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Schubiner H, Jackson B, Molina KM, Sturgeon JA, Sealy-Jefferson S, Lumley MA, Jolly J, Trost Z. Racism as a Source of Pain. J Gen Intern Med 2023; 38:1729-1734. [PMID: 36737536 PMCID: PMC10212893 DOI: 10.1007/s11606-022-08015-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 12/27/2022] [Indexed: 02/05/2023]
Affiliation(s)
- Howard Schubiner
- Department of Internal Medicine, Ascension Providence Hospital, Southfield, MI, USA.
- Department of Internal Medicine, Michigan State University College of Human Medicine, East Lansing, MI, USA.
| | - Benita Jackson
- Department of Psychology, Smith College, Northampton, MA, USA
- Five College Program in Culture, Health, and Science, Five College Consortium, Amherst, MA, USA
| | - Kristine M Molina
- Department of Psychological Science, University of California, Irvine, Irvine, CA, USA
| | - John A Sturgeon
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA
| | | | - Mark A Lumley
- Department of Psychology, Wayne State University, Detroit, MI, USA
| | - Jallicia Jolly
- Departments of Black Studies and American Studies, Amherst College, Amherst, MA, USA
| | - Zina Trost
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, VA, USA
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Rikard SM, Strahan AE, Schmit KM, Guy GP. Chronic Pain Among Adults - United States, 2019-2021. MMWR. MORBIDITY AND MORTALITY WEEKLY REPORT 2023; 72:379-385. [PMID: 37053114 PMCID: PMC10121254 DOI: 10.15585/mmwr.mm7215a1] [Citation(s) in RCA: 116] [Impact Index Per Article: 116.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
Chronic pain (i.e., pain lasting ≥3 months) is a debilitating condition that affects daily work and life activities for many adults in the United States and has been linked with depression (1), Alzheimer disease and related dementias (2), higher suicide risk (3), and substance use and misuse (4). During 2016, an estimated 50 million adults in the United States experienced chronic pain, resulting in substantial health care costs and lost productivity (5,6). Addressing chronic pain and improving the lives of persons living with pain is a public health imperative. Population research objectives in the National Pain Strategy, which was released in 2016 by the Interagency Pain Research Coordinating Committee, call for more precise estimates of the prevalence of chronic pain and high-impact chronic pain (i.e., chronic pain that results in substantial restriction to daily activities) in the general population and within various population groups to guide efforts to reduce the impact of chronic pain (3). Further, a 2022 review of U.S. chronic pain surveillance systems identified the National Health Interview Survey (NHIS) as the best source for pain surveillance data (7). CDC analyzed data from the 2019-2021 NHIS to provide updated estimates of the prevalence of chronic pain and high-impact chronic pain among adults in the United States and within population groups defined by demographic, geographic, socioeconomic, and health status characteristics. During 2021, an estimated 20.9% of U.S. adults (51.6 million persons) experienced chronic pain, and 6.9% (17.1 million persons) experienced high-impact chronic pain. New findings from this analysis include that non-Hispanic American Indian or Alaska Native (AI/AN) adults, adults identifying as bisexual, and adults who are divorced or separated are among the populations experiencing a higher prevalence of chronic pain and high-impact chronic pain. Clinicians, practices, health systems, and payers should vigilantly attend to health inequities and ensure access to appropriate, affordable, diversified, coordinated, and effective pain management care for all persons (8).
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Affiliation(s)
- S. Michaela Rikard
- Division of Overdose Prevention, National Center for Injury Prevention and Control, CDC
| | - Andrea E. Strahan
- Division of Overdose Prevention, National Center for Injury Prevention and Control, CDC
| | - Kristine M. Schmit
- Division of Overdose Prevention, National Center for Injury Prevention and Control, CDC
| | - Gery P. Guy
- Division of Overdose Prevention, National Center for Injury Prevention and Control, CDC
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Chen Q, Vella SP, Maher CG, Ferreira GE, Machado GC. Racial and ethnic differences in the use of lumbar imaging, opioid analgesics and spinal surgery for low back pain: A systematic review and meta-analysis. Eur J Pain 2023; 27:476-491. [PMID: 36585947 DOI: 10.1002/ejp.2075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 12/06/2022] [Accepted: 12/26/2022] [Indexed: 01/01/2023]
Abstract
BACKGROUND AND OBJECTIVE There is a substantial gap between evidence and clinical care for low back pain (LBP) worldwide despite recommendations of best practice specified in clinical practice guidelines. The aim of this systematic review was to identify disparities associated with race or ethnicity in the use of lumbar imaging, opioid analgesics, and spinal surgery in people with LBP. DATABASES AND DATA TREATMENT We included observational studies which compared the use of lumbar imaging, opioid analgesics, and spinal surgery for the management of non-serious LBP between people from different racial/ethnic populations. We searched in MEDLINE, EMBASE and CINAHL from January 2000 to June 2021. Risk of bias of included studies was appraised in six domains. For each type of care, we pooled data stratified by race and ethnicity using random effects models. RESULTS We identified 13 eligible studies; all conducted in the United States. Hispanic/Latino (OR 0.69, 95%CI 0.49-0.96) and Black/African American (OR 0.59, 95%CI 0.46-0.75) people with LBP were less likely to be prescribed opioid analgesics than White people. Black/African Americans were less likely to undergo or be recommended spinal surgery for LBP (OR 0.47, 95%CI 0.33-0.67) than White people. There was a lack of high certainty evidence on racial/ethnic disparities in the use of lumbar imaging. CONCLUSION This review reveals lower rate of the use of guideline-discordant care, especially opioid prescription and spinal surgery, in racial/ethnic minority populations with LBP in the United States. Future studies in other countries evaluating care equity for LBP are warranted. PROSPERO Registration ID: CRD42021260668. SIGNIFICANCE This systematic review and meta-analysis revealed that people with low back pain from the minority racial/ethnic backgrounds were less likely to be prescribed opioid analgesics and undergo spinal surgery than the majority counterparts. Strategic interventions to improve the access to, and the value of, clinical care for minority populations with low back pain are warranted.
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Affiliation(s)
- Qiuzhe Chen
- Institute for Musculoskeletal Health, The University of Sydney and Sydney Local Health District, Sydney, New South Wales, Australia
| | - Simon P Vella
- Institute for Musculoskeletal Health, The University of Sydney and Sydney Local Health District, Sydney, New South Wales, Australia
| | - Chris G Maher
- Institute for Musculoskeletal Health, The University of Sydney and Sydney Local Health District, Sydney, New South Wales, Australia
| | - Giovanni E Ferreira
- Institute for Musculoskeletal Health, The University of Sydney and Sydney Local Health District, Sydney, New South Wales, Australia
| | - Gustavo C Machado
- Institute for Musculoskeletal Health, The University of Sydney and Sydney Local Health District, Sydney, New South Wales, Australia
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Matthias MS, Burgess DJ, Eliacin J. Healthcare Access and Delivery During the COVID-19 Pandemic for Black Veterans with Chronic Pain: a Qualitative Study. J Gen Intern Med 2023; 38:1024-1029. [PMID: 36376625 PMCID: PMC9663172 DOI: 10.1007/s11606-022-07884-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 10/25/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND The COVID-19 pandemic led to significant disruptions in healthcare and rapid increases in virtual healthcare delivery. The full effects of these shifts remain unknown. Understanding effects of these disruptions is particularly relevant for patients with chronic pain, which typically requires consistent engagement in treatment to maximize benefit, and for Black patients, given documented racial disparities in pain treatment and telehealth delivery. OBJECTIVE To understand how Black patients with chronic pain experienced pandemic-related changes in healthcare delivery. DESIGN In-depth, semi-structured qualitative interviews PARTICIPANTS: Black veterans with chronic pain. KEY RESULTS Participants described decreased ability to self-manage their chronic pain, obtain nonpharmacological services such as physical therapy, see their primary care providers, and schedule surgery. Most did not believe telehealth met their needs, describing feeling inadequately assessed for their pain and noting that beyond renewing prescriptions, telehealth visits were not that useful. Some believed their communication with their providers suffered from a lack of in-person contact. Others, however, were willing to accept this tradeoff to prevent possible exposure to COVID-19, and some appreciated the convenience of being able to access healthcare from home. CONCLUSIONS Black patients with chronic pain described mostly negative effects from the shift to telecare after the pandemic's onset. Given existing disparities and likely persistence of virtual care, research on the longer-term effects of virtual pain care for Black patients is needed.
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Affiliation(s)
- Marianne S Matthias
- VA HSR&D Center for Health Information and Communication, Indianapolis, IN, USA.
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA.
- Regenstrief Institute, Indianapolis, IN, USA.
| | - Diana J Burgess
- Center for Care Delivery and Outcomes Research, Veterans Affairs Medical Center, Minneapolis, MN, USA
- Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Johanne Eliacin
- VA HSR&D Center for Health Information and Communication, Indianapolis, IN, USA
- Regenstrief Institute, Indianapolis, IN, USA
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
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DiScala S, Uritsky TJ, Brown ME, Abel SM, Humbert NT, Naidu D. Society of Pain and Palliative Care Pharmacists White Paper on the Role of Opioid Stewardship Pharmacists. J Pain Palliat Care Pharmacother 2023; 37:3-15. [PMID: 36519288 DOI: 10.1080/15360288.2022.2149670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Opioid stewardship is one essential function of pain and palliative care pharmacists and a critical need in the United States. In recent years, this country has been plagued by two public health emergencies: an opioid crisis and the COVID-19 pandemic, which has exacerbated the opioid epidemic through its economic and psychosocial toll. To develop an opioid stewardship program, a systematic approach is needed. This will be detailed in part here by the Opioid Stewardship Taskforce of the Society of Pain and Palliative Care Pharmacists (SPPCP), focusing on the role of the pharmacist. Many pain and palliative care pharmacists have made significant contributions to the development and daily operation of such programs while also completing other competing clinical tasks, including direct patient care. To ensure dedicated time and attention to critical opioid stewardship efforts, SPPCP recommends and endorses opioid stewardship models employing a full time, opioid stewardship pharmacist in both the inpatient and outpatient setting. Early research suggests that opioid stewardship pharmacists are pivotal to improving opioid metrics and pain care outcomes. However, further research and development in this area of practice is needed and encouraged.
