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Shockey T, Alterman T, Yang H, Lu ML. Workplace Psychosocial Factors, Work Organization, and Physical Exertion as Risk Factors for Low Back Pain Among US Workers: Data From the 2015 National Health Interview Survey. J Occup Environ Med 2024; 66:467-474. [PMID: 38471812 DOI: 10.1097/jom.0000000000003087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/14/2024]
Abstract
OBJECTIVE To evaluate the association between workplace psychosocial, organization, and physical risk factors with low back pain (LBP) among US workers. METHODS 2015 National Health Interview Survey data were analyzed to calculate the prevalence rates and prevalence ratios for LBP across levels of workplace psychosocial and organizational risk factors among 17,464 US adult workers who worked ≥20 hours per week. Results were also stratified by workplace physical exertion. RESULTS The adjusted prevalence rates of LBP were significantly elevated for workers reporting high job demand, low job control, work-family imbalance, bullying, job insecurity, working alternate shifts, and physical exertion. Job control and nonstandard shifts were significantly associated with LBP only among those who reported low/no physical exertion. CONCLUSIONS LBP prevalence was associated with select workplace psychosocial and organization risk factors. Stratification by physical exertion modified multiple associations.
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Affiliation(s)
- Taylor Shockey
- From the Centers for Disease Control and Prevention, National Institute for Occupational Safety and Health, Cincinnati, Ohio (T.S., T.A., M.-L.L.); and University of California-Irvine, School of Medicine, Irvine, California (H.Y.)
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Sibille K, Mickle A, Garvan C, Mohamed B, Hill CV, Keil A. Advancing health disparities research and improving health for all. BMJ 2024; 385:q1093. [PMID: 38768973 DOI: 10.1136/bmj.q1093] [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] [Indexed: 05/22/2024]
Affiliation(s)
- Kimberly Sibille
- Department of Physical Medicine and Rehabilitation, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Angela Mickle
- Department of Physical Medicine and Rehabilitation, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Cynthia Garvan
- Department of Anesthesiology, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Basma Mohamed
- Divisions of Perioperative Medicine and Neuroanesthesia, Department of Anesthesiology, College of Medicine, University of Florida, Gainesville, FL, USA
| | | | - Andreas Keil
- Department of Psychology, University of Florida, Gainesville, FL, USA
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Domenico LH, Tanner JJ, Mickle AM, Terry EL, Garvan C, Lai S, Deshpande H, Staud R, Redden D, Price CC, Goodin BR, Fillingim RB, Sibille KT. Environmental and sociocultural factors are associated with pain-related brain structure among diverse individuals with chronic musculoskeletal pain: intersectional considerations. Sci Rep 2024; 14:7796. [PMID: 38565879 PMCID: PMC10987661 DOI: 10.1038/s41598-024-58120-9] [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: 10/09/2023] [Accepted: 03/26/2024] [Indexed: 04/04/2024] Open
Abstract
Chronic musculoskeletal pain including knee osteoarthritis (OA) is a leading cause of disability worldwide. Previous research indicates ethnic-race groups differ in the pain and functional limitations experienced with knee OA. However, when socioenvironmental factors are included in analyses, group differences in pain and function wane. Pain-related brain structures are another area where ethnic-race group differences have been observed. Environmental and sociocultural factors e.g., income, education, experiences of discrimination, and social support influence brain structures. We investigate if environmental and sociocultural factors reduce previously observed ethnic-race group differences in pain-related brain structures. Data were analyzed from 147 self-identified non-Hispanic black (NHB) and non-Hispanic white (NHW), middle and older aged adults with knee pain in the past month. Information collected included health and pain history, environmental and sociocultural resources, and brain imaging. The NHB adults were younger and reported lower income and education compared to their NHW peers. In hierarchical multiple regression models, sociocultural and environmental factors explained 6-37% of the variance in pain-related brain regions. Self-identified ethnicity-race provided an additional 4-13% of explanatory value in the amygdala, hippocampus, insula, bilateral primary somatosensory cortex, and thalamus. In the rostral/caudal anterior cingulate and dorsolateral prefrontal cortex, self-identified ethnicity-race was not a predictor after accounting for environmental, sociocultural, and demographic factors. Findings help to disentangle and identify some of the factors contributing to ethnic-race group disparities in pain-related brain structures. Numerous arrays of environmental and sociocultural factors remain to be investigated. Further, the differing sociodemographic representation of our NHB and NHW participants highlights the role for intersectional considerations in future research.
