimize rehabilitation care for an increasingly diverse U.S. population.
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Affiliation(s)
- Charles A Odonkor
- Department of Orthopaedics and Rehabilitation, Division of Physiatry, Yale School of Medicine, Yale New Haven Hospital, New Haven, CT, USA
| | - Rachel Esparza
- Yale School of Medicine, Yale New Haven Hospital, New Haven, CT, USA
| | - Laura E Flores
- College of Allied Health Professions, University of Nebraska Medical Center, Omaha, NE, USA
| | - Monica Verduzco-Gutierrez
- Department of Rehabilitation Medicine, Long School of Medicine, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Miguel X Escalon
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ryan Solinsky
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA.,Spaulding Rehabilitation Hospital, Charlestown, MA, USA
| | - Julie K Silver
- Department of Physical Medicine and Rehabilitation, Harvard Medical School, Boston, MA, USA.,Spaulding Rehabilitation Hospital, Charlestown, MA, USA.,Massachusetts General Hospital, Boston, MA, USA.,Brigham and Women's Hospital, Boston, MA, USA
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12
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Hogaboom N, Fyffe DC, Botticello AL, Worobey LA, Boninger ML. A Cross-Sectional Study to Investigate the Effects of Perceived Discrimination in the Health Care Setting on Pain and Depressive Symptoms in Wheelchair Users With Spinal Cord Injury. Arch Phys Med Rehabil 2019; 100:2233-2243. [PMID: 31421092 DOI: 10.1016/j.apmr.2019.06.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2019] [Revised: 06/19/2019] [Accepted: 06/28/2019] [Indexed: 11/17/2022]
Abstract
OBJECTIVES In a sample of wheelchair users with spinal cord injury (SCI), the objectives were to investigate which participant characteristics are associated with greater perceived discrimination in the health care setting, and how such discrimination relates to health outcomes of pain and depressive symptoms. DESIGN Survey, cross-sectional. SETTING Spinal Cord Injury Model Systems (SCIMS) Center. PARTICIPANTS Full-time wheelchair users with SCI from 9 SCIMS centers (N=410), with data collected between 2011 and 2016. INTERVENTIONS N/A. MAIN OUTCOMES A 7-item questionnaire inquiring about perceived discrimination by hospital staff, self-reported pain severity over the past month using a 0-10 Numeric Rating Scale, and depressive symptoms using the 2-question Patient Health Questionnaire screener. RESULTS Participants who were black or from the lowest income group were more likely to report experiencing more discrimination than those who were white or from the highest income group, respectively (incidence rate ratio=2.2-2.6, P<.01). Those who reported more perceived discrimination had greater risk of severe pain compared to no pain (relative risk [RR]=1.11; 95% confidence interval [95% CI], 1.01-1.23; P<.05), mild depressive symptoms (RR=1.09; 95% CI, 1.02-1.17; P<.05), and severe depressive symptoms (RR=1.12; 95% CI, 1.04-1.21; P<.05) compared to no symptoms. CONCLUSIONS Wheelchair users with SCI who were from more disadvantaged groups (black, lower income levels) reported experiencing more discrimination in their health care setting. Furthermore, those who reported more discrimination were more likely to report worse mental and physical health outcomes. Attempts to reduce discrimination in health care settings may lead to better outcomes for people with SCI. These observations were correlational and not causal; a prospective analysis is necessary to prove causation. Future investigations should further explore the effect of discrimination on the many facets of living with an SCI.
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Affiliation(s)
- Nathan Hogaboom
- Department of Spinal Cord Injury Research, Kessler Foundation, West Orange, NJ; Department of Outcomes and Assessment Research, Kessler Foundation, West Orange, NJ; Department of Physical Medicine and Rehabilitation, Rutgers New Jersey School of Medicine, Newark, NJ.
| | - Denise C Fyffe
- Department of Spinal Cord Injury Research, Kessler Foundation, West Orange, NJ; Department of Outcomes and Assessment Research, Kessler Foundation, West Orange, NJ; Department of Physical Medicine and Rehabilitation, Rutgers New Jersey School of Medicine, Newark, NJ
| | - Amanda L Botticello
- Department of Spinal Cord Injury Research, Kessler Foundation, West Orange, NJ; Department of Outcomes and Assessment Research, Kessler Foundation, West Orange, NJ; Department of Physical Medicine and Rehabilitation, Rutgers New Jersey School of Medicine, Newark, NJ
| | - Lynn A Worobey
- Human Engineering Research Laboratories, VA Pittsburgh Healthcare System, Pittsburgh, PA; Department of Physical Medicine and Rehabilitation, University of Pittsburgh, Pittsburgh, PA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA; Department of Physical Therapy, University of Pittsburgh, Pittsburgh, PA
| | - Michael L Boninger
- Human Engineering Research Laboratories, VA Pittsburgh Healthcare System, Pittsburgh, PA; Department of Physical Medicine and Rehabilitation, University of Pittsburgh, Pittsburgh, PA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA; Department of Rehabilitation Science and Technology, University of Pittsburgh, Pittsburgh, PA
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