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Bradford JM, Cardenas TC, Edwards A, Norman T, Teixeira PG, Trust MD, DuBose J, Kempema J, Ali S, Brown CV. Racial and Ethnic Disparity in Prehospital Pain Management for Trauma Patients. J Am Coll Surg 2023; 236:461-467. [PMID: 36408977 DOI: 10.1097/xcs.0000000000000486] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
BACKGROUND Although evidence suggests that racial and ethnic minority (REM) patients receive inadequate pain management in the acute care setting, it remains unclear whether these disparities also occur during the prehospital period. The aim of this study is to assess the impact of race and ethnicity on prehospital analgesic use by emergency medical services (EMS) in trauma patients. STUDY DESIGN Retrospective chart review of adult trauma patients aged 18 to 89 years old transported by EMS to our American College of Surgeons-verified level 1 trauma center from 2014 to 2020. Patients who identified as Black, Asian, Native American, or Other for race and/or Hispanic or Latino or Unknown for ethnicity were considered REM. Patients who identified as White, non-Hispanic were considered White. Groups were compared in univariate and multivariate analysis. The primary outcome was prehospital analgesic administration. RESULTS A total of 2,476 patients were transported by EMS (47% White and 53% REM). White patients were older on average (46 years vs 38 years; p < 0.001) and had higher rates of blunt trauma (76% vs 60%; p < 0.001). There were no differences in Injury Severity Score (21 vs 20; p = 0.22). Although REM patients reported higher subjective pain rating (7.2 vs 6.6; p = 0.002), they were less likely to get prehospital pain medication (24% vs 35%; p < 0.001), and that difference remained significant after controlling for baseline characteristics, transport method, pain rating, prehospital hypotension, and payor status (adjusted odds ratio [95% CI], 0.67 [0.47 to 0.96]; p = 0.03). CONCLUSIONS Patients from racial and ethnic minority groups were less likely to receive prehospital pain medication after traumatic injury than White patients. Forms of conscious and unconscious bias contributing to this inequity need to be identified and addressed.
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Affiliation(s)
- James M Bradford
- From the Dell Medical School at the University of Texas at Austin, Austin, TX
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Briggs AM, Jordan JE, Sharma S, Young JJ, Chua J, Foster HE, Haq SA, Huckel Schneider C, Jain A, Joshipura M, Kalla AA, Kopansky-Giles D, March L, Reis FJJ, Reyes KAV, Soriano ER, Slater H. Context and priorities for health systems strengthening for pain and disability in low- and middle-income countries: a secondary qualitative study and content analysis of health policies. Health Policy Plan 2023; 38:129-149. [PMID: 35876078 PMCID: PMC9923377 DOI: 10.1093/heapol/czac061] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 07/11/2022] [Accepted: 07/23/2022] [Indexed: 11/14/2022] Open
Abstract
Musculoskeletal (MSK) health impairments contribute substantially to the pain and disability burden in low- and middle-income countries (LMICs), yet health systems strengthening (HSS) responses are nascent in these settings. We aimed to explore the contemporary context, framed as challenges and opportunities, for improving population-level prevention and management of MSK health in LMICs using secondary qualitative data from a previous study exploring HSS priorities for MSK health globally and (2) to contextualize these findings through a primary analysis of health policies for integrated management of non-communicable diseases (NCDs) in select LMICs. Part 1: 12 transcripts of interviews with LMIC-based key informants (KIs) were inductively analysed. Part 2: systematic content analysis of health policies for integrated care of NCDs where KIs were resident (Argentina, Bangladesh, Brazil, Ethiopia, India, Kenya, Malaysia, Philippines and South Africa). A thematic framework of LMIC-relevant challenges and opportunities was empirically derived and organized around five meta-themes: (1) MSK health is a low priority; (2) social determinants adversely affect MSK health; (3) healthcare system issues de-prioritize MSK health; (4) economic constraints restrict system capacity to direct and mobilize resources to MSK health; and (5) build research capacity. Twelve policy documents were included, describing explicit foci on cardiovascular disease (100%), diabetes (100%), respiratory conditions (100%) and cancer (89%); none explicitly focused on MSK health. Policy strategies were coded into three categories: (1) general principles for people-centred NCD care, (2) service delivery and (3) system strengthening. Four policies described strategies to address MSK health in some way, mostly related to injury care. Priorities and opportunities for HSS for MSK health identified by KIs aligned with broader strategies targeting NCDs identified in the policies. MSK health is not currently prioritized in NCD health policies among selected LMICs. However, opportunities to address the MSK-attributed disability burden exist through integrating MSK-specific HSS initiatives with initiatives targeting NCDs generally and injury and trauma care.
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Affiliation(s)
- Andrew M Briggs
- Curtin School of Allied Health and Curtin enAble Institute, Faculty of Health Sciences, Curtin University, Kent Street, Bentley, Western Australia 6102, Australia
- Global Alliance for Musculoskeletal Health (G-MUSC), Institute of Bone and Joint Research, Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia
| | - Joanne E Jordan
- HealthSense (Aust) Pty Ltd, Malvern East, Victoria 3145, Australia
| | - Saurab Sharma
- Department of Physiotherapy, Kathmandu University School of Medical Sciences, Dhulikhel 45200, Nepal
- School of Health Sciences, Faculty of Medicine and Health, University of New South Wales, 18 High St Kensington, New South Wales 2052, Australia
- Centre for Pain IMPACT, Neuroscience Research Australia, 139 Barker Street, Randwick, New South Wales 2031, Australia
| | - James J Young
- Department of Research, Canadian Memorial Chiropractic College, 6100 Leslie Street, North York, Ontario M2H 3J1, Canada
- Center for Muscle and Joint Health, Department of Sports Science and Clinical Biomechanics, University of Southern Denmark, 5230 Odense, Denmark
| | - Jason Chua
- TBI Network, Faculty of Health and Environmental Sciences, Auckland University of Technology, 55 Wellesley Street East, Auckland CBD, Auckland 1010, New Zealand
| | - Helen E Foster
- Population Health Institute, Newcastle University, Newcastle upon Tyne NE2 4AX, United Kingdom
- Paediatric Global Musculoskeletal Task Force, Global Alliance for Musculoskeletal Health, Institute of Bone and Joint Research, Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia
| | - Syed Atiqul Haq
- Rheumatology Department, Bangabandhu Sheikh Mujib Medical University, Dhaka 1000, Bangladesh
- Asia Pacific League of Associations for Rheumatology (APLAR), 1 Scotts Road #24-10, Shaw Center Singapore 228208, Singapore
| | - Carmen Huckel Schneider
- Menzies Centre for Health Policy and Economics, Faculty of Medicine and Health, University of Sydney, 17 John Hopkins Drive, Camperdown, New South Wales 2050, Australia
| | - Anil Jain
- Department of Physical Medicine & Rehabilitation, Santokba Durlabhji Memorial Hospital, Bhawani Singh Marg Road, Rambagh Circle 302015, Jaipur, India
| | - Manjul Joshipura
- AO Alliance Foundation, Clavadelerstrasse 8, Davos Platz 7270, Switzerland
| | - Asgar Ali Kalla
- Department of Medicine, University of Cape Town, Anzio Road, Observatory, Cape Town 7925, South Africa
| | - Deborah Kopansky-Giles
- Global Alliance for Musculoskeletal Health (G-MUSC), Institute of Bone and Joint Research, Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia
- Department of Research, Canadian Memorial Chiropractic College, 6100 Leslie Street, North York, Ontario M2H 3J1, Canada
- Department of Family & Community Medicine, University of Toronto, 500 University Ave, Toronto, ON M5G 1V7, Canada
| | - Lyn March
- Global Alliance for Musculoskeletal Health (G-MUSC), Institute of Bone and Joint Research, Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia
- Florance and Cope Professorial Department of Rheumatology, Royal North Shore Hospital, Reserve Rd, St Leonards NSW 2065, Australia
- Kolling Institute, University of Sydney, 10 Westbourne Street, St Leonards, New South Wales 2064, Australia
| | - Felipe J J Reis
- Physical Therapy Department, Instituto Federal do Rio de Janeiro (IFRJ), R. Sen. Furtado, 121/125 - Maracanã, Rio de Janeiro – RJ, 20270-021, Brazil
- Clinical Medicine Department, Universidade Federal do Rio de Janeiro (UFRJ), Rio de Janeiro – RJ, 21044-020, Brazil
- Pain in Motion Research Group, Department of Physiotherapy, Human Physiology and Anatomy, Faculty of Physical Education & Physiotherapy, Vrije Universiteit Brussel, Bd de la Plaine 2, Ixelles 1050, Brussels, Belgium
| | - Katherine Ann V Reyes
- Alliance for Improving Health Outcomes, Inc., West Ave, Quezon City 1104, Philippines
- School of Public Health, Pamantasan ng Lungsod ng Maynila, Intramuros, Manila, 1002 Metro, Manila, Philippines
| | - Enrique R Soriano
- Rheumatology Unit, Internal Medicine Services and University Institute, Hospital Italiano de Buenos Aires, Tte. Gral. Juan Domingo Perón 4190, C1199 CABA, Buenos Aires, Argentina
- Pan-American League of Associations for Rheumatology (PANLAR), Wells Fargo Plaza, 333 SE 2nd Avenue Suite 2000 Mia, Florida 33131, United States of America
| | - Helen Slater
- Curtin School of Allied Health and Curtin enAble Institute, Faculty of Health Sciences, Curtin University, Kent Street, Bentley, Western Australia 6102, Australia
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Bull E, Young D, Etchebarne A, Malpus Z. Understanding ethnic minority service user experiences of being invited to and attending group pain programmes: A qualitative service evaluation. Br J Pain 2023; 17:58-70. [PMID: 36815070 PMCID: PMC9940249 DOI: 10.1177/20494637221129196] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Introduction Health inequalities continue to exist for individuals from an ethnic minority background who live with chronic pain. There is a growing recognition that an individual's experience of pain is shaped by their cultural beliefs, which may influence their decisions about managing their pain. Aims This service evaluation aimed to (a) understand experiences of service users from a Black, Asian or other ethnic minority background of being invited to and attending a group pain programme in one secondary care pain rehabilitation service. (b) Provide recommendations to develop culturally grounded services to better meet the diverse needs of all service users living with chronic pain. Method Semi-structured interviews were conducted with five service users who had been offered a place on a group pain programme within the last 3 years. The interviews were recorded and transcribed verbatim. An interpretative phenomenological analysis was used to identify themes in the data. Results The analysis produced three themes (1) Pain, Ethnicity and Coping: Perceptions of pain and coping in relation to ethnicity and intersectional factors, alignment to a self-management approach. (2) Communication for Decisions: Experiences of ethnicity and culture in relation to health professional communication about group pain programmes, participants' expectations and fears. (3) Feeling Included: Experiences of feeling included or excluded in group pain programme, relationships and empowerment during the group pain programme. Discussion The five service users shared a range of perspectives on how they felt ethnicity shaped their experience of the group pain programme. The findings suggest that adaptations to group pain programmes can make a meaningful difference for service users from ethnic minority backgrounds. 10 recommendations are suggested, including greater exploration of cultural beliefs during assessment, improving accessibility of information about the service and engaging more diverse attendees and facilitators.
