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Glei DA, Lee C, Brown CL, Weinstein M. Are employment and social integration more strongly associated with deaths of despair than psychological or economic distress? Soc Sci Med 2024; 357:117197. [PMID: 39153233 DOI: 10.1016/j.socscimed.2024.117197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 06/20/2024] [Accepted: 08/05/2024] [Indexed: 08/19/2024]
Abstract
The label "deaths of despair" for rising US mortality related to drugs/alcohol/suicide seems to implicate emotional distress as the cause. However, a Durkheimian approach would argue that underlying structural factors shape individuals' behavior and emotions. Despite a growing literature on deaths of despair, no study has directly compared the effects of distress and structural factors on deaths of despair versus other causes of mortality. Using data from the Midlife in the United States study with approximately 26 years of mortality follow-up, we evaluated whether psychological or economic distress, employment status, and social integration were more strongly associated with drug/alcohol/suicide mortality than with other causes. Cox hazard models, adjusted for potential confounders, showed little evidence that psychological or economic distress were more strongly associated with mortality related to drugs/alcohol/suicide than mortality from other causes. While distress measures were modestly, but significantly associated with these deaths, the associations were similar in magnitude for many other types of mortality. In contrast, detachment from the labor force and lower social integration were both strongly associated with drug/alcohol/suicide mortality, more than for many other types of mortality. Differences in the estimated percentage dying of despair between age 25 and 65 were larger for employment status (2.0% for individuals who were neither employed nor retired versus only 0.6% for currently employed) and for social integration (1.9% for low versus 0.7% for high integration) than for negative affect (1.2% for high versus 0.8% for no negative affect). Most of the association between distress and drug/alcohol/suicide mortality appeared to result from confounding with structural factors and with pre-existing health conditions that may influence both the perception of distress and mortality risk. While deaths of despair result from self-destructive behavior, our results suggest that structural factors may be more important determinants than subjective distress.
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Affiliation(s)
- Dana A Glei
- Center for Population and Health, Georgetown University, Washington, DC, USA.
| | - Chioun Lee
- Department of Sociology, University of California, Riverside, CA, USA
| | - Casey L Brown
- Department of Psychology, Georgetown University, Washington, DC, USA
| | - Maxine Weinstein
- Center for Population and Health, Georgetown University, Washington, DC, USA
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2
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Li C, Liu C, Ye C, Lian Z, Lu P. Education, gender, and frequent pain among middle-aged and older adults in the United States, England, China, and India. Pain 2024:00006396-990000000-00693. [PMID: 39190366 DOI: 10.1097/j.pain.0000000000003349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Accepted: 06/20/2024] [Indexed: 08/28/2024]
Abstract
ABSTRACT Using cross-sectional data from the United States, England, China, and India, we examined the relationship between education and frequent pain, alongside the modification role of gender in this relationship. We further examined patterns of 3 pain dimensions among participants who reported frequent pain, including pain severity, interference with daily activities, and medication use (these pain dimension questions were not administered in all countries). Our analytical sample included 92,204 participants aged 50 years and above. We found a high prevalence of frequent pain across the 4 countries ranging from 28% to 41%. Probit models showed that higher education was associated with lower risk of pain (United States: -0.26, 95% CI: -0.33, -0.19; England: -0.32, 95% CI: -0.39, -0.25; China: -0.33, 95% CI -0.41, -0.26; India: -0.18, 95% CI -0.21, -0.15). Notably, in China and India, the negative association between higher education and frequent pain was less pronounced among women compared with men, which was not observed in the United States or England. Further analysis showed that individuals with higher education experiencing frequent pain reported less severity, fewer daily activity interferences, and less medication use compared with those with lower education. In the United States, these associations were stronger among women. Our findings highlight the prevalent pain among middle-aged and older adults in these 4 countries and emphasize the potentially protective role of higher education on frequent pain, with nuanced gender differences across different settings. This underscores the need for tailored strategies considering educational and gender differences to improve pain management and awareness.
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Affiliation(s)
- Chihua Li
- Institute of Chinese Medical Sciences, University of Macau, Macao SAR, China
- Faculty of Health Sciences, University of Macau, Macao SAR, China
- Survey Research Center, Institute for Social Research, University of Michigan, MI, United States
- Department of Epidemiology, School of Public Health, University of Michigan, MI, United States
| | - Chunyu Liu
- Department of Mental Health, School of Public Health, Johns Hopkins Bloomberg School of Public Health, MD, United States
| | - Chenfei Ye
- International Research Institute for Artificial Intelligence, Harbin Institute of Technology (Shenzhen), Shenzhen, China
| | - Zi Lian
- Center for Health Equity & Urban Science Education, Teachers College, Columbia University, New York, NY, United States
| | - Peiyi Lu
- Department of Social Work and Social Administration, The University of Hong Kong, Hong Kong SAR, China
- Sau Po Centre on Ageing, The University of Hong Kong, Hong Kong SAR, China
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3
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Amo-Agyei S, Maurer J. Pain and subjective well-being among older adults in the developing world : A comprehensive assessment based on the WHO Study on Global Ageing and Adult Health. ECONOMICS AND HUMAN BIOLOGY 2024; 54:101406. [PMID: 38851164 DOI: 10.1016/j.ehb.2024.101406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2024] [Revised: 05/13/2024] [Accepted: 05/28/2024] [Indexed: 06/10/2024]
Abstract
This paper studies the association of pain with subjective well-being (SWB) and time use among older adults in five low- and middle-income countries using data from the first wave of the WHO Study on Global Ageing and Adult Health. We suggest a novel use of anchoring vignettes as direct control functions to account for potentially correlated reporting behaviors such as correlated response scales when analyzing the relationship between subjective variables such as self-reported pain and SWB. Exploiting detailed data on individual time use and several complementary measures of SWB, including fine-grained activity-specific affective experiences derived from an abbreviated version of the Day Reconstruction Method, we find that both evaluative and experienced well-being are markedly lower for people living with pain compared to those without pain. These disparities persist even after controlling for possible confounding from reporting behaviors through the use of anchoring vignettes. Differences in experienced utility by pain status appear to be exclusively due to worse affective experiences during daily activities for those with pain, which seem to be partially mediated through changes in their functional limitations. Pain-related differences in time use, in turn, seem to provide only small compensating effects, underscoring important challenges to the use of changed activity patterns as a viable coping strategy for individuals enduring pain.
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Affiliation(s)
- Silas Amo-Agyei
- School of Health Sciences, University of Manchester, United Kingdom.
| | - Jürgen Maurer
- Department of Economics, University of Lausanne, Switzerland; Swiss School of Pubic Health (SSPH+), Switzerland; Munich Center for the Economics of Aging (MEA), Munich, Germany; Center for Economic and Social Research (CESR), University of Southern California, USA; RAND Corporation, Washington DC, USA.
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Hoffman KL, Milazzo F, Williams NT, Samples H, Olfson M, Diaz I, Doan L, Cerda M, Crystal S, Rudolph KE. Independent and joint contributions of physical disability and chronic pain to incident opioid use disorder and opioid overdose among Medicaid patients. Psychol Med 2024; 54:1419-1430. [PMID: 37974483 PMCID: PMC10994776 DOI: 10.1017/s003329172300332x] [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] [Indexed: 11/19/2023]
Abstract
BACKGROUND Chronic pain has been extensively explored as a risk factor for opioid misuse, resulting in increased focus on opioid prescribing practices for individuals with such conditions. Physical disability sometimes co-occurs with chronic pain but may also represent an independent risk factor for opioid misuse. However, previous research has not disentangled whether disability contributes to risk independent of chronic pain. METHODS Here, we estimate the independent and joint adjusted associations between having a physical disability and co-occurring chronic pain condition at time of Medicaid enrollment on subsequent 18-month risk of incident opioid use disorder (OUD) and non-fatal, unintentional opioid overdose among non-elderly, adult Medicaid beneficiaries (2016-2019). RESULTS We find robust evidence that having a physical disability approximately doubles the risk of incident OUD or opioid overdose, and physical disability co-occurring with chronic pain increases the risks approximately sixfold as compared to having neither chronic pain nor disability. In absolute numbers, those with neither a physical disability nor chronic pain condition have a 1.8% adjusted risk of incident OUD over 18 months of follow-up, those with physical disability alone have an 2.9% incident risk, those with chronic pain alone have a 3.6% incident risk, and those with co-occurring physical disability and chronic pain have a 11.1% incident risk. CONCLUSIONS These findings suggest that those with a physical disability should receive increased attention from the medical and healthcare communities to reduce their risk of opioid misuse and attendant negative outcomes.