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Affiliation(s)
- Lisa H Domenico
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, 1225 Center Drive, Gainesville, FL, 32610, USA.
| | - Jared J Tanner
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Drive, Gainesville, FL, 32603, USA
| | - Angela M Mickle
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
- Department of Physical Medicine and Rehabilitation, University of Florida, 3450 Hull Road, Gainesville, FL, 32607, USA
| | - Ellen L Terry
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, 1225 Center Drive, Gainesville, FL, 32610, USA
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
| | - Cynthia Garvan
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, USA
| | - Song Lai
- Department of Radiation Oncology, University of Florida, 2000 SW Archer Road, Gainesville, FL, 32610, USA
| | - Hrishikesh Deshpande
- Department of Radiology, University of Alabama at Birmingham, 619 19th Street South, Birmingham, AL, 35294, USA
| | - Roland Staud
- Department of Rheumatology, College of Medicine, University of Florida, 1600 SW Archer Rd, Gainesville, FL, 32610, USA
| | - David Redden
- Department of Biostatistics, University of Alabama at Birmingham, 1665 University Blvd #327, Birmingham, AL, 35294, USA
| | - Catherine C Price
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Drive, Gainesville, FL, 32603, USA
| | - Burel R Goodin
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, USA
- Department of Anesthesiology, Washington University, 660 S Euclid Ave, St. Louis, MO, 63110, USA
| | - Roger B Fillingim
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
- Department of Community Dentistry and Behavioral Science, University of Florida College of Dentistry, 1329 SW 16th Street, Gainesville, FL, 32610-3628, USA
| | - Kimberly T Sibille
- Department of Physical Medicine and Rehabilitation, University of Florida, 3450 Hull Road, Gainesville, FL, 32607, USA
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, USA
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Connoy L, Solomon M, Longo R, Sud A, Katz J, Dale C, Stanley M, Webster F. Attending to Marginalization in The Chronic Pain Literature: A Scoping Review. Can J Pain 2024; 8:2335500. [PMID: 38831969 PMCID: PMC11146439 DOI: 10.1080/24740527.2024.2335500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 03/22/2024] [Indexed: 06/05/2024]
Abstract
Background There has been a recent and, for many within the chronic pain space, long-overdue increase in literature that focuses on equity, diversity, inclusion, and decolonization (EDI-D) to understand chronic pain among people who are historically and structurally marginalized. Aims In light of this growing attention in chronic pain research, we undertook a scoping review of studies that focus on people living with chronic pain and marginalization to map how these studies were carried out, how marginalization was conceptualized and operationalized by researchers, and identify suggestions for moving forward with marginalization and EDI-D in mind to better support people living with chronic pain. Methods We conducted this scoping review using critical analysis in a manner that aligns with dominant scoping review frameworks and recent developments made to scoping review methodology as well as reporting guidelines. Results Drawing on 67 studies, we begin with a descriptive review of the literature followed by a critical review that aims to identify fissures within the field through the following themes: (1) varying considerations of sociopolitical and socioeconomic contexts, (2) conceptual conflations between sex and gender, and (3) differing approaches to how people living with chronic pain and marginalization are described. Conclusion By identifying strengths and limitations in the research literature, we aim to highlight opportunities for researchers to contribute to a more comprehensive understanding of marginalization in chronic pain experiences.