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Affiliation(s)
- Eleanor Bull
- PRIMO Community MSK Pain Team | Withington Community Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Dore Young
- Back Pain Programme Lead, University of Manchester, Manchester, UK
| | - Andre Etchebarne
- Trafford Community MSK Pain Team, Manchester University NHS Foundation Trust, Manchester, UK
| | - Zoey Malpus
- Inpatient Pain Team, Oxford Road Campus, Manchester University NHS Foundation Trust, Manchester, UK
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Heins SE, Seelam R, Schell TL, Wong EC. Predictors of Long-Term Opioid Use After Hospitalization for Traumatic Injury in a Racially and Ethnically Diverse Population: A 12-Month Prospective Observational Study. PAIN MEDICINE (MALDEN, MASS.) 2023; 24:122-129. [PMID: 36165692 PMCID: PMC10167926 DOI: 10.1093/pm/pnac147] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 07/29/2022] [Accepted: 07/30/2022] [Indexed: 02/06/2023]
Abstract
BACKGROUND Long-term prescription opioid use is a significant risk factor for opioid morbidity and mortality, and severe traumatic injury is an important initiation point for prescription opioid use. This study examines predictors of long-term prescription opioid use among a racially and ethnically diverse population of patients hospitalized for traumatic injury. METHODS Study participants (N= 650) from two urban Level I trauma centers were enrolled. Baseline information on demographics, injury characteristics, self-reported pre-injury substance use and mental health, and personality characteristics and attitudes was collected through interviews during the initial hospitalization. Patients were interviewed again at 3 months and 12 months and asked about prescription opioid use in the prior 7 days. Multivariable logistic regressions assessed participants' baseline characteristics associated with opioid use at one or more follow-up interviews. RESULTS Pre-injury use of prescription painkillers had the strongest association with prescription opioid use at follow-up (adjusted odds ratio: 3.10; 95% confidence interval: 1.86-5.17). Older age, health insurance coverage at baseline, length of hospitalization, higher current pain level, pre-injury post-traumatic stress disorder symptoms, and discharge to a location other than home were also associated with significantly higher odds of prescription opioid use at follow-up. CONCLUSIONS Providers could consider screening for past use of prescription pain relievers and post-traumatic stress disorder before hospital discharge to identify patients who might benefit from additional resources and support. However, providers should ensure that these patients' pain management needs are still being met and avoid abrupt discontinuation of prescription opioid use among those with a history of long-term use.
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Hassan A, Yates L, Hing AK, Hirz AE, Hardeman R. Dobbs and disability: Implications of abortion restrictions for people with chronic health conditions. Health Serv Res 2023; 58:197-201. [PMID: 36424122 PMCID: PMC9836943 DOI: 10.1111/1475-6773.14108] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Affiliation(s)
- Asha Hassan
- Center for Antiracism Research for Health EquityUniversity of Minnesota School of Public HealthMinneapolisMinnesotaUSA
| | - Lindsey Yates
- Center of Excellence, Department of Maternal and Child Health, Gillings School of Global Public HealthUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Anna K. Hing
- Center for Antiracism Research for Health EquityUniversity of Minnesota School of Public HealthMinneapolisMinnesotaUSA
| | - Alanna E. Hirz
- Fielding School of Public HealthUniversity of CaliforniaLos AngelesCaliforniaUSA
| | - Rachel Hardeman
- Center for Antiracism Research for Health EquityUniversity of Minnesota School of Public HealthMinneapolisMinnesotaUSA
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Mares JG, Lund BC, Adamowicz JL, Burgess DJ, Rothmiller SJ, Hadlandsmyth K. Differences in chronic pain care receipt among veterans from differing racialized groups and the impact of rural versus urban residence. J Rural Health 2023. [PMID: 36695646 DOI: 10.1111/jrh.12744] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
PURPOSE The current study aimed to identify differences in Veterans Affairs (VA) chronic pain care for Black, Asian, and Hispanic Americans, compared to non-Hispanic White Americans, and examine the intersection of race and rurality. METHODS Using national administrative data, all veterans who presented to the VA for chronic pain in 2018 were included. Demographic and comorbidity variables were built from 2018 data and health care utilization variables from 2019 data. Multivariate log-binomial regression models examined differences between racialized groups, and interactions with rural/urban residence, for each health care utilization variable. FINDINGS The full cohort included 2,135,216 veterans with chronic pain. There were no differences between racialized groups in pain-related primary care visits. Black Americans were less likely to receive pain clinic visits (aRR = 0.87, CI: 0.86-0.88). Rurality further decreased the likelihood of Black Americans visiting a pain clinic. Black, Hispanic, and Asian Americans were more likely to receive pain-related physical therapy visits relative to White Americans. Black and Hispanic Americans were more likely to present to emergency/urgent care for chronic pain. While there were no differences in pain-related primary care visits, the decreased likelihood of pain clinic visits and increased use of emergency department/urgent care among Black Americans could indicate inadequate management of chronic pain. CONCLUSIONS Tailored strategies are needed to provide equitable care that meets the needs of patients from racialized groups while accounting for systemic and cultural factors.
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Affiliation(s)
- Jasmine G Mares
- Office of Rural Health, Veterans Rural Resource Center, Iowa City VA Health Care System, Iowa City, Iowa, USA.,Department of Anesthesia, Carver College of Medicine, University of Iowa, Iowa City, Iowa, USA
| | - Brian C Lund
- Office of Rural Health, Veterans Rural Resource Center, Iowa City VA Health Care System, Iowa City, Iowa, USA.,Center for Comprehensive Access and Delivery Research and Evaluation (CADRE), Iowa City VA Health Care System, Iowa City, Iowa, USA.,Department of Epidemiology, College of Public Health, University of Iowa, Iowa City, Iowa, USA
| | - Jenna L Adamowicz
- Office of Rural Health, Veterans Rural Resource Center, Iowa City VA Health Care System, Iowa City, Iowa, USA.,Department of Psychological & Brain Sciences, University of Iowa, Iowa City, Iowa, USA
| | - Diana J Burgess
- Department of Medicine, University of Minnesota, Minneapolis, Minnesota, USA.,Center for Care Delivery and Outcomes Research, Veterans Affairs Medical Center, Minneapolis, Minnesota, USA
| | - Shamira J Rothmiller
- Office of Rural Health, Veterans Rural Resource Center, Iowa City VA Health Care System, Iowa City, Iowa, USA.,Center for Comprehensive Access and Delivery Research and Evaluation (CADRE), Iowa City VA Health Care System, Iowa City, Iowa, USA.,Department of Counselor Education, University of Iowa, Iowa City, Iowa, USA
| | - Katherine Hadlandsmyth
- Office of Rural Health, Veterans Rural Resource Center, Iowa City VA Health Care System, Iowa City, Iowa, USA.,Department of Anesthesia, Carver College of Medicine, University of Iowa, Iowa City, Iowa, USA.,Center for Comprehensive Access and Delivery Research and Evaluation (CADRE), Iowa City VA Health Care System, Iowa City, Iowa, USA
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Bifulco L, Almonte S, Sosa S, Etemad L, Ruiz D, Blankson ML. A qualitative assessment of factors contributing to Spanish-speaking federally qualified health center patients' chronic pain experiences. PLoS One 2023; 18:e0285157. [PMID: 37200248 DOI: 10.1371/journal.pone.0285157] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 04/18/2023] [Indexed: 05/20/2023] Open
Abstract
People of Hispanic or Latino ethnicity (Latinx people) experience pain diagnosis, treatment, and care disparities relative to non-Latinx Whites. Those whose preferred language is Spanish may experience additional disparities when receiving care in a language-discordant environment. In order to better understand medically underserved Spanish-speaking Latinx patients' pain care experience in primary care, we conducted semi-structured qualitative interviews with federally qualified health center staff members (n = 9) and Spanish-speaking adult Latinx patients with chronic pain (n = 12) to capture data on their perspectives. Interview data were mapped to the individual (microsystem), interpersonal (mesosystem), organizational (exosystem), and environmental (macrosystem) levels of Bronfenbrenner's Ecological Systems Theory and analyzed using thematic content analysis informed by the Framework Method. Findings suggest that Spanish-speaking patients and English-speaking care team members may interpret information about pain state and severity differently, may have misaligned expectations about care, treatment methodologies, and treatment goals, and may experience difficulty forming a mutual understanding during health care encounters due to cross-linguistic and cross-cultural miscommunication. Patients preferred to describe their pain in words rather than with numbers or standardized scales, and both patients and frontline care team members expressed frustration with medical interpretation services, which added time and complexity to visits. Patients and health center staff emphasized the diversity of experiences among Spanish-speaking Latinx people, and the need to account for both linguistic and cultural differences during care encounters. Both groups supported hiring more Spanish-speaking, Latinx healthcare personnel who better resemble the patient population, which has the potential to improve linguistic and cultural concordance and competence, with the aim of improving care outcomes and patient satisfaction. Further study is warranted to examine how linguistic and cultural communication barriers impact pain assessment and treatment in primary care, the extent to which patients feel understood by their care teams, and their confidence in their ability to understand and interpret treatment recommendations.