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Affiliation(s)
- Katherine L. Hoffman
- Department of Epidemiology, Mailman School of Public Health, Columbia University
| | - Floriana Milazzo
- Department of Epidemiology, Mailman School of Public Health, Columbia University
| | - Nicholas T. Williams
- Department of Epidemiology, Mailman School of Public Health, Columbia University
| | | | - Mark Olfson
- Department of Epidemiology, Mailman School of Public Health, Columbia University
| | - Ivan Diaz
- New York University Grossman School of Medicine
| | - Lisa Doan
- New York University Grossman School of Medicine
| | | | | | - Kara E. Rudolph
- Department of Epidemiology, Mailman School of Public Health, Columbia University
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Yang Y, Sims KD, Lane NE, Duchowny KA, Torres JM. Perceived Neighborhood Characteristics and Later-Life Pain Outcomes: Evidence From the Health and Retirement Study. J Aging Health 2024; 36:246-256. [PMID: 37349863 PMCID: PMC10739572 DOI: 10.1177/08982643231185382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/24/2023]
Abstract
Objectives: This study examines whether perceived neighborhood characteristics relate to pain outcomes among middle-aged and older adults. Methods: Data were from the Health and Retirement Study (2006-2014; n = 18,814). Perceived neighborhood characteristics were physical disorder, social cohesion, safety, and social ties. We fitted adjusted generalized estimating equation models to evaluate prevalence, incidence, and recovery of moderate-to-severe limiting pain 2 years later. Results: The mean age of our sample was 65.3 years; 54.6% were female and 24.2% reported moderate-to-severe limiting pain at baseline. Positive neighborhood characteristics were associated with low prevalence (e.g., prevalence ratio [PR]: .71 for disorder) and reduced incidence (e.g., PR: .63 for disorder) of moderate-to-severe limiting pain. Positive neighborhood characteristics were associated with a high recovery rate from moderate-to-severe limiting pain (e.g., PR = 1.15 for safety), though the 95% CIs for disorder and cohesion crossed the null. Discussion: Neighborhood characteristics may be important determinants in predicting pain in later life.
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Affiliation(s)
- Yulin Yang
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
| | - Kendra D. Sims
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
| | - Nancy E. Lane
- Center for Musculoskeletal Health, University of California Davis School of Medicine, Sacramento, CA, USA
| | - Kate A. Duchowny
- Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Jacqueline M. Torres
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
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Strath LJ, Peterson JA, Meng L, Rani A, Huo Z, Foster TC, Fillingim RB, Cruz-Almeida Y. Socioeconomic Status, Knee Pain, and Epigenetic Aging in Community-Dwelling Middle-to-Older Age Adults. THE JOURNAL OF PAIN 2024; 25:293-301. [PMID: 37315728 PMCID: PMC10713866 DOI: 10.1016/j.jpain.2023.06.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 05/22/2023] [Accepted: 06/06/2023] [Indexed: 06/16/2023]
Abstract
Chronic musculoskeletal pain is often associated with lower socioeconomic status (SES). SES correlates with psychological and environmental conditions that could contribute to the disproportionate burden of chronic stress. Chronic stress can induce changes in global DNA methylation and gene expression, which increases risk of chronic pain. We aimed to explore the association of epigenetic aging and SES in middle-to-older age individuals with varying degrees of knee pain. Participants completed self-reported pain, a blood draw, and answered demographic questions pertaining to SES. We used an epigenetic clock previously associated with knee pain (DNAmGrimAge) and the subsequent difference of predicted epigenetic age (DNAmGrimAge-Diff). Overall, the mean DNAmGrimAge was 60.3 (±7.6), and the average DNAmGrimAge-diff was 2.4 years (±5.6 years). Those experiencing high-impact pain earned less income and had lower education levels compared to both low-impact and no pain groups. Differences in DNAmGrimAge-diff across pain groups were found, whereby individuals with high-impact pain had accelerated epigenetic aging (∼5 years) compared to low-impact pain and no pain control groups (both ∼1 year). Our main finding was that epigenetic aging mediated the associations of income and education with pain impact, as such the relationship between SES and pain outcomes may occur through potential interactions with the epigenome reflective of accelerated cellular aging. PERSPECTIVE: Socioeconomic status (SES) has previously been implicated in the pain experience. The present manuscript aims to present a potential social-biological link between SES and pain via accelerated epigenetic aging.
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Affiliation(s)
- Larissa J. Strath
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
| | - Jessica A. Peterson
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
| | - Lingsong Meng
- Department of Biostatistics, University of Florida, Gainesville, FL
| | - Asha Rani
- Department of Neuroscience, McKnight Brain Institute, University of Florida, Gainesville FL
| | - Zhiguang Huo
- Department of Biostatistics, University of Florida, Gainesville, FL
| | - Thomas C. Foster
- Genetics and Genomics Program, University of Florida, Gainesville Florida
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
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7
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Brennan GM, Moffitt TE, Ambler A, Harrington H, Hogan S, Houts RM, Mani R, Poulton R, Ramrakha S, Caspi A. Tracing the origins of midlife despair: association of psychopathology during adolescence with a syndrome of despair-related maladies at midlife. Psychol Med 2023; 53:7569-7580. [PMID: 37161676 PMCID: PMC10636241 DOI: 10.1017/s0033291723001320] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 02/13/2023] [Accepted: 04/19/2023] [Indexed: 05/11/2023]
Abstract
BACKGROUND Midlife adults are experiencing a crisis of deaths of despair (i.e. deaths from suicide, drug overdose, and alcohol-related liver disease). We tested the hypothesis that a syndrome of despair-related maladies at midlife is preceded by psychopathology during adolescence. METHODS Participants are members of a representative cohort of 1037 individuals born in Dunedin, New Zealand in 1972-73 and followed to age 45 years, with 94% retention. Adolescent mental disorders were assessed in three diagnostic assessments at ages 11, 13, and 15 years. Indicators of despair-related maladies across four domains - suicidality, substance misuse, sleep problems, and pain - were assessed at age 45 using multi-modal measures including self-report, informant-report, and national register data. RESULTS We identified and validated a syndrome of despair-related maladies at midlife involving suicidality, substance misuse, sleep problems, and pain. Adults who exhibited a more severe syndrome of despair-related maladies at midlife tended to have had early-onset emotional and behavioral disorders [β = 0.23, 95% CI (0.16-0.30), p < 0.001], even after adjusting for sex, childhood SES, and childhood IQ. A more pronounced midlife despair syndrome was observed among adults who, as adolescents, were diagnosed with a greater number of mental disorders [β = 0.26, 95% CI (0.19-0.33), p < 0.001]. Tests of diagnostic specificity revealed that associations generalized across different adolescent mental disorders. CONCLUSIONS Midlife adults who exhibited a more severe syndrome of despair-related maladies tended to have had psychopathology as adolescents. Prevention and treatment of adolescent psychopathology may mitigate despair-related maladies at midlife and ultimately reduce deaths of despair.