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Affiliation(s)
- Laura Connoy
- Arthur and Sonia Labatt Family School of Nursing, Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Michelle Solomon
- Arthur and Sonia Labatt Family School of Nursing, Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Riana Longo
- Arthur and Sonia Labatt Family School of Nursing, Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Abhimanyu Sud
- Department of Family and Community Medicine, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Joel Katz
- Department of Psychology, Faculty of Health, York University, Toronto, Ontario, Canada
- Department of Anesthesiology and Pain Medicine, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Craig Dale
- Lawrence Bloomberg Faculty of Nursing, University of Toronto, Toronto, Ontario, Canada
- Tory Trauma Program, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Meagan Stanley
- Western Libraries, Western University, London, Ontario, Canada
| | - Fiona Webster
- Arthur and Sonia Labatt Family School of Nursing, Faculty of Health Sciences, Western University, London, Ontario, Canada
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Tamargo JA, Strath LJ, Karanth SD, Spector AL, Sibille KT, Anton S, Cruz-Almeida Y. Food insecurity is associated with chronic pain and high-impact chronic pain in the USA. Public Health Nutr 2023; 27:e7. [PMID: 38087858 PMCID: PMC10830368 DOI: 10.1017/s1368980023002732] [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: 08/29/2023] [Accepted: 12/08/2023] [Indexed: 12/20/2023]
Abstract
OBJECTIVE This study evaluated whether food insecurity (US Adult Food Security Survey) was associated with chronic pain (≥ 3 months) and high-impact chronic pain (i.e. pain that limits work and life) among US adults. DESIGN Cross-sectional analysis. SETTING Nationally representative sample of non-institutionalised adults in the USA. PARTICIPANTS 79 686 adults from the National Health Interview Survey (2019-2021). RESULTS Marginal, low and very low food security were associated with increased prevalence odds of chronic pain (OR: 1·58 (95 % CI 1·44, 1·72), 2·28 (95 % CI 2·06, 2·52) and 3·37 (95 % CI 3·01, 3·78), respectively) and high-impact chronic pain (OR: 1·28 (95 % CI 1·14, 1·42), 1·55 (95 % CI 1·37, 1·75) and 1·90 (95 % CI 1·65, 2·18), respectively) in a dose-response fashion (P-trend < 0·0001 for both), adjusted for sociodemographic, socio-economic and clinically relevant factors. Participation in Supplemental Nutrition Assistance Program (SNAP) and age modified the association between food insecurity and chronic pain. CONCLUSIONS These findings illustrate the impact of socio-economic factors on chronic pain and suggest that food insecurity may be a social determinant of chronic pain. Further research is needed to better understand the complex relationship between food insecurity and chronic pain and to identify targets for interventions. Moreover, the consideration of food insecurity in the clinical assessment of pain and pain-related conditions among socio-economically disadvantaged adults may be warranted.