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Affiliation(s)
- Lauren Bifulco
- Weitzman Institute, Community Health Center, Inc., Middletown, Connecticut, United States of America
| | - Sarahí Almonte
- Department of Nursing, Community Health Center, Inc., Middletown, Connecticut, United States of America
| | - Shantel Sosa
- Department of Sociology, Wesleyan University, Middletown, Connecticut, United States of America
| | - Leila Etemad
- Department of Sociology, Wesleyan University, Middletown, Connecticut, United States of America
| | - Destiny Ruiz
- Department of Sociology, Wesleyan University, Middletown, Connecticut, United States of America
| | - Mary L Blankson
- Weitzman Institute, Community Health Center, Inc., Middletown, Connecticut, United States of America
- Department of Nursing, Community Health Center, Inc., Middletown, Connecticut, United States of America
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Beware the foe who feels no pain: Associations between relative formidability and pain sensitivity in three U.S. online studies. EVOL HUM BEHAV 2022. [DOI: 10.1016/j.evolhumbehav.2022.11.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Fritz JM, Del Fiol G, Gibson B, Wetter DW, Solis V, Bennett E, Thackeray A, Goode A, Lundberg K, Romero A, Ford I, Stevens L, Siaperas T, Morales J, Yack M, Greene T. BeatPain Utah: study protocol for a pragmatic randomised trial examining telehealth strategies to provide non-pharmacologic pain care for persons with chronic low back pain receiving care in federally qualified health centers. BMJ Open 2022; 12:e067732. [PMID: 36351735 PMCID: PMC9664275 DOI: 10.1136/bmjopen-2022-067732] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 10/21/2022] [Indexed: 11/11/2022] Open
Abstract
INTRODUCTION Although evidence-based guidelines recommend non-pharmacologic treatments as first-line care for chronic low back pain (LBP), uptake has been limited, particularly in rural, low-income and ethnically diverse communities. The BeatPain study will evaluate the implementation and compare the effectiveness of two strategies to provide non-pharmacologic treatment for chronic LBP. The study will use telehealth to overcome access barriers for persons receiving care in federally qualified health centres (FQHCs) in the state of Utah. METHODS AND ANALYSIS BeatPain Utah is a pragmatic randomised clinical trial with a hybrid type I design investigating different strategies to provide non-pharmacologic care for adults with chronic LBP seen in Utah FQHCs. The intervention strategies include a brief pain consult (BPC) and telehealth physical therapy (PT) component provided using either an adaptive or sequenced delivery strategy across two 12-week treatment phases. Interventions are provided via telehealth by centrally located physical therapists. The sequenced delivery strategy provides the BPC, followed by telehealth PT in the first 12 weeks for all patients. The adaptive strategy uses a stepped care approach and provides the BPC in the first 12 weeks and telehealth PT to patients who are non-responders to the BPC component. We will recruit 500 English-speaking or Spanish-speaking participants who will be individually randomised with 1:1 allocation. The primary outcome is the Pain, Enjoyment and General Activity measure of pain impact with secondary outcomes including the additional pain assessment domains specified by the National Institutes (NIH) of Health Helping to End Addiction Long Initiative and implementation measures. Analyses of primary and secondary measures of effectiveness will be performed under longitudinal mixed effect models across assessments at baseline, and at 12, 26 and 52 weeks follow-ups. ETHICS AND DISSEMINATION Ethics approval for the study was obtained from the University of Utah Institutional Review Board. On completion, study data will be made available in compliance with NIH data sharing policies. TRIAL REGISTRATION NUMBER NCT04923334.
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Affiliation(s)
- Julie M Fritz
- Department of Physical Therapy & Athletic Training, The University of Utah, Salt Lake City, Utah, USA
| | - Guilherme Del Fiol
- Department of Biomedical Informatics, University of Utah, Salt Lake City, Utah, USA
| | - Bryan Gibson
- Department of Biomedical Informatics, University of Utah, Salt Lake City, Utah, USA
| | - David W Wetter
- Population Sciences, Huntsman Cancer Institute, Salt Lake City, Utah, USA
| | - Victor Solis
- Department of Physical Therapy & Athletic Training, The University of Utah, Salt Lake City, Utah, USA
| | - Emily Bennett
- Association for Utah Community Health, Salt Lake City, Utah, USA
| | - Anne Thackeray
- Department of Physical Therapy & Athletic Training, The University of Utah, Salt Lake City, Utah, USA
| | - Adam Goode
- Orthopedic Surgery and Population Health Sciences, Duke University, Durham, North Carolina, USA
| | - Kelly Lundberg
- Department of Psychiatry, University of Utah, Salt Lake City, Utah, USA
| | - Adrianna Romero
- Department of Physical Therapy & Athletic Training, The University of Utah, Salt Lake City, Utah, USA
| | - Isaac Ford
- Department of Physical Therapy & Athletic Training, The University of Utah, Salt Lake City, Utah, USA
| | - Leticia Stevens
- Department of Biomedical Informatics, University of Utah, Salt Lake City, Utah, USA
| | - Tracey Siaperas
- Association for Utah Community Health, Salt Lake City, Utah, USA
| | - Jennyfer Morales
- Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| | - Melissa Yack
- Center for Health Outcomes and Population Equity - Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Tom Greene
- Division of Epidemiology, University of Utah, Salt Lake City, Utah, USA
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McHenry N, Ahmed A, Shah I, Freedman SD, Nee J, Lembo A, Sheth SG. Racial and Ethnic Disparities in Opioid Prescriptions in Benign and Malignant Pancreatic Disease in the United States. Pancreas 2022; 51:1359-1364. [PMID: 37099779 DOI: 10.1097/mpa.0000000000002180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/28/2023]
Abstract
OBJECTIVES Racial-ethnic disparities in pain management are common but not known among pancreatic disease patients. We sought to evaluate racial-ethnic disparities in opioid prescriptions for pancreatitis and pancreatic cancer patients. METHODS Data from the National Ambulatory Medical Care Survey were used to examine racial-ethnic and sex differences in opioid prescriptions for ambulatory visits by adult pancreatic disease patients. RESULTS We identified 207 pancreatitis and 196 pancreatic cancer patient visits, representing 9.8 million visits, but weights were repealed for analysis. No sex differences in opioid prescriptions were found among pancreatitis (P = 0.78) or pancreatic cancer patient visits (P = 0.57). Opioids were prescribed at 58% of Black, 37% of White, and 19% of Hispanic pancreatitis patient visits (P = 0.05). Opioid prescriptions were less common in Hispanic versus non-Hispanic pancreatitis patients (odds ratio, 0.35; 95% confidence interval, 0.14-0.91; P = 0.03). We found no racial-ethnic differences in opioid prescriptions among pancreatic cancer patient visits. CONCLUSIONS Racial-ethnic disparities in opioid prescriptions were observed in pancreatitis, but not pancreatic cancer patient visits, suggesting possible racial-ethnic bias in opioid prescription practices for patients with benign pancreatic disease. However, there is a lower threshold for opioid provision in the treatment of malignant, terminal disease.
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Affiliation(s)
| | | | | | | | - Judy Nee
- From the Digestive Disease Center
| | | | - Sunil G Sheth
- Pancreas Center, Beth IsraelDeaconess Medical Center, Boston, MA
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Janevic M, Robinson-Lane SG, Courser R, Brines E, Hassett AL. A Community Health Worker-Led Positive Psychology Intervention for African American Older Adults With Chronic Pain. THE GERONTOLOGIST 2022; 62:1369-1380. [PMID: 35394525 PMCID: PMC9579460 DOI: 10.1093/geront/gnac010] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Experiencing structural racism over the life course contributes to disproportionate pain-related disability among African American older adults. Positive STEPS, delivered by community health workers, is a culturally congruent chronic pain self-management intervention that incorporates positive psychology principles and gives attention to social determinants of pain and pain management. RESEARCH DESIGN AND METHODS We conducted a randomized pilot trial among older adults with chronic musculoskeletal pain in an underserved, primarily African American community (Detroit, Michigan). The 7-week intervention included weekly telephone sessions with a community health worker; web-based videos teaching pain self-management skills; positive activities (e.g., Life Review, Gratitude Jar); and use of wearable activity trackers. Outcomes were measured at baseline and 8-week follow-up. We assessed participant retention, engagement, and satisfaction. RESULTS Study completers (n = 46; 90% retention) were 93% African American, 89% female, mean 72 years, and completed 5.7 of 7 sessions. Intervention participants versus controls showed greater improvement in PROMIS Pain Interference (4.3-point T-score decrease vs. 0.4-point increase; p = .01) and the Pain Self-Efficacy Questionnaire (p = .007). Furthermore, compared with controls, significantly more intervention participants reported "better" or "much better" global functioning (86% vs. 25%; p = .000) and pain (67% vs. 21%; p = .003) since baseline. Improvements in physical functioning, social participation, and resilience were noted, but differences were not significant. Participant feedback on the intervention was overwhelmingly positive. DISCUSSION AND IMPLICATIONS A community health worker-led chronic pain self-management intervention combining positive activities with self-management skills training demonstrated the potential to enhance pain-related functioning among a vulnerable group of older adults. CLINICAL TRIAL NUMBER NCT04321239.
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Affiliation(s)
- Mary Janevic
- Department of Health Behavior and Health Education, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Sheria G Robinson-Lane
- Department of Systems, Populations, and Leadership, University of Michigan School of Nursing, Ann Arbor, Michigan, USA
| | - Rebecca Courser
- Department of Health Behavior and Health Education, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Elizabeth Brines
- Department of Health Behavior and Health Education, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Afton L Hassett
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, Michigan, USA
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Vock DM, Neprash HT, Hanson AV, Elert BA, Satin DJ, Rothman AJ, Short S, Karaca-Mandic P, Markowitz R, Melton GB, Golberstein E. PRescribing Interventions for Chronic pain using the Electronic health record (PRINCE): Study protocol. Contemp Clin Trials 2022; 121:106905. [PMID: 36057376 DOI: 10.1016/j.cct.2022.106905] [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: 03/14/2022] [Revised: 06/23/2022] [Accepted: 08/28/2022] [Indexed: 01/27/2023]
Abstract
BACKGROUND Primary care is a frequent source of pain treatment and opioid prescribing. The objective of the Prescribing Interventions for Chronic Pain using the Electronic health record (PRINCE) study is to assess the effects of two behavioral economics-informed interventions embedded within the electronic health record (EHR) on guideline-concordant pain treatment and opioid prescribing decisions in primary care settings. METHODS Setting: The setting for this study is 43 primary care clinics in Minnesota. DESIGN The PRINCE study uses a cluster-randomized 2 × 2 factorial design to test the effects of two interventions. An adaptive design allows for the possibility of secondary randomization to test if interventions can be titrated while maintaining efficacy. INTERVENTIONS One intervention alters the "choice architecture" within the EHR to nudge clinicians toward non-opioid treatments for opioid-naïve patients and toward tapering for patients currently receiving a "high risk" opioid. The other intervention integrates the prescription drug monitoring program (PDMP) directly within the EHR. OUTCOME The primary outcome for opioid-naïve patients is whether an opioid is prescribed in a primary care visit without a non-opioid alternative pain treatment. The primary outcome for current opioid-using patients is whether opioid prescriptions were tapered with a documented rationale. DISCUSSION The PRINCE study will provide real-world evidence on two approaches to improving pain treatment in primary care using the EHR. The adaptive study design strikes a balance between establishing intervention efficacy and testing whether efficacy varies with intervention intensity.