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Affiliation(s)
- Grace M. Brennan
- Duke Aging Center, Duke University School of Medicine, Durham, NC, USA
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Terrie E. Moffitt
- Duke Aging Center, Duke University School of Medicine, Durham, NC, USA
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Center for the Study of Population Health and Aging, Duke University Population Research Institute, Durham, NC, USA
- Institute of Psychiatry, King's College London, London, UK
- Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
- Promenta, University of Oslo, Oslo, Norway
| | - Antony Ambler
- Institute of Psychiatry, King's College London, London, UK
| | - HonaLee Harrington
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Sean Hogan
- Department of Psychology and Dunedin Multidisciplinary Health and Development Research Unit, University of Otago, Dunedin, New Zealand
| | - Renate M. Houts
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | | | - Richie Poulton
- Department of Psychology and Dunedin Multidisciplinary Health and Development Research Unit, University of Otago, Dunedin, New Zealand
| | - Sandhya Ramrakha
- Department of Psychology and Dunedin Multidisciplinary Health and Development Research Unit, University of Otago, Dunedin, New Zealand
| | - Avshalom Caspi
- Duke Aging Center, Duke University School of Medicine, Durham, NC, USA
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA
- Center for the Study of Population Health and Aging, Duke University Population Research Institute, Durham, NC, USA
- Institute of Psychiatry, King's College London, London, UK
- Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
- Promenta, University of Oslo, Oslo, Norway
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8
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Davis A, Stringer KL, Drainoni ML, Oser CB, Knudsen HK, Aldrich A, Surratt HL, Walker DM, Gilbert L, Downey DL, Gardner SD, Tan S, Lines LM, Vandergrift N, Mack N, Holloway J, Lunze K, McAlearney AS, Huerta TR, Goddard-Eckrich DA, El-Bassel N. Community-level determinants of stakeholder perceptions of community stigma toward people with opioid use disorders, harm reduction services and treatment in the HEALing Communities Study. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 122:104241. [PMID: 37890391 PMCID: PMC10841835 DOI: 10.1016/j.drugpo.2023.104241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 09/16/2023] [Accepted: 10/16/2023] [Indexed: 10/29/2023]
Abstract
BACKGROUND Community stigma toward people with opioid use disorder (OUD) can impede access to harm reduction services and treatment with medications for opioid use disorder (MOUD). Such community OUD stigma is partially rooted in community-level social and economic conditions, yet there remains a paucity of large-scale quantitative data examining community-level factors associated with OUD stigma. We examined whether rurality, social inequity, and racialized segregation across communities from four states in the HEALing Communities Study (HCS) were associated with 1) greater perceived community stigma toward people treated for OUD, 2) greater perceived intervention stigma toward MOUD, and 3) greater perceived intervention stigma toward naloxone by community stakeholders in the HCS. METHODS From November 2019-January 2020, a cross-sectional survey about community OUD stigma was administered to 801 members of opioid overdose prevention coalitions across 66 communities in four states prior to the start of HCS intervention activities. Bivariate analyses assessed pairwise associations between community rural/urban status and each of the three stigma variables, using linear mixed effect modeling to account for response clustering within communities, state, and respondent sociodemographic characteristics. We conducted similar bivariate analyses to assess pairwise associations between racialized segregation and social inequity. RESULTS On average, the perceived community OUD stigma scale score of stakeholders from rural communities was 4% higher (β=1.57, SE=0.7, p≤0.05), stigma toward MOUD was 6% higher (β=0.28, SE=0.1, p≤0.05), and stigma toward naloxone was 10% higher (β=0.46, SE=0.1, p≤0.01) than among stakeholders from urban communities. No significant differences in the three stigma variables were found among communities based on racialized segregation or social inequity. CONCLUSION Perceived community stigma toward people treated for OUD, MOUD, and naloxone was higher among stakeholders in rural communities than in urban communities. Findings suggest that interventions and policies to reduce community-level stigma, particularly in rural areas, are warranted.
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Affiliation(s)
- Alissa Davis
- Columbia University School of Social Work, New York, NY, United States.
| | - Kristi Lynn Stringer
- Department of Health and Human Performance, Community and Public Health, Middle Tennessee State University, Murfreesboro, TN, United States
| | - Mari-Lynn Drainoni
- Section of Infectious Diseases, Department of Medicine, Boston University Chobanian & Avedesian School of Medicine/Boston Medical Center, Boston, MA, United States; Department of Health Law, Policy & Management, Boston University School of Public Health, Boston, MA, United States
| | - Carrie B Oser
- Department of Sociology, Center on Drug & Alcohol Research, Center for Health Equity Transformation, University of Kentucky, Lexington, KY, United States
| | - Hannah K Knudsen
- Department of Behavioral Science, Center on Drug & Alcohol Research, University of Kentucky, Lexington, KY, United States
| | - Alison Aldrich
- CATALYST, Center for the Advancement of Team Science, Analytics, and Systems Thinking, College of Medicine, The Ohio State University, Columbus, OH, United States
| | - Hilary L Surratt
- Department of Behavioral Science, Center on Drug & Alcohol Research, University of Kentucky, Lexington, KY, United States
| | - Daniel M Walker
- CATALYST, Center for the Advancement of Team Science, Analytics, and Systems Thinking, College of Medicine, The Ohio State University, Columbus, OH, United States; Department of Family and Community Medicine, College of Medicine, The Ohio State University, Columbus, OH, United States
| | - Louisa Gilbert
- Columbia University School of Social Work, New York, NY, United States
| | - Dget L Downey
- Columbia University School of Social Work, New York, NY, United States
| | - Sam D Gardner
- Columbia University School of Social Work, New York, NY, United States
| | - Sylvia Tan
- RTI International, Research Triangle Park, NC, United States
| | - Lisa M Lines
- RTI International, Research Triangle Park, NC, United States
| | | | - Nicole Mack
- RTI International, Research Triangle Park, NC, United States
| | - JaNae Holloway
- RTI International, Research Triangle Park, NC, United States
| | - Karsten Lunze
- Section of Infectious Diseases, Department of Medicine, Boston University Chobanian & Avedesian School of Medicine/Boston Medical Center, Boston, MA, United States
| | - Ann Scheck McAlearney
- CATALYST, Center for the Advancement of Team Science, Analytics, and Systems Thinking, College of Medicine, The Ohio State University, Columbus, OH, United States; Department of Family and Community Medicine, College of Medicine, The Ohio State University, Columbus, OH, United States
| | - Timothy R Huerta
- CATALYST, Center for the Advancement of Team Science, Analytics, and Systems Thinking, College of Medicine, The Ohio State University, Columbus, OH, United States; Department of Family and Community Medicine, College of Medicine, The Ohio State University, Columbus, OH, United States; Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH, United States
| | | | - Nabila El-Bassel
- Columbia University School of Social Work, New York, NY, United States
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Glei DA, Weinstein M. Economic distress, obesity, and the rise in pain. Soc Sci Med 2023; 339:116399. [PMID: 37984183 PMCID: PMC10841727 DOI: 10.1016/j.socscimed.2023.116399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 10/30/2023] [Accepted: 11/04/2023] [Indexed: 11/22/2023]
Abstract
Growing obesity may have contributed to widening socioeconomic disparities in pain in the US, but some researchers have suggested that deteriorating social and economic conditions among less advantaged Americans could be the root cause. We evaluated whether widening socioeconomic disparities in pain are associated with growing economic distress, particularly among those with low socioeconomic status (SES). We also assessed whether the link between economic distress and pain is mediated by obesity. Using data from nationally-representative samples targeting Americans aged 25-74 in 1995-96 (N = 3034) and 2011-14 (N = 2598), we fit a structural equation model to estimate the contributions of economic distress and obesity to period changes in the SES disparity in different types of pain. Socioeconomic disparities in backaches and joint pain widened substantially over recent decades, although there was no significant widening for headaches. Economic distress accounted for 34% of SES widening for backaches and 41% for joint pain, but the effect was largely independent of obesity. There was little evidence that economic distress led to obesity, which in turn fueled a rise in pain. Obesity alone explained another 8% of the widening SES disparity in backaches and 17% for joint pain. Economic distress played a larger role than obesity because economic distress increased over time for those with low SES whereas it decreased slightly for those with high SES. In contrast, obesity grew at all levels of SES, albeit more for those with low SES. Unfortunately, we cannot establish the direction of causation. Our model assumes that economic distress and obesity affect pain, but it is also possible that pain exacerbates obesity and/or economic distress. If SES disparities in pain continue to widen, it bodes poorly for the overall well-being of the US population, labor productivity, and the prospects for these cohorts as they reach older ages.
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Affiliation(s)
- Dana A Glei
- Center for Population and Health, Georgetown University, Washington, DC, USA.
| | - Maxine Weinstein
- Center for Population and Health, Georgetown University, 37th & O Streets, NW, 312 Healy Hall, Washington, DC, 20057-1197, USA.