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Affiliation(s)
- Javier A Tamargo
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Larissa J Strath
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Shama D Karanth
- University of Florida Health Cancer Center, University of Florida, Gainesville, FL, USA
| | - Antoinette L Spector
- College of Health Professions and Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Kimberly T Sibille
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Physical Medicine & Rehabilitation, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Stephen Anton
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
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Antoine LH, Tanner JJ, Mickle AM, Gonzalez CE, Kusko DA, Watts KA, Rumble DD, Buchanan TL, Sims AM, Staud R, Lai S, Deshpande H, Phillips B, Buford TW, Aroke EN, Redden DT, Fillingim RB, Goodin BR, Sibille KT. Greater socioenvironmental risk factors and higher chronic pain stage are associated with thinner bilateral temporal lobes. Brain Behav 2023; 13:e3330. [PMID: 37984835 PMCID: PMC10726852 DOI: 10.1002/brb3.3330] [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: 08/21/2023] [Revised: 10/31/2023] [Accepted: 11/02/2023] [Indexed: 11/22/2023] Open
Abstract
INTRODUCTION Previous research indicates ethnic/race group differences in pain and neurodegenerative diseases. Accounting for socioenvironmental factors reduces ethnic/race group differences in clinical and experimental pain. In the current study sample, we previously reported that in individuals with knee pain, ethnic/race group differences were observed in bilateral temporal lobe thickness, areas of the brain associated with risk for Alzheimer's disease, and related dementias. The purpose of the study was to determine if socioenvironmental factors reduce or account for previously observed ethnic/race group differences and explore if a combined effect of socioenvironmental risk and chronic pain severity on temporal lobe cortices is evident. METHODS Consistent with the prior study, the sample was comprised of 147 adults (95 women, 52 men), 45-85 years of age, who self-identified as non-Hispanic Black (n = 72) and non-Hispanic White (n = 75), with knee pain with/at risk for osteoarthritis. Measures included demographics, health history, pain questionnaires, cognitive screening, body mass index, individual- and community-level socioenvironmental factors (education, income, household size, marital and insurance status, and area deprivation index), and brain imaging. We computed a summative socioenvironmental risk index. RESULTS Regression analyses showed that with the inclusion of socioenvironmental factors, the model was significant (p < .001), and sociodemographic (ethnic/race) group differences were not significant (p = .118). Additionally, findings revealed an additive stress load pattern indicating thinner temporal lobe cortices with greater socioenvironmental risk and chronic pain severity (p = .048). IMPLICATIONS Although individual socioenvironmental factors were not independent predictors, when collectively combined in models, ethnic/race group differences in bilateral temporal lobe structures were not replicated. Further, combined socioenvironmental risk factors and higher chronic pain severity were associated with thinner bilateral temporal lobes.
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Affiliation(s)
- Lisa H. Antoine
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Jared J. Tanner
- Department of Clinical and Health PsychologyUniversity of FloridaGainesvilleFloridaUSA
| | - Angela M. Mickle
- Pain Research & Intervention Center of ExcellenceUniversity of FloridaGainesvilleFloridaUSA
- Department of Physical Medicine & RehabilitationUniversity of FloridaGainesvilleFloridaUSA
| | - Cesar E. Gonzalez
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Daniel A. Kusko
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Kristen Allen Watts
- Heersink School of MedicineUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Deanna D. Rumble
- Department of Psychology and CounselingUniversity of Central ArkansasConwayArkansasUSA
| | - Taylor L. Buchanan
- Center for Exercise MedicineUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Andrew M. Sims
- Department of BiostatisticsUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Roland Staud
- Department of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Song Lai
- Department of Radiation OncologyUniversity of FloridaGainesvilleFloridaUSA
| | | | - Brandis Phillips
- Department of Accounting & FinanceNorth Carolina A&T State UniversityGreensboroNorth CarolinaUSA
| | - Thomas W. Buford
- Department of Medicine − Division of Gerontology, Geriatrics, and Palliative CareUniversity of Alabama at BirminghamBirminghamAlabamaUSA
- Birmingham/Atlanta Geriatric Research, Education, and Clinical CenterBirmingham VA Medical CenterBirminghamAlabamaUSA