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Affiliation(s)
- David M Vock
- Division of Biostatistics, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | - Hannah T Neprash
- Division of Health Policy and Management, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | | | | | - David J Satin
- Department of Family Medicine and Community Health, University of Minnesota Medical School, Minneapolis, MN, USA
| | | | - Sonja Short
- Fairview Health Services, Minneapolis, MN, USA
| | | | - Rebecca Markowitz
- Division of General Internal Medicine, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Genevieve B Melton
- Fairview Health Services, Minneapolis, MN, USA; Department of Surgery, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Ezra Golberstein
- Division of Health Policy and Management, University of Minnesota School of Public Health, Minneapolis, MN, USA.
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Bakhshaie J, Penn TM, Doorley J, Pham TV, Greenberg J, Bannon S, Saadi A, Vranceanu AM. Psychosocial Predictors of Chronic Musculoskeletal Pain Outcomes and their Contextual Determinants Among Black Individuals: A Narrative Review. THE JOURNAL OF PAIN 2022; 23:1697-1711. [PMID: 35644442 DOI: 10.1016/j.jpain.2022.04.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 04/14/2022] [Accepted: 04/29/2022] [Indexed: 06/15/2023]
Abstract
Black communities are disproportionally affected by Chronic Musculoskeletal Pain (CMP), but little is known about the psychological predictors of CMP outcomes and their contextual determinants among Black individuals. To address this gap, we conducted a narrative review of extant literature to (1) report the major conceptual models mentioned in prior work explaining the link between contextual determinants and psychological responses to pain among Black individuals with CMP; and (2) describe psychological factors related to CMP outcomes in this population that are highlighted in the literature. We searched 4 databases (APA PsycNet, PubMed/MEDLINE, Scopus, and Google Scholar) using the following search terms: musculoskeletal pain, chronic pain, mental health, psychological, coping, health disparities, contextual factors, conceptual models, psychosocial, Black, African American, pain, disability, and outcomes. We illustrate 3 relevant conceptual models - socioecological, cumulative stress, and biopsychosocial - related to contextual determinants and several psychological factors that influence CMP outcomes among Black individuals: (1) disproportionate burden of mental health and psychiatric diagnoses, (2) distinct coping strategies, (3) pain-related perceived injustice and perceived racial/ethnic discrimination, and (4) preferences and expectations related to seeking and receiving pain care. The detailed clinical and research implications could serve as a blueprint for the providers and clinical researchers to address health disparities and improve care for Black individuals with CMP. PERSPECTIVE: This narrative review illustrates conceptual models explaining the link between contextual determinants and psychological responses to pain among Black individuals with chronic musculoskeletal pain. We discuss 3 relevant conceptual models - socioecological, cumulative stress, biopsychosocial -, and 4 psychological factors: disproportionate burden of mental health, distinct coping strategies, perceived injustice/discrimination, preferences/expectations.
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Affiliation(s)
- Jafar Bakhshaie
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts
| | - Terence M Penn
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts; Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama
| | - James Doorley
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts
| | - Tony V Pham
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts; Tulane Medical School, New Orleans, Louisiana; Duke University Global Health Master's Program, Durham, North Carolina
| | - Jonathan Greenberg
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts
| | - Sarah Bannon
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts
| | - Altaf Saadi
- Harvard Medical School, Boston, Massachusetts; Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts
| | - Ana-Maria Vranceanu
- Integrated Brain Health Clinical and Research Program, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts.
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Williams JR, Alam IZ, Ranapurwala SI. Trajectories and correlates of opioid prescription receipt among patients experiencing interpersonal violence. PLoS One 2022; 17:e0273846. [PMID: 36083884 PMCID: PMC9462725 DOI: 10.1371/journal.pone.0273846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 08/16/2022] [Indexed: 11/30/2022] Open
Abstract
Interpersonal violence increases vulnerability to the deleterious effects of opioid use. Increased opioid prescription receipt is a major contributor to the opioid crisis; however, our understanding of prescription patterns and risk factors among those with a history of interpersonal violence remains elusive. This study sought to identify 5-year longitudinal patterns of opioid prescription receipt among patients experiencing interpersonal violence within a large healthcare system and sociodemographic and clinical characteristics associated with prescription patterns. This secondary analysis examined electronic health record data from January 2004–August 2019 for a cohort of patients (N = 1,587) referred for interpersonal violence services. Latent class growth analysis was used to estimate trajectories of opioid prescription receipt over a 5-year period. Standardized differences were calculated to assess variation in sociodemographic and clinical characteristics between classes. Our cohort had a high prevalence of prescription opioid receipt (73.3%) and underlying co-morbidities, including chronic pain (54.6%), substance use disorders (39.0%), and mental health diagnoses (76.9%). Six prescription opioid receipt classes emerged, characterized by probability of any prescription opioid receipt at the start and end of the study period (high, medium, low, never) and change in probability over time (increasing, decreasing, stable). Classes with the highest probability of prescription opioids also had the highest proportions of males, chronic pain diagnoses, substance use disorders, and mental health diagnoses. Black, non-Hispanic and Hispanic patients were more likely to be in low or no prescription opioid receipt classes. These findings highlight the importance of monitoring for synergistic co-morbidities when providing pain management and offering treatment that is trauma-informed, destigmatizing, and integrated into routine care.
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Affiliation(s)
- Jessica R. Williams
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- * E-mail:
| | - Ishrat Z. Alam
- Department of Epidemiology, Gillings School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Shabbar I. Ranapurwala
- Department of Epidemiology, Gillings School of Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
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Grunberg VA, Reichman M, Lovette BC, Vranceanu AM, Greenberg J. "No One Truly Understands What We Go through and How to Treat It": Lived Experiences with Medical Providers among Patients with Orofacial Pain. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:10396. [PMID: 36012029 PMCID: PMC9408497 DOI: 10.3390/ijerph191610396] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 08/16/2022] [Accepted: 08/18/2022] [Indexed: 06/15/2023]
Abstract
UNLABELLED Orofacial pain affects 10-15% of adults, yet treatments are limited. The gaps in care are frustrating for both patients and providers and can negatively impact patient-provider interactions. These interactions are key because they impact patient-reported outcomes and satisfaction with care. PURPOSE Our study aims to understand the nuanced experiences with medical providers among patients with orofacial pain. METHODS In a cross-sectional survey, 260 patients provided written responses describing their experiences with medical providers. Using an inductive-deductive approach to thematic analysis, we identified themes and subthemes and organized them into four domains based on the Patient-Centered Model of Communication. RESULTS Patients reported feeling hopeless about treatment options, frustrated with lack of provider knowledge, disappointed in ineffective care, and stigmatized and dismissed by providers. Patients also said they learned to advocate for their health, were grateful for effective care, and felt lucky when providers listened and showed compassion. Patients identified key barriers that interfere with care (e.g., insurance, transportation, limited providers, lack of team coordination). CONCLUSIONS Findings can help inform training programs and psychoeducation that target patient-provider communication to improve patient-reported outcomes, the quality of care delivered, and health care utilization and costs.
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Affiliation(s)
- Victoria A. Grunberg
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, MA 02114, USA
- Division of Newborn Medicine, MassGeneral for Children, Boston, MA 02114, USA
| | - Mira Reichman
- Department of Psychology, University of Washington, Seattle, WA 98195, USA
| | - Brenda C. Lovette
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, MA 02114, USA
- Department of Rehabilitation Sciences, MGH Institute of Health Professions, Boston, MA 02129, USA
| | - Ana-Maria Vranceanu
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, MA 02114, USA
| | - Jonathan Greenberg
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, MA 02114, USA
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Lovette BC, Bannon SM, Spyropoulos DC, Vranceanu AM, Greenberg J. "I Still Suffer Every Second of Every Day": A Qualitative Analysis of the Challenges of Living with Chronic Orofacial Pain. J Pain Res 2022; 15:2139-2148. [PMID: 35935679 PMCID: PMC9346146 DOI: 10.2147/jpr.s372469] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 07/17/2022] [Indexed: 11/26/2022] Open
Abstract
Objective Chronic orofacial pain is prevalent and debilitating. Psychological and social factors place a heavy burden on this population but are often overlooked. Here, we offer the first comprehensive qualitative conceptualization of the challenges of living with chronic orofacial pain through a biopsychosocial perspective to inform multifaceted care for this population. Design We employed a qualitative thematic analysis of open text responses using a hybrid inductive-deductive approach and a biopsychosocial framework. Methods Two hundred and sixty participants with chronic orofacial pain responded to an open-ended question: "What is the biggest challenge you face in managing your condition?" by typing their responses into a text box as part of an online survey. We mapped responses onto biomedical, psychological, and social themes (deductive) and concurrently identified findings within each theme that emerged directly from the data (inductive). Results Subthemes within the biomedical theme included challenges with biomedical pain management, medication side effects, sensory triggers, physical symptoms of stress/tension, and biological functions and related activities of daily living. Subthemes within the psychological theme included anxiety, depression, emotional symptoms of stress, unpredictability/uncertainty of pain, and psychological and cognitive aspects of medication management. Subthemes within the social theme included social relational, experience with providers, socioeconomics and access to care, and roles and responsibilities. Conclusion Chronic orofacial pain is associated with multifaceted challenges. Consideration of individuals' experiences of biomedical, psychological, and social challenges in the assessment, referral, and treatment of chronic orofacial pain holds the potential to promote more comprehensive, patient-centered care for this population.
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Affiliation(s)
- Brenda C Lovette
- Department of Rehabilitation Sciences, MGH Institute of Health Professions, Boston, MA, USA
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Sarah M Bannon
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | | | - Ana-Maria Vranceanu
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Jonathan Greenberg
- Center for Health Outcomes and Interdisciplinary Research, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
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Delivering Value Through Equitable Care for Low Back Pain: A Renewed Call to Action. J Orthop Sports Phys Ther 2022; 52:414-418. [PMID: 35580022 DOI: 10.2519/jospt.2022.10815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Equitable care for low back pain (LBP) is key to ensuring the value and sustainability of services delivered by physical therapists. In this Viewpoint, we discuss how social determinants of health, implicit provider biases, structural characteristics of the health care system, and health care policies contribute to disparate care for many individuals with LBP. We aim to increase awareness of equity as a key component of value in physical therapy and highlight steps physical therapists can take to improve equitable LBP care. This "call to action" underscores the need to study, demonstrate, and advance equitable care for LBP by physical therapists to improve outcomes for patients and ensure the growth and sustainability of the physical therapy profession. J Orthop Sports Phys Ther 2022;52(7):414-418. Epub: 17 May 2022. doi:10.2519/jospt.2022.10815.