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10
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Barbalat G, Reddy G, Franck N. Association of globalization with the burden of opioid use disorders 2019. A country-level analysis using targeted maximum likelihood estimation. Global Health 2023; 19:76. [PMID: 37845722 PMCID: PMC10577998 DOI: 10.1186/s12992-023-00980-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 10/07/2023] [Indexed: 10/18/2023] Open
Abstract
BACKGROUND The "opioid crisis" has been responsible for hundreds of thousands deaths in the US, and is at risk of dissemination worldwide. Within-country studies have demonstrated that the rise of opioid use disorders (OUD) is linked to increased access to opioid prescriptions and to so-called "diseases of despair". Both have been related to the emergence of globalization policies since the 1980s. First, globalized countries have seen a reorganization of healthcare practices towards quick and easy answers to complex needs, including increased opioid prescriptions. Second, despair has gained those suffering from the mutations of socio-economic systems and working conditions that have accompanied globalization policies (e.g. delocalization, deindustrialization, and the decline of social services). Here, using data with high quality ratings from the Global Burden of Disease database, we evaluated the country-based association between four levels of globalization and the burden of OUD 2019. RESULTS The sample included 87 countries. Taking into account potential country-level confounders, we found that countries with the highest level of globalization were associated with a 31% increase in the burden of OUD 2019 compared to those with the lowest level of globalization (mean log difference: 0.31; 95%CI, 0.04-0.57; p = 0.02). Additional analyses showed a significant effect for low back pain (mean log difference: 0.07; 95%CI, 0.02-0.12; p = 0.007). In contrast, despite sharing some of the risk factors of OUD, other mental and substance use disorders did not show any significant relationship with globalization. Finally, socio-cultural de jure globalization, which compiles indicators related to gender equality, human capital and civil rights, was specifically associated with the burden of OUD (mean log difference: 0.49; 95%CI: 0.23,0.75; p < 0.001). CONCLUSIONS These findings suggest that OUD may have inherent underpinnings linked to globalization, and more particularly socio-cultural aspects of globalization. Key factors may be increased rights to access prescriptions, as well as increased feelings of despair related to the erosion of local cultures and widening educational gaps.
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Affiliation(s)
- Guillaume Barbalat
- Centre ressource de réhabilitation psychosociale et de remédiation cognitive, Pôle Centre rive gauche UMR 5229, Hôpital Le Vinatier, CNRS & Université Lyon 1, Lyon, France.
| | - Geeta Reddy
- International Committee of the Red Cross (ICRC), 19, Avenue de la Paix, Geneva, 1202, Switzerland
| | - Nicolas Franck
- Centre ressource de réhabilitation psychosociale et de remédiation cognitive, Pôle Centre rive gauche UMR 5229, Hôpital Le Vinatier, CNRS & Université Lyon 1, Lyon, France
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11
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Nudy M, Galper K, George DR, Williams BA, Kraschnewski JL, Sinoway L, Brignone E. Association between diseases of despair and atherosclerotic cardiovascular disease among insured adults in the USA: a retrospective cohort study from 2017 to 2021. BMJ Open 2023; 13:e074102. [PMID: 37673458 PMCID: PMC10496711 DOI: 10.1136/bmjopen-2023-074102] [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: 03/27/2023] [Accepted: 08/09/2023] [Indexed: 09/08/2023] Open
Abstract
OBJECTIVES To assess associations between diseases of despair (DoD) and incident atherosclerotic cardiovascular disease (ASCVD) among insured adults in the USA. DESIGN Retrospective cohort study. SETTING Highmark insurance claims data in the USA from 2017 to 2021. PARTICIPANTS Adults with at least 10 months of continuous insurance enrolment, no record of ASCVD in the 2016 baseline year and no missing data on study variables. PRIMARY AND SECONDARY OUTCOME MEASURES Cox proportional hazard regression was used to calculate crude and adjusted hazard ratios (HR) and 95% confidence intervals (CI) to assess risk of ASCVD (composite of ischaemic cardiomyopathy, non-fatal ischaemic stroke, peripheral arterial disease or non-fatal acute myocardial infarction) by baseline DoD overall, and by the component conditions comprising DoD (alcohol-related disorders, substance-related disorders, suicidality) individually and in combination. RESULTS The DoD-exposed group had an age-adjusted rate of 20.5 ASCVD events per 1000 person-years, compared with 11.7 among the unexposed. In adjusted models, overall DoD was associated with increased risk of incident ASCVD (HR 1.42, 95% CI 1.36 to 1.47). Individually and in combination, component conditions of DoD were associated with higher risk for ASCVD relative to no DoD. Substance-related disorders were associated with 50% higher risk of incident ASCVD (HR 1.5, 95% CI 1.41 to 1.59), alcohol-related disorders and suicidality/intentional self-harm were associated with 33% and 30% higher risk, respectively (HR 1.33, 95% CI 1.26 to 1.41; HR 1.30, 95% CI 1.11 to 1.52). Co-occurring DoD components conferred higher risk still. The highest risk combination was substance-related disorders+suicidality (HR 2.01, 95% CI 1.44 to 2.82). CONCLUSIONS Among this cohort of insured adults, documented DoD was associated with increased ASCVD risk. Further research to understand and address cardiovascular disease prevention in those with DoD could reduce costs, morbidity and mortality. Further examination of overlapping structural factors that may be contributing to concurrent rises in ASCVD and DoD in the USA is needed.
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Affiliation(s)
- Matthew Nudy
- Division of Cardiology, Heart and Vascular Institute, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Kathleen Galper
- Advanced Analytics, Highmark Health, Pittsburgh, Pennsylvania, USA
- Highmark Health Research Institute, Highmark Health, Pittsburgh, Pennsylvania, USA
| | - Daniel R George
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Clinical and Translational Science Institute, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Department of Humanities, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | | | - Jennifer L Kraschnewski
- Clinical and Translational Science Institute, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Department of Medicine, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Lawrence Sinoway
- Division of Cardiology, Heart and Vascular Institute, Penn State College of Medicine, Hershey, Pennsylvania, USA
- Clinical and Translational Science Institute, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Emily Brignone
- Advanced Analytics, Highmark Health, Pittsburgh, Pennsylvania, USA
- Highmark Health Research Institute, Highmark Health, Pittsburgh, Pennsylvania, USA
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12
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Tang CK, Macchia L, Powdthavee N. Income is more protective against pain in more equal countries. Soc Sci Med 2023; 333:116181. [PMID: 37611460 DOI: 10.1016/j.socscimed.2023.116181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 04/25/2023] [Accepted: 08/14/2023] [Indexed: 08/25/2023]
Abstract
It is empirically well-established that the rich suffer less pain on average than the poor. However, much less is known about the factors that moderate the size of the income gradient of pain. Using data from over 1 million adults from 127 countries worldwide, this article conducts a systematic test on whether income inequality moderates the pain gap between the rich and the poor. While pain is negatively associated with income in all but one country, there is strong evidence to suggest that an increase in income is much more protective against pain in countries where the income distribution is relatively more equal. The results are robust to using different measures of income inequality, removing outliers, and accounting for country and year fixed effects. We explain our results through the lens of income rank effects on health outcomes. Overall, our findings suggest that pain-reducing policies through income redistribution may need to take income inequality into consideration when evaluating their effectiveness.
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13
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Andrasfay T, Fennell G, Crimmins E. Pain, Physical Demands at Work, and Future Work Expectations Among Older Adults in the United States. Innov Aging 2023; 7:igad089. [PMID: 38094935 PMCID: PMC10714917 DOI: 10.1093/geroni/igad089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Indexed: 02/01/2024] Open
Abstract
Background and Objectives In the United States, pain is becoming increasingly prevalent among older adults at the same time as policies are incentivizing work longer. Given that pain and physically demanding jobs are both linked to early retirement and they often go hand-in-hand, it is important to assess how the unique effects of pain and physical work demands may interact in predicting future work expectations. Research Design and Methods Using Health and Retirement Study data (1998, 2004, 2010, and 2016 waves), we assess how pain and physical job demands influence future work expectations of 10,358 adults at midlife (ages 51-56), after accounting for sociodemographic, job, health, and financial characteristics. Results Compared to men with no pain, activity-interfering pain was associated with low expectations of full-time work past 62 regardless of job demands, while noninterfering pain was associated with 62% higher odds (odds ratio [OR] = 1.62, 95% confidence interval [CI]: 1.35-1.93) of expecting not to work full-time past age 62 only among those with physically demanding jobs. Having both interfering pain and a physically demanding job was associated with increased odds of expecting not to work full-time past age 65 for men (OR = 1.25, 95% CI: 1.06-1.47) and past age 62 for women (OR = 1.18, 95% CI: 1.00-1.39). Discussion and Implications The co-occurrence of physically demanding work with pain-particularly activity-interfering pain-is associated with low expectations of full-time work past ages 62 and 65 for adults at midlife. Working longer may be feasible for older adults whose pain does not interfere with work, but unrealistic for individuals facing both pain and physically demanding work.