| | - Edwin N. Aroke
- School of NursingUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - David T. Redden
- Department of BiostatisticsUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of ExcellenceUniversity of FloridaGainesvilleFloridaUSA
- Department of Community of Dentistry and Behavioral SciencesUniversity of FloridaGainesvilleFloridaUSA
| | - Burel R. Goodin
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
- Department of AnesthesiologyWashington University, Washington University Pain CenterSt. LouisMissouriUSA
| | - Kimberly T. Sibille
- Pain Research & Intervention Center of ExcellenceUniversity of FloridaGainesvilleFloridaUSA
- Department of Physical Medicine & RehabilitationUniversity of FloridaGainesvilleFloridaUSA
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Mickle AM, Tanner JJ, Olowofela B, Wu S, Garvan C, Lai S, Addison A, Przkora R, Edberg JC, Staud R, Redden D, Goodin BR, Price CC, Fillingim RB, Sibille KT. Elucidating individual differences in chronic pain and whole person health with allostatic load biomarkers. Brain Behav Immun Health 2023; 33:100682. [PMID: 37701788 PMCID: PMC10493889 DOI: 10.1016/j.bbih.2023.100682] [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: 06/23/2023] [Revised: 08/12/2023] [Accepted: 08/26/2023] [Indexed: 09/14/2023] Open
Abstract
Chronic pain is a stressor that affects whole person functioning. Persistent and prolonged activation of the body's stress systems without adequate recovery can result in measurable physiological and neurobiological dysregulation recognized as allostatic load. We and others have shown chronic pain is associated with measures of allostatic load including clinical biomarker composites, telomere length, and brain structures. Less is known regarding how different measures of allostatic load align. The purpose of the study was to evaluate relationships among two measures of allostatic load: a clinical composite and pain-related brain structures, pain, function, and socioenvironmental measures. Participants were non-Hispanic black and non-Hispanic white community-dwelling adults between 45 and 85 years old with knee pain. Data were from a brain MRI, questionnaires specific to pain, physical and psychosocial function, and a blood draw. Individuals with all measures for the clinical composite were included in the analysis (n = 175). Indicating higher allostatic load, higher levels of the clinical composite were associated with thinner insula cortices with trends for thinner inferior temporal lobes and dorsolateral prefrontal cortices (DLPFC). Higher allostatic load as measured by the clinical composite was associated with greater knee osteoarthritis pathology, pain disability, and lower physical function. Lower allostatic load as indicated by thicker insula cortices was associated with higher income and education, and greater physical functioning. Thicker insula and DLPFC were associated with a lower chronic pain stage. Multiple linear regression models with pain and socioenvironmental measures as the predictors were significant for the clinical composite, insular, and inferior temporal lobes. We replicate our previously reported bilateral temporal lobe group difference pattern and show that individuals with high chronic pain stage and greater socioenvironmental risk have a higher allostatic load as measured by the clinical composite compared to those individuals with high chronic pain stage and greater socioenvironmental buffers. Although brain structure differences are shown in individuals with chronic pain, brain MRIs are not yet clinically applicable. Our findings suggest that a clinical composite measure of allostatic load may help identify individuals with chronic pain who have biological vulnerabilities which increase the risk for poor health outcomes.
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Affiliation(s)
- Angela M. Mickle
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL 32603, USA
| | - Jared J. Tanner
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Dr, Gainesville, FL 32603, USA
| | - Bankole Olowofela
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
| | - Stanley Wu
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL 32603, USA
| | - Cynthia Garvan
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
| | - Song Lai
- Department of Radiation Oncology & CTSI Human Imaging Core, University of Florida, 2004 Mowry Rd Gainesville, FL 32610, USA
| | - Adriana Addison
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, USA
| | - Rene Przkora
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
| | - Jeffrey C. Edberg
- Department of Medicine, Division of Clinical Immunology & Rheumatology, University of Alabama at Birmingham, 1825 University Blvd, Birmingham, AL 35294, USA
| | - Roland Staud
- Department of Medicine, University of Florida, PO Box 100277, Gainesville, FL, USA
| | - David Redden