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Mullins PM, Yong RJ, Bhattacharyya N. Impact of demographic factors on chronic pain among adults in the United States. Pain Rep 2022; 7:e1009. [PMID: 38304396 PMCID: PMC10833639 DOI: 10.1097/pr9.0000000000001009] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Revised: 03/22/2022] [Accepted: 04/02/2022] [Indexed: 11/26/2022] Open
Abstract
Introduction Chronic pain affects more than 1 in 5 American adults, and its effects are not evenly distributed throughout the population. Methods Using the National Health Interview Survey (NHIS), a household-based annual survey of self-reported health status of U.S. adults, this cross-sectional study describes differences in the prevalence of chronic pain and its effects across socioeconomic groups. Results In univariate analyses, chronic pain was more prevalent among female respondents, persons with lower educational attainment, non-Hispanic White individuals, and those who were insured as well as those who were married. After accounting for all other demographic factors, age, female sex, and lower educational attainment were associated with higher odds of having chronic pain, whereas Hispanic and non-Hispanic Black race were associated with lower odds. Despite lower odds of having chronic pain, Hispanic and non-Hispanic Black race were associated with greater odds of reporting more severe pain than White race. There were no significant differences across race in the effects of pain on life, work, or family, although female sex and lower educational attainment were associated with greater effects of pain on these domains. Educational attainment was the only characteristic associated with greater odds of ineffective pain management after accounting for all other demographic factors. Conclusions Implications for reducing disparities in the treatment of chronic pain are discussed.
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Affiliation(s)
| | - Robert J. Yong
- Anesthesiology, Perioperative, and Pain Medicine, Brigham and Women's Hospital, Harvard University, Boston, MA, USA
| | - Neil Bhattacharyya
- Department of Otolaryngology, Massachusetts Eye and Ear & Harvard Medical School, Boston, MA, USA
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Comparison of pain and psychosocial correlates among Hispanic and Non-Hispanic White youth with chronic pain. Pain Rep 2022; 7:e1020. [PMID: 35924081 PMCID: PMC9296181 DOI: 10.1097/pr9.0000000000001020] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 05/19/2022] [Accepted: 06/01/2022] [Indexed: 11/25/2022] Open
Abstract
Introduction: Despite well-documented pain disparities among adults from non-White and Hispanic groups, less is known about pain disparities in non-White and Hispanic pediatric populations. Objectives: We compare pain and related psychosocial factors at the individual (pain intensity, pain interference, pain catastrophizing, co-occurring symptoms), social (peer relations), and systemic (health insurance) levels among Hispanic and Non-Hispanic White (NHW) youth with chronic pain. Methods: Eight hundred thirty-seven (71.4% female) Hispanic (n = 268, 32%) and NHW (n = 569, 68%) youth ages 8 to 17 years (M = 14.00; SD = 2.54) completed a survey at their initial visit to a pain clinic. Independent sample t tests investigated mean differences in psychosocial factors at the individual and social levels. Chi-squared tests investigated differences at the systemic level. Bivariate correlations for each group were compared using Fisher r-to-z transformations. Results:. Hispanic youth reported higher levels of pain intensity (t[811] = −2.75, P = 0.006). Groups did not differ in reports of other individual or social factors. Non-Hispanic White youth were more likely to have private insurance (OR, 5.66). All examined variables were significantly correlated among NHW youth. Correlations were weaker or nonsignificant among Hispanic youth. Fisher r-to-z transformations revealed these group differences to be significant. Conclusion: Hispanic youth report higher pain levels than NHW counterparts and lower likelihood of having private insurance. Pain and psychosocial factors correlate differently among the 2 groups highlighting a need to better understand the chronic pain experiences of diverse youth because models derived primarily from NHW populations may not generalize across ethnic and racial groups.
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Grant S, Smart R. Expert views on state-level naloxone access laws: a qualitative analysis of an online modified-Delphi process. Harm Reduct J 2022; 19:64. [PMID: 35676719 PMCID: PMC9175531 DOI: 10.1186/s12954-022-00645-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 05/21/2022] [Indexed: 11/18/2022] Open
Abstract
Background Expanding availability to naloxone is a core harm reduction strategy in efforts to address the opioid epidemic. In the US, state-level legislation is a prominent mechanism to expand naloxone availability through various venues, such as community pharmacies. This qualitative study aimed to identify and summarize the views of experts on state-level naloxone access laws. Methods We conducted a three-round modified-Delphi process using the online ExpertLens platform. Participants included 46 key stakeholders representing various groups (advocates, healthcare providers, human/social service practitioners, policymakers, and researchers) with expertise naloxone access laws. Participants commented on the effectiveness and implementability of 15 state-level naloxone access laws (NALs). We thematically analyzed participant comments to summarize views on NALs overall and specific types of NAL. Results Participants commented that the effectiveness of NALs in reducing opioid-related mortality depends on their ability to make sustained, significant impacts on population-level naloxone availability. Participants generally believed that increased naloxone availability does not have appreciable negative impacts on the prevalence of opioid misuse, opioid use disorder (OUD), and non-fatal opioid overdoses. Implementation barriers include stigma among the general public, affordability of naloxone, and reliance on an inequitable healthcare system. Conclusions Experts believe NALs that significantly increase naloxone access are associated with less overdose mortality without risking substantial unintended public health outcomes. To maximize impacts, high-value NALs should explicitly counter existing healthcare system inequities, address stigmatization of opioid use and naloxone, maintain reasonable prices for purchasing naloxone, and target settings beyond community pharmacies to distribute naloxone.
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Affiliation(s)
- Sean Grant
- Department of Social and Behavioral Sciences, Indiana University Richard M. Fairbanks School of Public Health, 1050 Wishard Blvd, RG 6046, Indianapolis, IN, 46202, USA.
| | - Rosanna Smart
- Economics, Sociology, and Statistics Department, RAND Corporation, 1776 Main Street, Santa Monica, CA, 90401, USA
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Dy M, Olazo K, Lisker S, Brown E, Saha A, Weinberg J, Sarkar U. Virtual Reality for Chronic Pain Management Among Historically Marginalized Populations: A Systematic Review of Usability Studies (Preprint). J Med Internet Res 2022. [DOI: 10.2196/40044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2023] Open
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Mathur VA, Trost Z, Ezenwa MO, Sturgeon JA, Hood AM. Mechanisms of injustice: what we (do not) know about racialized disparities in pain. Pain 2022; 163:999-1005. [PMID: 34724680 PMCID: PMC9056583 DOI: 10.1097/j.pain.0000000000002528] [Citation(s) in RCA: 60] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 09/29/2021] [Accepted: 10/21/2021] [Indexed: 11/25/2022]
Affiliation(s)
- Vani A. Mathur
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, United States
| | - Zina Trost
- Department of Physical Medicine and Rehabilitation, Virginia Commonwealth University, Richmond, VA, United States
| | - Miriam O. Ezenwa
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, Gainesville, FL, United States
| | - John A. Sturgeon
- Department of Anesthesiology and Pain Medicine, University of Washington, Seattle, WA, United States
| | - Anna M. Hood
- Division of Psychology and Mental Health, University of Manchester, Manchester, United Kingdom
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Health Care Disparity in Pain. Neurosurg Clin N Am 2022; 33:251-260. [DOI: 10.1016/j.nec.2022.02.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Milani SA, Raji MA, Kuo YF, Lopez DS, Markides KS, Al Snih S. Multimorbidity Is Associated With Pain Over 6 Years Among Community-Dwelling Mexican Americans Aged 80 and Older. FRONTIERS IN PAIN RESEARCH 2022; 3:830308. [PMID: 35399155 PMCID: PMC8983931 DOI: 10.3389/fpain.2022.830308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 02/24/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction Multimorbidity, the co-occurrence of two or more chronic conditions, is common among older adults and is associated with decreased quality of life, greater disability, and increased mortality. Yet, the association of multimorbidity with pain, another significant contributor to decreased quality of life, has not been widely studied. This is especially understudied among very old (aged ≥ 80) Mexican Americans, a fast-growing segment of the United States (US) population. Objective To assess the association of multimorbidity with pain in very old Mexican Americans, over six years of follow-up. Methods We used data from Waves 7 (2010/2011) to 9 (2015/2016) of the Hispanic Established Populations for the Epidemiologic Study of the Elderly, a longitudinal study of older Mexican Americans residing in the Southwestern US. Multimorbidity was defined as reporting two or more chronic health conditions. Pain was defined as (1) pain on weight-bearing, (2) pain in back, hips, knees, ankles/feet, legs, entire body, or two or more locations, and (3) pain that limits daily activities. We use generalized estimation equations to estimate the odds ratio of pain as a function of multimorbidity over 6 years. Results At baseline (n = 841), 77.3% of participants had multimorbidity. Those with multimorbidity had greater odds [2.27, 95% confidence interval (CI): 1.74, 2.95] of reporting pain on weight-bearing over time, compared to those without multimorbidity. Also, those with multimorbidity had 2.12 times the odds of reporting pain that limited their daily activities (95% CI: 1.61, 2.78) compared to those without multimorbidity. Lastly, those with multimorbidity had higher odds of reporting pain in their back, knee, ankles/feet, legs, hips, entire body, or two or more locations, compared to those without multimorbidity. Conclusions Those with multimorbidity consistently had higher odds of all types of pain, highlighting the need for early management of pain among those with multiple chronic conditions and complex health needs. This is especially important among very old Mexican Americans, who have a high burden of chronic health conditions.