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Affiliation(s)
- Theresa Andrasfay
- Department of Public Health, California State University San Marcos, San Marcos, California, USA
| | - Gillian Fennell
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
| | - Eileen Crimmins
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
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14
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Fennell G, Jacobson M, Grol-Prokopczyk H. Predictors of Multiwave Opioid Use Among Older American Adults. Innov Aging 2023; 7:igad068. [PMID: 38094934 PMCID: PMC10714904 DOI: 10.1093/geroni/igad068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Indexed: 02/01/2024] Open
Abstract
Background and Objectives Despite limited analgesic benefits, long-term opioid therapy (L-TOT) is common among older adults with chronic pain. Extended opioid use poses a threat to older adults as aging metabolisms retain opioids for longer, increasing the risk of injury, overdose, and other negative health outcomes. In contrast to predictors of general opioid use, predictors of L-TOT in older adults are not well documented. We aimed to identify such predictors using all available data on self-reported opioid use in the Health and Retirement Study. Research Design and Methods Using 5 waves of data, respondents (N = 10,713) aged 51 and older were identified as reporting no opioid use (n = 8,621), a single wave of use (n = 1,410), or multiple waves of use (n = 682). We conducted a multinomial logistic regression to predict both single- and multiwave opioid use relative to no use. Demographic, socioeconomic, geographic, health, and health care-related factors were included in our model. Results Multivariable findings show that, relative to nonusers, both single- and multiwave users were significantly more likely to be younger (relative risk ratio [RRR] = 1.33; RRR = 2.88); report lower household wealth (RRR = 1.47; RRR = 2.88); live in the U.S. Midwest (RRR = 1.29; RRR = 1.56), South (RRR = 1.34; RRR = 1.58), or West (RRR = 1.46; RRR = 2.34); experience interfering pain (RRR = 1.59; RRR = 3.39), back pain (RRR = 1.35; RRR = 1.53), or arthritic pain (RRR = 1.46; RRR = 2.32); and see the doctor frequently (RRR = 1.50; RRR = 2.02). Multiwave users were less likely to be Black (RRR = 0.69) or Hispanic (RRR = 0.45), and less likely to be never married (RRR = 0.52). Discussion and Implications We identified demographic, socioeconomic, geographic, and health care-related predictors of chronic multiyear opioid use. Our focus on individuals taking opioids for this extended duration is novel. Differences in opioid use by geographic region and frequency of doctor visits particularly warrant attention from policy-makers and researchers. We make additional recommendations based on a sensitivity analysis limited to 2016-2020 data.
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Affiliation(s)
- Gillian Fennell
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
| | - Mireille Jacobson
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
- Schaeffer Center for Health Policy & Economics, University of Southern California, Los Angeles, California, USA
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15
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Borra C, Hardy R. Differences in chronic pain prevalence between men and women at mid-life: a systematic review protocol. BMJ Open 2023; 13:e065497. [PMID: 37116997 PMCID: PMC10151927 DOI: 10.1136/bmjopen-2022-065497] [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: 04/30/2023] Open
Abstract
INTRODUCTION Epidemiological literature shows differences in chronic pain (CP) prevalence in men and women. Women are more likely to develop CP at different points of the life course, such as adolescence and old age. Less is known about the prevalence of CP by sex and the difference in prevalence during mid-life, when changes may predispose to an earlier differentiation in CP distribution. The aim of this study is to describe the difference in prevalence of CP at mid-life (ages 40-60) in men and women in the general population. METHODS AND ANALYSIS This systematic review follows Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Appropriate studies will be identified in the following databases: MEDLINE, EMBASE, AMED and PsycINFO. Two reviewers will independently screen each title and abstract. Studies eligible for data extraction will report estimates of CP prevalence for each sex, and/or a measure of the difference in prevalence between sexes. The findings will be reported in a narrative synthesis following the Social Research Council Methods Programme guidelines. A random effects meta-analysis will be conducted where the reviewers can justify combining results. ETHICS AND DISSEMINATION This review will summarise the prevalence of CP in men and women at mid-life, based on existing evidence. It is expected that the results will identify gaps in knowledge and areas for further research. The review will be submitted for publication in topic specific journals and disseminated to professional networks. Individual patient data are not included, so ethical approval is not required. PROSPERO REGISTRATION NUMBER CRD42021295895.
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Affiliation(s)
- Catherine Borra
- Social Research Institute, University College London, London, UK
| | - Rebecca Hardy
- Social Research Institute, University College London, London, UK
- School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough, UK
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16
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Macchia L. Governments should measure pain when assessing societal wellbeing. Nat Hum Behav 2023; 7:303-305. [PMID: 36765169 DOI: 10.1038/s41562-023-01539-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Affiliation(s)
- Lucía Macchia
- School of Health and Psychological Sciences, City, University of London, London, UK.
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17
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Sullivan MD, Sturgeon JA, Lumley MA, Ballantyne JC. Reconsidering Fordyce's classic article, "Pain and suffering: what is the unit?" to help make our model of chronic pain truly biopsychosocial. Pain 2023; 164:271-279. [PMID: 35972469 PMCID: PMC9840653 DOI: 10.1097/j.pain.0000000000002748] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 07/26/2022] [Indexed: 02/06/2023]
Abstract
ABSTRACT The biopsychosocial model (BPS) of chronic pain aspires to be comprehensive, incorporating psychological and social factors omitted from biomedical models. Although psychosocial factors are viewed as highly influential in understanding behavioral and psychological responses to pain, these factors are usually viewed as modifiers of biological causes of the experience of pain itself, rather than as equal contributors to pain. To further advance the BPS model, we re-examine a classic 1994 article by Wilbert "Bill" Fordyce, "Pain and suffering: what is the unit?" In this article, Fordyce suggested that pain-related disability and suffering should be viewed as "transdermal," as having causes both inside and outside the body. We consider Fordyce's article theoretically important because this concept allows us to more fully break free of the medical model of chronic pain than customary formulations of the BPS model. It makes it possible to place psychological and social factors on an equal footing with biological ones in explaining pain itself and to remove distinctions between pain mechanisms and pain meanings. The brain's salience network now offers a platform on which diverse influences on pain experience-from nociception to multisensory indicators of safety or danger-can be integrated, bridging the gap between impersonal nociceptive mechanisms and personal meanings. We also argue that Fordyce's article is practically important because this concept expands the BPS model beyond the bounds of the clinical encounter, opening the door to the full range of social, psychological, and biological interventions, empowering patients and nonmedical providers to tackle chronic pain.
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18
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Maestas N, Sherry TB, Strand A. Opioid Use Among Social Security Disability Insurance Applicants, 2013–2018. JOURNAL OF DISABILITY POLICY STUDIES 2023. [DOI: 10.1177/10442073221150613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Opioid use is common among Social Security Disability Insurance (SSDI) beneficiaries who account for a disproportionate share of opioid-related hospitalizations and mortality. However, little is known about the prevalence of opioid use prior to SSDI enrollment. Understanding when opioid use is established and how it correlates with individual characteristics and community prescribing practices would inform policy approaches to reducing opioid-related harms among SSDI beneficiaries. We estimated the prevalence of opioid use among SSDI applicants by applying a natural language processing algorithm to SSDI application data. We find the prevalence of opioid use among SSDI applicants declined from 33% in 2013 to 24% in 2018. In contrast, the share of applicants with musculoskeletal impairments, which are commonly associated with pain, was unchanged. The share of applications reporting opioid use declined across both sexes, all age groups and education levels, and all regions. There was substantial variation, however, in the magnitude of decline by geography, with the smallest declines in parts of the Midwest and Southeastern United States. SSDI application rates and applications reporting opioid use were more likely to come from communities with higher opioid prescribing rates. Our estimates suggest most SSDI beneficiaries began opioid use prior to entering the SSDI program.