- Department of Biostatistics, The University of Alabama at Birmingham, 1665 University Boulevard, Birmingham, AL, USA
| | - Burel R. Goodin
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, USA
- Department of Anesthesiology, Washington University, 660 S. Euclid Avenue, St. Louis, MO 63110, USA
| | - Catherine C. Price
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Dr, Gainesville, FL 32603, USA
| | - Roger B. Fillingim
- Department of Community of Dentistry, University of Florida, 1329 SW 16th St, Room 5180, Gainesville, FL 32610, USA
| | - Kimberly T. Sibille
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL 32603, USA
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
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Domenico L, Tanner J, Mickle A, Terry E, Garvan C, Lai S, Deshpande H, Staud R, Redden D, Price C, Goodin B, Fillingim R, Sibille K. Environmental and sociocultural factors are associated with pain-related brain structure among diverse individuals with chronic musculoskeletal pain. RESEARCH SQUARE 2023:rs.3.rs-3425338. [PMID: 37886554 PMCID: PMC10602144 DOI: 10.21203/rs.3.rs-3425338/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
Chronic musculoskeletal pain is a leading cause of disability worldwide. Previous research indicates ethnic/race groups are disproportionately affected by chronic pain conditions. However, when considering socioenvironmental factors these disparities are no longer observed. Ethnic/race group differences have also been reported in pain-related brain structure. Given that environmental and sociocultural factors influence biology and health outcomes, this study aimed to investigate possible environmental and sociocultural contributions to structural differences in pain-related brain regions. A total of 147 non-Hispanic black and non-Hispanic white, middle and older aged adults with knee pain in the past month and a brain MRI are included in the analyses. Individuals also provided information specific to health and pain history and environmental and sociocultural resources. In hierarchical multiple regression models, sociocultural and environmental factors explained 6%-37% of the variance in thickness of pain-related brain regions, with seven of the eight brain regions being statistically significant. In the amygdala, hippocampus, insula, bilateral primary somatosensory cortex, and thalamus, ethnicity/race provided an additional 4%-13% of explanatory value. In the rostral/caudal anterior cingulate and dorsolateral prefrontal cortex, ethnicity/race was not a predictor after accounting for environmental, sociocultural, and other demographic measures. Findings inform health disparities research by elucidating the complexity of factors contributing to previously reported ethnicity/race group differences.
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Edwards RR, Tan CO, Dairi I, Whittington AJ, Thomas JD, Campbell CM, Ross E, Taylor HA, Weisskopf M, Baggish AL, Zafonte R, Grashow R. Race differences in pain and pain-related risk factors among former professional American-style football players. Pain 2023; 164:2370-2379. [PMID: 37314441 PMCID: PMC10502895 DOI: 10.1097/j.pain.0000000000002948] [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: 12/29/2022] [Revised: 03/17/2023] [Accepted: 04/03/2023] [Indexed: 06/15/2023]
Abstract
ABSTRACT The burden of pain is unequal across demographic groups, with broad and persisting race differences in pain-related outcomes in the United States. Members of racial and ethnic minorities frequently report more pervasive and severe pain compared with those in the majority, with at least some disparity attributable to differences in socioeconomic status. Whether race disparities in pain-related health outcomes exist among former professional football players is unknown. We examined the association of race with pain outcomes among 3995 former professional American-style football players who self-identified as either Black or White. Black players reported more intense pain and higher levels of pain interference relative to White players, even after controlling for age, football history, comorbidities, and psychosocial factors. Race moderated associations between several biopsychosocial factors and pain; higher body mass index was associated with more pain among White but not among Black players. Fatigue and psychosocial factors were more strongly related to pain among Black players relative to White players. Collectively, the substantial social and economic advantages of working as a professional athlete did not seem to erase race-related disparities in pain. We highlight an increased burden of pain among elite Black professional football players and identify race-specific patterns of association between pain and biopsychosocial pain risk factors. These findings illuminate potential future targets of interventions that may serve to reduce persistent disparities in the experience and impact of pain.