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Affiliation(s)
- Sadaf Arefi Milani
- Division of Geriatrics and Palliative Medicine, Department of Internal Medicine, University of Texas Medical Branch, Galveston, TX, United States
- Sealy Center on Aging, University of Texas Medical Branch, Galveston, TX, United States
- Center for Interdisciplinary Research in Women's Health, University of Texas Medical Branch, Galveston, TX, United States
| | - Mukaila A. Raji
- Division of Geriatrics and Palliative Medicine, Department of Internal Medicine, University of Texas Medical Branch, Galveston, TX, United States
- Sealy Center on Aging, University of Texas Medical Branch, Galveston, TX, United States
- Department of Preventive Medicine and Population Health, University of Texas Medical Branch, Galveston, TX, United States
| | - Yong-Fang Kuo
- Division of Geriatrics and Palliative Medicine, Department of Internal Medicine, University of Texas Medical Branch, Galveston, TX, United States
- Sealy Center on Aging, University of Texas Medical Branch, Galveston, TX, United States
- Center for Interdisciplinary Research in Women's Health, University of Texas Medical Branch, Galveston, TX, United States
- Department of Preventive Medicine and Population Health, University of Texas Medical Branch, Galveston, TX, United States
- Office of Biostatistics, University of Texas Medical Branch, Galveston, TX, United States
| | - David S. Lopez
- Department of Preventive Medicine and Population Health, University of Texas Medical Branch, Galveston, TX, United States
| | - Kyriakos S. Markides
- Sealy Center on Aging, University of Texas Medical Branch, Galveston, TX, United States
- Department of Preventive Medicine and Population Health, University of Texas Medical Branch, Galveston, TX, United States
| | - Soham Al Snih
- Division of Geriatrics and Palliative Medicine, Department of Internal Medicine, University of Texas Medical Branch, Galveston, TX, United States
- Sealy Center on Aging, University of Texas Medical Branch, Galveston, TX, United States
- Department of Nutrition, Metabolism, and Rehabilitation Sciences, University of Texas Medical Branch, Galveston, TX, United States
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Eze B, Kumar S, Yang Y, Kilcoyne J, Starkweather A, Perry MA. Bias in Musculoskeletal Pain Management and Bias-Targeted Interventions to Improve Pain Outcomes: A Scoping Review. Orthop Nurs 2022; 41:137-145. [PMID: 35358134 PMCID: PMC9154307 DOI: 10.1097/nor.0000000000000833] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Bias in healthcare negatively impacts disparities in care, treatment, and outcomes, especially among minority populations. A scoping review of the literature was performed to provide a deeper understanding of how bias influences musculoskeletal pain and potential effects of bias-targeted interventions on reducing pain disparities, as well as identify gaps and make suggestions for further research in this area. Publications from peer-reviewed journals were searched using the databases PubMed/MEDLINE, PsycINFO, CINAHL, and Scopus, with 18 studies identified. The literature review revealed that clinician-based bias and discrimination worsen pain and disability by reducing access to treatment and increasing patient pain-related injustice, catastrophizing, depression, and perceived stress. In contrast, clinician education and perspective-taking, patient decision tools, and community outreach interventions can help reduce bias and disparities in musculoskeletal pain outcomes. Increasing the diversity of the healthcare workforce should also be a priority. Models of care focused on health equity may provide an ideal framework to reduce bias and provide sustainable improvement in musculoskeletal pain management.
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Affiliation(s)
- Bright Eze
- Bright Eze, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Sumanya Kumar, BS, Research Assistant, University of Connecticut School of Medicine, Storrs, CT
- Yuxuan Yang, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Jason Kilcoyne, BS, Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Angela Starkweather, PhD, ACNP-BC, CCRN, FAANP, FAAN, Professor, Associate Dean for Academic Affairs, University of Connecticut School of Nursing, Storrs, CT
- Mallory A. Perry, PhD, RN, CCRN, Postdoctoral Fellow, Children's Hospital of Philadelphia Research Institute, Philadelphia, PA
| | - Sumanya Kumar
- Bright Eze, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Sumanya Kumar, BS, Research Assistant, University of Connecticut School of Medicine, Storrs, CT
- Yuxuan Yang, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Jason Kilcoyne, BS, Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Angela Starkweather, PhD, ACNP-BC, CCRN, FAANP, FAAN, Professor, Associate Dean for Academic Affairs, University of Connecticut School of Nursing, Storrs, CT
- Mallory A. Perry, PhD, RN, CCRN, Postdoctoral Fellow, Children's Hospital of Philadelphia Research Institute, Philadelphia, PA
| | - Yuxuan Yang
- Bright Eze, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Sumanya Kumar, BS, Research Assistant, University of Connecticut School of Medicine, Storrs, CT
- Yuxuan Yang, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Jason Kilcoyne, BS, Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Angela Starkweather, PhD, ACNP-BC, CCRN, FAANP, FAAN, Professor, Associate Dean for Academic Affairs, University of Connecticut School of Nursing, Storrs, CT
- Mallory A. Perry, PhD, RN, CCRN, Postdoctoral Fellow, Children's Hospital of Philadelphia Research Institute, Philadelphia, PA
| | - Jason Kilcoyne
- Bright Eze, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Sumanya Kumar, BS, Research Assistant, University of Connecticut School of Medicine, Storrs, CT
- Yuxuan Yang, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Jason Kilcoyne, BS, Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Angela Starkweather, PhD, ACNP-BC, CCRN, FAANP, FAAN, Professor, Associate Dean for Academic Affairs, University of Connecticut School of Nursing, Storrs, CT
- Mallory A. Perry, PhD, RN, CCRN, Postdoctoral Fellow, Children's Hospital of Philadelphia Research Institute, Philadelphia, PA
| | - Angela Starkweather
- Bright Eze, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Sumanya Kumar, BS, Research Assistant, University of Connecticut School of Medicine, Storrs, CT
- Yuxuan Yang, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Jason Kilcoyne, BS, Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Angela Starkweather, PhD, ACNP-BC, CCRN, FAANP, FAAN, Professor, Associate Dean for Academic Affairs, University of Connecticut School of Nursing, Storrs, CT
- Mallory A. Perry, PhD, RN, CCRN, Postdoctoral Fellow, Children's Hospital of Philadelphia Research Institute, Philadelphia, PA
| | - Mallory A Perry
- Bright Eze, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Sumanya Kumar, BS, Research Assistant, University of Connecticut School of Medicine, Storrs, CT
- Yuxuan Yang, BS, RN, Graduate Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Jason Kilcoyne, BS, Research Assistant, University of Connecticut School of Nursing, Storrs, CT
- Angela Starkweather, PhD, ACNP-BC, CCRN, FAANP, FAAN, Professor, Associate Dean for Academic Affairs, University of Connecticut School of Nursing, Storrs, CT
- Mallory A. Perry, PhD, RN, CCRN, Postdoctoral Fellow, Children's Hospital of Philadelphia Research Institute, Philadelphia, PA
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Diagnostic and Predictive Capacity of the Spanish Versions of the Opioid Risk Tool and the Screener and Opioid Assessment for Patients with Pain-Revised: A Preliminary Investigation in a Sample of People with Noncancer Chronic Pain. Pain Ther 2022; 11:493-510. [PMID: 35128624 PMCID: PMC9098780 DOI: 10.1007/s40122-022-00356-2] [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: 11/23/2021] [Accepted: 01/17/2022] [Indexed: 02/05/2023] Open
Abstract
INTRODUCTION Accurate assessment of the risk of opioid abuse and misuse in people with noncancer chronic pain is crucial for their prevention. This study aimed to provide preliminary evidence of the diagnostic and predictive capacity of the Spanish versions of the Opioid Risk Tool (ORT) and the Screener and Opioid Assessment for Patients with Pain-Revised (SOAPP-R). METHODS We used the Current Opioid Misuse Measure (COMM) as criterion measure to assess the capacity of each tool to identify patients misusing opioids at the time of the assessment. Eighteen months later, we used the COMM and the Drug Abuse Screening Test-10 (DAST-10) to assess their predictive capacity. In total, 147 people with noncancer chronic pain participated in the diagnostic study, and 42 in the predictive study. RESULTS Receiver operating curve analysis showed that the SOAPP-R had an excellent capacity to identify participants who were misusing opioids at the time of assessment (area under the curve [AUC] = 0.827). The diagnostic capacity of the ORT was close to acceptable (AUC = 0.649-0.669), whereas its predictive capacity was poor (AUC = 0.522-0.554). The predictive capacity of the SOAPP-R was close to acceptable regarding misuse (AUC = 0.672) and poor regarding abuse (AUC = 0.423). CONCLUSION In the setting of Spanish-speaking communities, clinicians should be cautious when using these instruments to make decisions on opioid administration. Further research is needed on the diagnostic and predictive capacity of the Spanish versions of both instruments.
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Burnett-Zeigler I, McLeod D. Diversifying Mindfulness: Reflections from Our Journeys Applying Mindfulness-Based Interventions in the Black Community. JOURNAL OF INTEGRATIVE AND COMPLEMENTARY MEDICINE 2022; 28:110-113. [PMID: 35119290 PMCID: PMC8867099 DOI: 10.1089/jicm.2021.0440] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Affiliation(s)
- Inger Burnett-Zeigler
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.,Address correspondence to: Inger Burnett-Zeigler, PhD, Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, 676 N. St. Clair, Suite 1000, Chicago, IL 60611, USA
| | - Dennis McLeod
- Vanderbilt University Medical Center, Nashville, TN, USA
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Nephew BC, Incollingo Rodriguez AC, Melican V, Polcari JJ, Nippert KE, Rashkovskii M, Linnell LB, Hu R, Ruiz C, King JA, Gardiner P. Depression predicts chronic pain interference in racially diverse, income-disadvantaged patients. PAIN MEDICINE 2021; 23:1239-1248. [PMID: 34908146 DOI: 10.1093/pm/pnab342] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Revised: 11/15/2021] [Accepted: 11/19/2021] [Indexed: 11/14/2022]
Abstract
BACKGROUND Chronic pain is one of the most common reasons adults seek medical care in the US, with prevalence estimates ranging from 11% to 40%. Mindfulness meditation has been associated with significant improvements in pain, depression, physical and mental health, sleep, and overall quality of life. Group medical visits are increasingly common and are effective at treating myriad illnesses, including chronic pain. Integrative Medical Group Visits (IMGV) combine mindfulness techniques, evidence based integrative medicine, and medical group visits and can be used as adjuncts to medications, particularly in diverse underserved populations with limited access to non-pharmacological therapies. OBJECTIVE AND DESIGN The objective of the present study was to use a blended analytical approach of machine learning and regression analyses to evaluate the potential relationship between depression and chronic pain in data from a randomized clinical trial of IMGV in diverse, income disadvantaged patients suffering from chronic pain and depression. METHODS The analytical approach used machine learning to assess the predictive relationship between depression and pain and identify and select key mediators, which were then assessed with regression analyses. It was hypothesized that depression would predict the pain outcomes of average pain, pain severity, and pain interference. RESULTS Our analyses identified and characterized a predictive relationship between depression and chronic pain interference. This prediction was mediated by high perceived stress, low pain self-efficacy, and poor sleep quality, potential targets for attenuating the adverse effects of depression on functional outcomes. CONCLUSIONS In the context of the associated clinical trial and similar interventions, these insights may inform future treatment optimization, targeting, and application efforts in racialized, income disadvantaged populations, demographics often neglected in studies of chronic pain. TRIAL REGISTRATION NCT from clinicaltrials.gov: 02262377.