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19
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Zajacova A, Lee J, Grol-Prokopczyk H. The Geography of Pain in the United States and Canada. THE JOURNAL OF PAIN 2022; 23:2155-2166. [PMID: 36057388 PMCID: PMC9927593 DOI: 10.1016/j.jpain.2022.08.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 08/07/2022] [Accepted: 08/12/2022] [Indexed: 01/04/2023]
Abstract
Pain epidemiologists have, thus far, devoted scant attention to geospatial analyses of pain. Both cross-national and, especially, subnational variation in pain have been understudied, even though geographic comparisons could shed light on social factors that increase or mitigate pain. This study presents the first comparative analysis of pain in the U.S. and Canada, comparing the countries in aggregate, while also analyzing variation across states and provinces. Analyses are based on cross-sectional data collected in 2020 from U.S. and Canadian adults 18 years and older (N = 4,113). The focal pain measure is a product of pain frequency and pain interference. We use decomposition and regression analyses to link socioeconomic characteristics and pain, and inverse-distance weighting spatial interpolation to map pain levels. We find significantly and substantially higher pain in the U.S. than in Canada. The difference is partly linked to Americans' worse economic conditions. Additionally, we find significant pain variability within the U.S. and Canada. U.S. states in the Deep South, Appalachia, and parts of the West stand out as pain 'hotspots' with particularly high pain levels. Overall, our findings identify areas with a high need for pain prevention and management; they also urge further scholarship on geographic factors as important covariates in population pain. PERSPECTIVE: This study documents the high pain burden in the U.S. versus Canada, and points to states in the Deep South, Appalachia, and parts of the West as having particularly high pain burden. The findings identify geographic areas with a high need for pain prevention and management.
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Affiliation(s)
| | - Jinhyung Lee
- Geography, University of Western Ontario, Ontario
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20
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Macchia L. Pain trends and pain growth disparities, 2009-2021. ECONOMICS AND HUMAN BIOLOGY 2022; 47:101200. [PMID: 36423490 DOI: 10.1016/j.ehb.2022.101200] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 09/27/2022] [Accepted: 11/10/2022] [Indexed: 06/16/2023]
Abstract
Physical pain is a major public health concern. Yet evidence on trends in physical pain around the world barely exists. Using nationally representative data from 146 countries (N = 1.6 million respondents), this paper finds that, all over the world, the percentage of people in pain increased from 26.3 in 2009 to 32.1 in 2021. This rising trend was present in both higher- and lower-income countries. This article also documents pain disparities: In the worldwide population, pain grew faster among women, the less educated, and the poor. Although the aggregate level of pain was greater among the elderly (> 60 years old), the growth in pain was faster among the younger (< 35 years old). These findings hold after controlling for sociodemographic factors. Disparities of pain growth in higher- and lower-income nations and potential explanatory factors are also discussed. Understanding how the level of pain varies over time and across demographic groups is crucial to evaluate and shape public health policies.
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Affiliation(s)
- Lucía Macchia
- City, University of London, School of Health & Psychological Sciences, Rhind Building, St John Street, London EC1R 0JD, UK.
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21
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Zajacova A, Grol-Prokopczyk H, Fillingim R. Beyond Black vs White: racial/ethnic disparities in chronic pain including Hispanic, Asian, Native American, and multiracial US adults. Pain 2022; 163:1688-1699. [PMID: 35250011 PMCID: PMC9294074 DOI: 10.1097/j.pain.0000000000002574] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Accepted: 11/03/2021] [Indexed: 02/06/2023]
Abstract
ABSTRACT Previous literature on race/ethnicity and pain has rarely included all major US racial groups or examined the sensitivity of findings to different pain operationalizations. Using data from the 2010 to 2018 National Health Interview Surveys on adults 18 years or older (N = 273,972), we calculated the weighted prevalence of 6 definitions of pain to provide a detailed description of chronic pain in White, Black, Hispanic, Asian, Native American, and multiracial groups. We also estimated modified Poisson models to obtain relative disparities, net of demographic and socioeconomic (SES) factors including educational attainment, family income, and home ownership; finally, we calculated average predicted probabilities to show prevalence disparities in absolute terms. We found that Asian Americans showed the lowest pain prevalence across all pain definitions and model specifications. By contrast, Native American and multiracial adults had the highest pain prevalence. This excess pain was due to the lower SES among Native Americans but remained significant and unexplained among multiracial adults. The pain prevalence in White, Black, and Hispanic adults fell in between the 2 extremes. In this trio, Hispanics showed the lowest prevalence, an advantage not attributable to immigrant status or SES. Although most previous research focuses on Black-White comparisons, these 2 groups differ relatively little. Blacks report lower prevalence of less severe pain definitions than Whites but slightly higher prevalence of severe pain. Net of SES, however, Blacks experienced significantly lower pain across all definitions. Overall, racial disparities are larger than previously recognized once all major racial groups are included, and these disparities are largely consistent across different operationalizations of pain.
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22
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Predictors of older adults' chronic pain in the context of opioid adverse drug events. J Am Assoc Nurse Pract 2022; 34:968-977. [PMID: 35652802 DOI: 10.1097/jxx.0000000000000734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2022] [Accepted: 04/15/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND Factors predictive of chronic pain in older adults could help focus prevention and treatment efforts for those most at risk of chronic pain. PURPOSE The objective of the study was to describe demographic and pain self-management factors predictive of chronic pain in the context of opioid adverse drug events (ADEs) reported for a cohort of older adults within the same year. METHOD The design was a post hoc analysis of 9,095 cases aged 65 years and older from the 2019 National Health Interview Survey that reported chronic pain and 380 cases aged 65 years and older with opioid adverse events reported to the Food and Drug Administration Adverse Event Reporting System (FAERS) during the second quarter of 2019. Logistic regression predicted chronic pain. RESULTS Less than a baccalaureate education increased the odds of chronic pain by 28.0% while lower income minimally increased the odds. Male gender increased the odds of chronic pain by 12.0%. Increased age minimally increased the odds for chronic pain. Use of opioids, other pain treatments, complementary treatments, and antidepressants were all associated with increased odds of chronic pain. FAERS opioid ADEs ranged from pruritus to death, with death identified in 16 (4.2%) cases. Misuse, abuse, or dependence was documented in 1.8% of cases. CONCLUSIONS AND IMPLICATIONS Less-educated older adults may be particularly at risk of chronic pain and should be routinely assessed and prescribed safe and efficacious pain self-management as needed. Some men may need additional support to use pain treatments.
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Abstract
Deaths of despair, morbidity and emotional distress continue to rise in the US, largely borne by those without a college degree, the majority of American adults, for many of whom the economy and society are no longer delivering. Concurrently, all-cause mortality in the US is diverging by education in a way not seen in other rich countries. We review the rising prevalence of pain, despair, and suicide among those without a BA. Pain and despair created a baseline demand for opioids, but the escalation of addiction came from pharma and its political enablers. We examine the "politics of despair," how less-educated people have abandoned and been abandoned by the Democratic Party. While healthier states once voted Republican in presidential elections, now the less-healthy states do. We review deaths during COVID, finding mortality in 2020 replicated existing relative mortality differences between those with and without college degrees.
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Affiliation(s)
- Anne Case
- School of Public and International Affairs, Princeton University, Princeton, NJ 08544
| | - Angus Deaton
- School of Public and International Affairs, Princeton University, Princeton, NJ 08544
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24
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Social network change after new-onset pain among middle-aged and old European adults. Soc Sci Med 2022; 310:115215. [PMID: 36054986 PMCID: PMC9514133 DOI: 10.1016/j.socscimed.2022.115215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 07/05/2022] [Accepted: 07/07/2022] [Indexed: 11/23/2022]
Abstract
OBJECTIVE This study examines how onset of chronic pain affects characteristics of personal social networks among adults aged 51+ across Europe. METHODS We used population-based data from the Survey of Health, Ageing and Retirement in Europe (SHARE; 2011-2015; n = 12,647). Using a change score analysis approach, we tracked changes in personal social networks of respondents experiencing new-onset chronic pain (n = 3803) compared to pain-free counterparts (n = 8844) in 11 European countries over four years. RESULTS Overall, consistent with network activation theory, respondents with new-onset mild-to-moderate chronic pain reported increases in sizes and diversity of their personal social networks, compared to their pain-free counterparts. However, consistent with the "pain as threat to the social self" theory, respondents with new-onset moderate pain or mild-to-moderate pain reported a decrease over time in perceived satisfaction and closeness with networks, respectively. Estimates from interactions between new-onset pain severity and sex show that men with new-onset pain experienced greater decreases in network satisfaction (mild pain) and closeness (severe pain) than did women. DISCUSSION This study highlights the complex social consequences of chronic pain, which may vary based on pain severity, gender, and type of social outcome considered.