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Affiliation(s)
- Robert R. Edwards
- Department of Anesthesiology, Perioperative & Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Boston, MA, United States
| | - Can Ozan Tan
- RAM Group, Department of Electrical Engineering, Mathematics, and Computer Science, University of Twente, the Netherlands
| | - Inana Dairi
- Football Players Health Study at Harvard University, Harvard Medical School, Boston, MA, United States
| | - Alicia J. Whittington
- Football Players Health Study at Harvard University, Harvard Medical School, Boston, MA, United States
| | - Julius Dewayne Thomas
- Department of Clinical Psychology, Nova Southeastern University, Fort Lauderdale, FL, United States
| | - Claudia M. Campbell
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Edgar Ross
- Department of Anesthesiology, Perioperative & Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Boston, MA, United States
| | - Herman A. Taylor
- Football Players Health Study at Harvard University, Harvard Medical School, Boston, MA, United States
| | - Marc Weisskopf
- Football Players Health Study at Harvard University, Harvard Medical School, Boston, MA, United States
- Department of Environmental Health, Harvard TH Chan School of Public Health, Boston, MA, United States
| | - Aaron L. Baggish
- Cardiovascular Performance Program, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States
- Department of Cardiology, Lausanne University Hospital (CHUV) and Institute for Sport Science, University of Lausanne (ISSUL), Lausanne, Switzerland
| | - Ross Zafonte
- Football Players Health Study at Harvard University, Harvard Medical School, Boston, MA, United States
- Department of Physical Medicine and Rehabilitation, Spaulding Rehabilitation Hospital, Charlestown, MA, United States
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Rachel Grashow
- Football Players Health Study at Harvard University, Harvard Medical School, Boston, MA, United States
- Department of Environmental Health, Harvard TH Chan School of Public Health, Boston, MA, United States
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Wang G, Lu L, Gold LS, Bailey JF. Opioid Initiation Within One Year After Starting a Digital Musculoskeletal (MSK) Program: An Observational, Longitudinal Study with Comparison Group. J Pain Res 2023; 16:2609-2618. [PMID: 37533561 PMCID: PMC10390711 DOI: 10.2147/jpr.s412081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 07/24/2023] [Indexed: 08/04/2023] Open
Abstract
Background In-person, conservative care may decrease opioid use for chronic musculoskeletal (MSK) pain, but the impact of digitally delivered conservative care on opioid use is unknown. This study examines associations between a digital MSK program and opioid initiation and prescriptions among opioid naive adults with chronic MSK pain. Methods This observational study used commercial medical and pharmacy claims data to compare digital MSK program members to matched physical therapy (PT) patients. Outcomes were any opioid prescriptions and opioid prescriptions per 100 participants within the 12-months after starting a digital MSK program. After propensity-score matching, we conducted multivariate regression models that controlled for demographic, comorbidity, and baseline MSK healthcare use. Results The study included 4195 members and 4195 matched PT patients. For opioid initiation, 7.89% (95% Confidence Interval [CI]: 7.07%, 8.71%) of members had opioid prescriptions within 12 months after starting the digital MSK program versus 13.64% (95% CI: 12.60%, 14.67%) of matched PT patients (p < 0.001). Members had significantly fewer opioid prescriptions (16.73 per 100 participants; 95% CI: 14.11, 19.36) versus PT patients (22.36 per 100 participants; 95% CI: 19.99, 24.73). Members had lower odds (OR: 0.52, 95% CI: 0.45, 0.60) of initiating opioids and significantly fewer prescriptions per 100 participants (beta: -6.40, 95% CI: -9.88, -2.93) versus PT patients after controlling for available confounding factors. Conclusion An MSK program that delivers conservative care digitally may be a promising approach for decreasing opioid initiation among individuals with chronic MSK pain given the limitations of the observational design and matching on only available covariates.