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Affiliation(s)
- Benjamin C Nephew
- Dept. of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, Massachusetts
| | | | - Veronica Melican
- Dept. of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Justin J Polcari
- Dept. of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Kathryn E Nippert
- Dept. of Social Science and Policy Studies, Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Mikhail Rashkovskii
- Dept. of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Lilly-Beth Linnell
- Dept. of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Ruofan Hu
- Computer Science Dept., Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Carolina Ruiz
- Computer Science Dept., Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Jean A King
- Dept. of Biology and Biotechnology, Worcester Polytechnic Institute, Worcester, Massachusetts
| | - Paula Gardiner
- Dept. of Family Medicine and Community Health, UMass Medical School, Worcester, Massachusetts
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Adams MCB, Denizard-Thompson NM, DiGiacobbe G, Williams BL, Brooks AK. Designing Actionable Solutions and Curriculum for Pain Disparities Education. PAIN MEDICINE 2021; 23:288-294. [PMID: 34601612 DOI: 10.1093/pm/pnab289] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 09/09/2021] [Accepted: 09/29/2021] [Indexed: 11/14/2022]
Abstract
The Liaison Committee on Medical Education (LCME) require medical schools to teach their students how to recognize and work towards eliminating health disparities. However, time constraints and a dearth of guidance for educators in teaching pain disparities curricula, pose significant challenges. Herein, we describe successes and lessons learned after designing, implementing, and evaluating an innovative pain disparities curriculum that was embedded in a longitudinal health equity curriculum for third year medical school students at an academic institution. Although the curriculum was developed for medical school students, the concepts may be broadly applicable to other training settings such as residency and fellowship programs.
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Affiliation(s)
- Meredith C B Adams
- Departments of Anesthesiology, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA.,Departments of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
| | - Nancy M Denizard-Thompson
- Departments of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
| | - Gia DiGiacobbe
- Educational Technology, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California, USA
| | - Brandon L Williams
- Departments of Anesthesiology, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
| | - Amber K Brooks
- Departments of Anesthesiology, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
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Brebion M, Bonnet MP, Sauvegrain P, Saurel-Cubizolles MJ, Blondel B, Deneux-Tharaux C, Azria E. Use of labour neuraxial analgesia according to maternal immigration status: a national cross-sectional retrospective population-based study in France. Br J Anaesth 2021; 127:942-952. [PMID: 34511258 DOI: 10.1016/j.bja.2021.08.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 07/27/2021] [Accepted: 08/02/2021] [Indexed: 10/20/2022] Open
Abstract
BACKGROUND Disparities in neuraxial analgesia use for childbirth by maternal origin have been reported in high-resource countries. We explored the association between maternal immigrant status (characterised separately by geographic continental origin and Human Development Index [HDI] of maternal country of birth) and neuraxial analgesia use. We hypothesised that immigrant women from low-resource countries may have more limited access to neuraxial analgesia than native French women. METHODS The study population, extracted from the 2016 National Perinatal Survey, a cross-sectional study of a representative sample of births in France, included only women who initially wished to deliver with neuraxial analgesia. We used multivariable multilevel logistic regression to explore the association between immigrant status and both use of neuraxial analgesia and its timely administration. RESULTS Among the 6070 women included, 88.1% gave birth with neuraxial analgesia and 15.8% were immigrants. There was no difference in neuraxial analgesia use between native French women and either immigrant women by geographic continental region of origin, or immigrants from countries with low HDI. However, immigrants from countries with very high HDI were more likely to give birth with neuraxial analgesia (adjusted odds ratio [aOR]=2.6; 95% confidence interval (CI), 1.2-5.8; P=0.018) and its timeliness <60 min after admission (aOR=1.8; 95% CI, 1.2-2.7; P=0.005) compared with native French women. CONCLUSIONS In France, immigrant women from low-resource countries have similar access to labour neuraxial analgesia to native French women. Our results suggest differential neuraxial analgesia use in favour of immigrant women from very high HDI countries compared with native women.
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Affiliation(s)
- Myriam Brebion
- Paris University, Centre for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), Obstetric Perinatal and Paediatric Epidemiology Research Team, EPOPé, INSERM, INRA, Paris, France.
| | - Marie-Pierre Bonnet
- Paris University, Centre for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), Obstetric Perinatal and Paediatric Epidemiology Research Team, EPOPé, INSERM, INRA, Paris, France; Sorbonne University, GRC 29, DMU DREAM, Department of Anaesthesia and Intensive Care, Armand Trousseau Hospital, AP-HP, Paris, France
| | - Priscille Sauvegrain
- Paris University, Centre for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), Obstetric Perinatal and Paediatric Epidemiology Research Team, EPOPé, INSERM, INRA, Paris, France
| | - Marie-Josèphe Saurel-Cubizolles
- Paris University, Centre for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), Obstetric Perinatal and Paediatric Epidemiology Research Team, EPOPé, INSERM, INRA, Paris, France
| | - Béatrice Blondel
- Paris University, Centre for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), Obstetric Perinatal and Paediatric Epidemiology Research Team, EPOPé, INSERM, INRA, Paris, France
| | - Catherine Deneux-Tharaux
- Paris University, Centre for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), Obstetric Perinatal and Paediatric Epidemiology Research Team, EPOPé, INSERM, INRA, Paris, France
| | - Elie Azria
- Paris University, Centre for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), Obstetric Perinatal and Paediatric Epidemiology Research Team, EPOPé, INSERM, INRA, Paris, France; Maternity Unit, Notre Dame de Bon Secours - Groupe Hospitalier Paris-Saint-Joseph Hospital, Paris University, Paris, France
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Zale EL, Powers JM, Ditre JW. Cognitive-Affective Transdiagnostic Factors Associated With Vulnerability to Alcohol and Prescription Opioid Use in the Context of Pain. Alcohol Res 2021; 41:08. [PMID: 34306903 PMCID: PMC8289456 DOI: 10.35946/arcr.v41.1.08] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
The use of alcohol and prescription opioids is common among people in pain and poses significant public health burdens. This review identifies factors associated with motivation to use alcohol and prescription opioids in the context of pain. Pain-relevant, cognitive-affective, transdiagnostic vulnerability factors-expectancies/motives, pain catastrophizing, pain-related anxiety, distress intolerance, anxiety sensitivity, and perceived interrelations-were selected from theoretical conceptualizations of pain and substance use. Searches conducted in PubMed, PsycINFO, and Embase returned 25 studies that examined associations between identified variables of interest and the use of alcohol and prescription opioids in the context of pain. Consistent with a larger literature on pain and substance use, the studies included in this review demonstrated that people with chronic pain are motivated to use alcohol and opioids in response to negative affect and hold expectancies/motives for coping with pain. Vulnerabilities that engender difficulty managing aversive internal states (distress intolerance and anxiety sensitivity) and maladaptive responses to pain (pain-related anxiety and pain catastrophizing) also were implicated in motivation for alcohol and opioid use. Although one study found that pain-related anxiety was associated with co-use of alcohol and opioids, no studies examined simultaneous use. Future research directions that can explicate causal associations, identify patterns of alcohol and opioid co-use, clarify the role of pain in cessation processes, and inform treatment development are discussed.
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Affiliation(s)
- Emily L Zale
- Department of Psychology, Binghamton University, Binghamton, New York
| | - Jessica M Powers
- Department of Psychology, Syracuse University, Syracuse, New York
| | - Joseph W Ditre
- Department of Psychology, Syracuse University, Syracuse, New York
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Gallagher RM. The Social Forces Healing Patients with Painful Conditions: What Happens After COVID-19? PAIN MEDICINE 2021; 22:239-242. [PMID: 33484145 PMCID: PMC7928671 DOI: 10.1093/pm/pnaa486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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Leroux A, Rzasa-Lynn R, Crainiceanu C, Sharma T. Wearable Devices: Current Status and Opportunities in Pain Assessment and Management. Digit Biomark 2021; 5:89-102. [PMID: 34056519 PMCID: PMC8138140 DOI: 10.1159/000515576] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 03/01/2021] [Indexed: 12/17/2022] Open
Abstract
INTRODUCTION We investigated the possibilities and opportunities for using wearable devices that measure physical activity and physiometric signals in conjunction with ecological momentary assessment (EMA) data to improve the assessment and treatment of pain. METHODS We considered studies with cross-sectional and longitudinal designs as well as interventional or observational studies correlating pain scores with measures derived from wearable devices. A search was also performed on studies that investigated physical activity and physiometric signals among patients with pain. RESULTS Few studies have assessed the possibility of incorporating wearable devices as objective tools for contextualizing pain and physical function in free-living environments. Of the studies that have been conducted, most focus solely on physical activity and functional outcomes as measured by a wearable accelerometer. Several studies report promising correlations between pain scores and signals derived from wearable devices, objectively measured physical activity, and physical function. In addition, there is a known association between physiologic signals that can be measured by wearable devices and pain, though studies using wearable devices to measure these signals and associate them with pain in free-living environments are limited. CONCLUSION There exists a great opportunity to study the complex interplay between physiometric signals, physical function, and pain in a real-time fashion in free-living environments. The literature supports the hypothesis that wearable devices can be used to develop reproducible biosignals that correlate with pain. The combination of wearable devices and EMA will likely lead to the development of clinically meaningful endpoints that will transform how we understand and treat pain patients.
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Affiliation(s)
- Andrew Leroux
- Department of Biostatistics and Informatics, Colorado School of Public Health, Aurora, Colorado, USA
| | - Rachael Rzasa-Lynn
- Department of Anesthesiology, University of Colorado, Aurora, Colorado, USA
| | - Ciprian Crainiceanu
- Department of Biostatistics, Johns Hopkins University, Baltimore, Maryland, USA
| | - Tushar Sharma
- Department of Anesthesiology, University of Colorado, Aurora, Colorado, USA
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