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Santos-Lozada AR. A general pattern of health erosion in the United States? An examination of self-reported health status from 1997 - 2018. SSM Popul Health 2022; 18:101095. [PMID: 35464612 PMCID: PMC9019403 DOI: 10.1016/j.ssmph.2022.101095] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 03/11/2022] [Accepted: 04/06/2022] [Indexed: 12/02/2022] Open
Abstract
Purpose Recent research has found a general pattern of health erosion in self-assessed pain and allostatic load among adults in the United States (US). It remains to be determined if self-reported health status, hereafter SRH, also follows this pattern. The aim of this study was to examine whether a general pattern of health erosion is found in SRH among adults in the United States (US). Methods Data from the National Health Interview Survey 1997-2018 were used to study sex, educational attainment, and racial/ethnic patterns in SRH by age, period and cohort among adults in the US. The analytic sample consisted of respondents aged 18 years or older at the moment of interview with valid information in the age, sex, education, race/ethnicity and health status question (n = 669,501). Estimates for the percent population reporting poor/fair health were produced by age, period and cohort to study trends in health status by sex, educational attainment and race/ethnicity. All estimates were weighted to account for complex survey design. Results No discernible pattern of health erosion, or improvement, is observed in the age, period or cohort analyses of the percent of the population reporting poor/fair SRH by sex, educational attainment or race/ethnicity. Conclusions The analysis indicates that self-reported health does not follows the general pattern of health erosion found in self-assessed pain and allostatic load in the US. The percent of the population reporting poor/fair health status has remained relatively stable between 1997 and 2018. Further research is required to determine whether self-reported health is an appropriate metric to track population health in the US.
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Affiliation(s)
- Alexis R. Santos-Lozada
- Department of Human Development and Family Studies, Pennsylvania State University Park, PA, 16802, USA
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Bhat AC, Almeida DM, Fenelon A, Santos-Lozada AR. A longitudinal analysis of the relationship between housing insecurity and physical health among midlife and aging adults in the United States. SSM Popul Health 2022; 18:101128. [PMID: 35652088 PMCID: PMC9149198 DOI: 10.1016/j.ssmph.2022.101128] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 05/10/2022] [Accepted: 05/12/2022] [Indexed: 01/26/2023] Open
Abstract
Rationale A large body of work demonstrates the impact of housing instability on health by exploring the effects of evictions and homelessness on psychological wellbeing of young adults and children. However, limited research leverages national longitudinal data to examine whether and how experiences of a range of housing insecurity events, rather than just eviction or homelessness, affect physical health among midlife and older adults. Objective The current study examines (1) prevalence of housing insecurity among midlife and older adults by age and race, (2) linkages between housing insecurity experiences and facets of physical health, and (3) age and race moderations on these effects. Method This study employs regression models to examine whether experiences of housing insecurity affect self-rated physical health and chronic physical conditions among midlife and older adults (N = 2598) leveraging two waves of the National Study of Midlife in the United States (MIDUS). Results Models revealed that housing insecurity experiences predicted poorer self-rated physical health and additional chronic conditions, even when controlling for previous physical health. Moderation analyses indicated that housing insecurity has a stronger relationship with chronic conditions among midlife adults as compared to older adults, and among Black adults as compared to white adults. These results suggest that experiences of housing insecurity leave adults vulnerable to compromised physical health, and that housing insecurity experiences may be particularly detrimental to the health of midlife Black adults. Conclusions This research adds to the extant literature by introducing a comprehensive measure of housing insecurity experiences, and contributes to a life course perspective regarding how housing insecurity can affect physical health. This research has implications for policy that addresses housing insecurity as a public health concern, especially in the aftermath of the 2008 recession and the economic and housing crisis caused by the COVID-19 pandemic.
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Affiliation(s)
- Aarti C. Bhat
- Department of Human Development and Family Studies, The Pennsylvania State University, 405 Biobehavioral Health Building, University Park, PA, 16802, USA
| | - David M. Almeida
- Department of Human Development and Family Studies, The Pennsylvania State University, 403 Biobehavioral Health Building, University Park, PA, 16802, USA
| | - Andrew Fenelon
- School of Public Policy and Department of Sociology and Criminology, The Pennsylvania State University, 331 Pond Laboratory, University Park, PA, 16802, USA
| | - Alexis R. Santos-Lozada
- Department of Human Development and Family Studies, The Pennsylvania State University, 226 Health and Human Development Building, University Park, PA, 16802, USA
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Convergence of case-specific epigenetic alterations identify a confluence of genetic vulnerabilities tied to opioid overdose. Mol Psychiatry 2022; 27:2158-2170. [PMID: 35301427 PMCID: PMC9133127 DOI: 10.1038/s41380-022-01477-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 01/19/2022] [Accepted: 02/08/2022] [Indexed: 11/08/2022]
Abstract
Opioid use disorder is a highly heterogeneous disease driven by a variety of genetic and environmental risk factors which have yet to be fully elucidated. Opioid overdose, the most severe outcome of opioid use disorder, remains the leading cause of accidental death in the United States. We interrogated the effects of opioid overdose on the brain using ChIP-seq to quantify patterns of H3K27 acetylation in dorsolateral prefrontal cortical neurons isolated from 51 opioid-overdose cases and 51 accidental death controls. Among opioid cases, we observed global hypoacetylation and identified 388 putative enhancers consistently depleted for H3K27ac. Machine learning on H3K27ac patterns predicted case-control status with high accuracy. We focused on case-specific regulatory alterations, revealing 81,399 hypoacetylation events, uncovering vast inter-patient heterogeneity. We developed a strategy to decode this heterogeneity based on convergence analysis, which leveraged promoter-capture Hi-C to identify five genes over-burdened by alterations in their regulatory network or "plexus": ASTN2, KCNMA1, DUSP4, GABBR2, ENOX1. These convergent loci are enriched for opioid use disorder risk genes and heritability for generalized anxiety, number of sexual partners, and years of education. Overall, our multi-pronged approach uncovers neurobiological aspects of opioid use disorder and captures genetic and environmental factors perpetuating the opioid epidemic.
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Kohler IV, Ciancio A, Kämpfen F, Kohler HP, Mwapasa V, Chilima B, Vinkhumbo S, Mwera J, Maurer J. Pain Is Widespread and Predicts Poor Mental Health Among Older Adults in Rural Malawi. Innov Aging 2022; 6:igac008. [PMID: 35542563 PMCID: PMC9074811 DOI: 10.1093/geroni/igac008] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Indexed: 12/05/2022] Open
Abstract
Background and Objectives Pain is common among older persons and has been documented as an important predictor of disability, health, and economic outcomes. Evidence about its prevalence and relationship to well-being is scarce in rural sub-Saharan Africa (SSA), where work is frequently physically demanding, and pain prevention or treatment options are limited. We investigate the prevalence of pain and its association with mental health and subjective well-being in a population-based study of older adults in rural Malawi. Research Design and Methods We estimate the prevalence, severity, and duration of pain along with its sociodemographic distribution in a sample of 1,577 individuals aged 45 and older. We assess the association of pain with clinically validated measures of mental health, including depression and anxiety, and subjective well-being. Results Pain is widespread in this mature population with an average age of 60 years: 62% of respondents report the experience of at least minor pain during the last year, and half of these cases report severe or disabling pain. Women are more likely to report pain than men. Pain is a strong predictor of mental health and subjective well-being for both genders. More severe or longer pain episodes are associated with worse mental states. Individuals reporting pain are more likely to suffer from depression or express suicidal thoughts. Discussion and Implications Our study identifies key subpopulations such as older women in a SSA low-income context who are particularly affected by the experience of pain in daily life and calls for interventions targeting pain and its consequences for mental health and subjective well-being.