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Affiliation(s)
- Grace Wang
- Clinical Research, Hinge Health, Inc, San Francisco, CA, USA
| | - Louie Lu
- Clinical Research, Hinge Health, Inc, San Francisco, CA, USA
| | - Laura S Gold
- Clinical Learning, Evidence and Research Center, University of Washington, Seattle, WA, USA
| | - Jeannie F Bailey
- Orthopaedic Surgery, University of California, San Francisco, CA, USA
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Mickle AM, Domenico LH, Tanner JJ, Terry EL, Cardoso J, Glover TL, Booker S, Addison A, Gonzalez CE, Garvan CS, Redden D, Staud R, Goodin BR, Fillingim RB, Sibille KT. Elucidating factors contributing to disparities in pain-related experiences among adults with or at risk for knee osteoarthritis. FRONTIERS IN PAIN RESEARCH 2023; 4:1058476. [PMID: 36910251 PMCID: PMC9992984 DOI: 10.3389/fpain.2023.1058476] [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: 09/30/2022] [Accepted: 01/25/2023] [Indexed: 02/24/2023] Open
Abstract
Background and purpose We and others have reported ethnic/race group differences in clinical pain, physical function, and experimental pain sensitivity. However, recent research indicates that with consideration for socioenvironmental factors, ethnicity/race differences become less or non-significant. Understanding of factors contributing to pain inequities are needed. Guided by the NIA and NIMHD Health Disparities Research Frameworks, we evaluate the contributions of environmental and behavioral factors on previously reported ethnic/race group differences in: (1) clinical pain, (2) physical function, and (3) experimental pain in individuals with knee pain. Methods Baseline data from Understanding of Pain and Limitations in Osteoarthritis Disease (UPLOAD) and UPLOAD-2 studies were analyzed. Participants were adults 45 to 85 years old who self-reported as non-Hispanic white (NHW) or black (NHB) with knee pain. A health assessment and quantitative sensory testing were completed. Sociodemographics, environmental, health, clinical and experimental pain, and physical functioning measures were included in nested regressions. Results Pooled data from 468 individuals, 57 ± 8 years of age, 63% women, and 53% NHB adults. As NHB adults were younger and reported greater socioenvironmental risk than the NHW adults, the term sociodemographic groups is used. With inclusion of recognized environmental and behavioral variables, sociodemographic groups remained a significant predictor accounting for <5% of the variance in clinical pain and physical function and <10% of variance in experimental pain. Conclusion The incorporation of environmental and behavioral factors reduced relationships between sociodemographic groups and pain-related outcomes. Pain sites, BMI, and income were significant predictors across multiple models. The current study adds to a body of research on the complex array of factors contributing to disparities in pain-related outcomes.
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Affiliation(s)
- Angela M. Mickle
- College of Medicine, Department of Physical Medicine and Rehabilitation, University of Florida, Gainesville, FL, United States
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
| | - Lisa H. Domenico
- College of Nursing, Department of Biobehavioral Nursing Science, University of Florida, Gainesville, FL, United States
| | - Jared J. Tanner
- College of Public Health and Health Professionals, Department of Clinical and Health Psychology, University of Florida, Gainesville, FL, United States
| | - Ellen L. Terry
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
- College of Nursing, Department of Biobehavioral Nursing Science, University of Florida, Gainesville, FL, United States
| | - Josue Cardoso
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
| | - Toni L. Glover
- School of Nursing, Oakland University, Rochester, MI, United States
| | - Staja Booker
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
- College of Nursing, Department of Biobehavioral Nursing Science, University of Florida, Gainesville, FL, United States
| | - Adriana Addison
- Department of Psychology, College of Arts and Science, University of Birmingham Alabama, Birmingham, AL, United States
| | - Cesar E. Gonzalez
- Department of Psychology, College of Arts and Science, University of Birmingham Alabama, Birmingham, AL, United States
| | - Cynthia S. Garvan
- College of Medicine, Department of Anesthesiology, University of Florida, Gainesville, FL, United States
| | - David Redden
- Department of Biostatistics, School of Public Health, University of Birmingham Alabama, Birmingham, AL, United States
| | - Roland Staud
- College of Medicine, Department of Rheumatology, University of Florida, Gainesville, FL, United States
| | - Burel R. Goodin
- Department of Psychology, College of Arts and Science, University of Birmingham Alabama, Birmingham, AL, United States
| | - Roger B. Fillingim
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
| | - Kimberly T. Sibille
- College of Medicine, Department of Physical Medicine and Rehabilitation, University of Florida, Gainesville, FL, United States
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
- College of Medicine, Department of Anesthesiology, University of Florida, Gainesville, FL, United States
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