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Affiliation(s)
- Iliana V Kohler
- Population Studies Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Alberto Ciancio
- Adam Smith Business School, University of Glasgow, Glasgow, UK
| | - Fabrice Kämpfen
- School of Economics, University College Dublin, Dublin, Ireland
| | - Hans-Peter Kohler
- Department of Sociology, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Population Aging Research Center, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | | | | | - Steve Vinkhumbo
- Ministry of Gender, Children, Disability and Social Welfare, Lilongwe, Malawi
| | - James Mwera
- Invest in Knowledge Initiative, Zomba, Malawi
| | - Jürgen Maurer
- Department of Economics, University of Lausanne, Lausanne, Switzerland
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Wainwright E, Bevan S, Blyth FM, Khalatbari-Soltani S, Sullivan MJL, Walker-Bone K, Eccleston C. Pain, work, and the workplace: a topical review. Pain 2022; 163:408-414. [PMID: 34294663 DOI: 10.1097/j.pain.0000000000002413] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 07/15/2021] [Indexed: 11/25/2022]
Affiliation(s)
- Elaine Wainwright
- Department of Psychology, Bath Spa University, Bath, United Kingdom
- Centre for Pain Research, University of Bath, Bath, United Kingdom
- Medical Research Council Versus Arthritis Centre for Musculoskeletal Health and Work, University of Southampton, Southampton, United Kingdom
| | - Steven Bevan
- HR Research Development, Institute for Employment Studies, Brighton, United Kingdom
| | - Fiona M Blyth
- The University of Sydney School of Public Health, Faculty of Medicine and Health, New South Wales, Australia
- ARC Centre of Excellence in Population Aging Research (CEPAR), University of Sydney, Sydney, Australia
| | - Saman Khalatbari-Soltani
- The University of Sydney School of Public Health, Faculty of Medicine and Health, New South Wales, Australia
- ARC Centre of Excellence in Population Aging Research (CEPAR), University of Sydney, Sydney, Australia
| | | | - Karen Walker-Bone
- Medical Research Council Versus Arthritis Centre for Musculoskeletal Health and Work, University of Southampton, Southampton, United Kingdom
| | - Christopher Eccleston
- Centre for Pain Research, University of Bath, Bath, United Kingdom
- Cochrane Pain, Palliative, and Supportive Care Review Groups, Oxford University Hospitals, Oxford, United Kingdom
- Department of Clinical and Health Psychology, Ghent University, Ghent, Belgium
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Blanchflower DG, Bryson A. Further decoding the mystery of American pain: The importance of work. PLoS One 2022; 17:e0261891. [PMID: 35025882 PMCID: PMC8758074 DOI: 10.1371/journal.pone.0261891] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 12/14/2021] [Indexed: 11/18/2022] Open
Abstract
A recent paper showed that, whereas we expect pain to rise with age due to accumulated injury, physical wear and tear, and disease, the elderly in America report less pain than those in midlife. Further exploration revealed this pattern was confined to the less educated. The authors called this the 'mystery of American pain' since pain appears to rise with age in other countries irrespective of education. Revisiting this issue with the same cross-sectional data we show that what matters in explaining pain through to age 65 is whether one is working or not. The incidence of pain across the life-course is nearly identical for workers in America and elsewhere, but it is greater for non-working Americans than it is for non-workers elsewhere. As in other countries, pain is hump-shaped in age among those Americans out of work but rises a little over the life-course for those in work. Furthermore, these patterns are apparent within educational groups. We show that, if one ascribes age-specific employment rates from other OECD countries to Americans, the age profile of pain in the United States is more similar to that found elsewhere in the OECD. This is because employment rates are lower in the United States than elsewhere between ages 30 and 60: the simulation reduces the pain contribution of these non-workers to overall pain in America, so it looks somewhat similar to pain elsewhere. We conclude that what matters in explaining pain over the life-course is whether one is working or not and once that is accounted for, the patterns are consistent across the United States and the rest of the OECD.
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Affiliation(s)
- David G. Blanchflower
- Department of Economics, Dartmouth College, Hanover, New Hampshire, United States of America
| | - Alex Bryson
- Social Research Institute, University of London, London, England
- * E-mail:
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Yang Y, Reid MC, Grol-Prokopczyk H, Pillemer K. Racial-ethnic Disparities in Pain Intensity and Interference Among Middle-aged and Older U.S. Adults. J Gerontol A Biol Sci Med Sci 2022; 77:e74-e81. [PMID: 34265049 PMCID: PMC8824568 DOI: 10.1093/gerona/glab207] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND This study aims to better understand differing pain experiences across U.S. racial/ethnic subgroups by estimating racial-ethnic disparities in both pain intensity and domain-specific pain-related interference. To address this issue, we use a nationally representative sample of non-Hispanic White, non-Hispanic Black, and Hispanic adults ages 50+ who report recently experiencing pain. METHODS Using data from the 2010 wave of the Health and Retirement Study (HRS; N = 684), we conducted a series of multivariate analyses to assess possible racial/ethnic disparities in pain intensity and 7 domains of pain interference, controlling for relevant sociodemographic variables and other health problems. RESULTS Black and Hispanic participants reported higher pain intensity than White participants after controlling for socioeconomic status (SES) and other health conditions. Both Black and Hispanic individuals reported more domain-specific pain interference in bivariate analyses. In multivariate analyses, Black (vs White) participants reported significantly higher levels of pain interference with family-home responsibilities, occupation, sexual behavior, and daily self-care. We did not find significant Hispanic-White differences in the 7 pain interference domains, nor did we find Black-White differences in 3 domains (recreation, social activities, and essential activities). CONCLUSIONS Our findings highlight the need for using multidimensional measures of pain when assessing for possible pain disparities with respect to race/ethnicity. Future studies on pain interventions should consider contextualizing the pain experience across different racial subgroups to help pain patients with diverse needs, with the ultimate goal of reducing racial/ethnic disparities in pain.
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Affiliation(s)
- Yulin Yang
- Division of Geriatrics and Palliative Medicine, Weill Cornell Medicine, New York, New York, USA
| | - M Carrington Reid
- Division of Geriatrics and Palliative Medicine, Weill Cornell Medicine, New York, New York, USA
| | | | - Karl Pillemer
- Division of Geriatrics and Palliative Medicine, Weill Cornell Medicine, New York, New York, USA
- Department of Human Development, Cornell University, Ithaca, New York, USA
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Hudomiet P, Hurd MD, Rohwedder S. Trends in Health in Midlife and Late Life. JOURNAL OF HUMAN CAPITAL 2022; 16:133-156. [PMID: 35419119 PMCID: PMC9004779 DOI: 10.1086/717542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Gains in life expectancy have recently slowed and mortality inequalities have increased. This paper examines whether trends in health observed at ages 55 to 89 mirror those trends in mortality, which may serve as an early indicator for the future evolution of mortality. We found that many health outcomes have worsened from 1992 to 2016, especially at ages below 70, and that differentials in health between low and high education groups have increased among the more recent cohorts. Overall the findings cast a pessimistic light on the future evolution of mortality rates and mortality inequalities.
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Affiliation(s)
- Péter Hudomiet
- RAND Corporation, 1776 Main Street, P.O. Box 2138, Santa Monica, CA 90407-2138, U.S.A
| | - Michael D. Hurd
- RAND Corporation, 1776 Main Street, P.O. Box 2138, Santa Monica, CA 90407-2138, U.S.A
- NBER, 1050 Massachusetts Avenue, Cambridge, MA 02138-5398, U.S.A
- NETSPAR, P.O. Box 90153, 5000 LE Tilburg, The Netherlands
| | - Susann Rohwedder
- RAND Corporation, 1776 Main Street, P.O. Box 2138, Santa Monica, CA 90407-2138, U.S.A
- NETSPAR, P.O. Box 90153, 5000 LE Tilburg, The Netherlands
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Mason M, Soliman R, Kim HS, Post LA. Disparities by Sex and Race and Ethnicity in Death Rates Due to Opioid Overdose Among Adults 55 Years or Older, 1999 to 2019. JAMA Netw Open 2022; 5:e2142982. [PMID: 35015062 PMCID: PMC8753495 DOI: 10.1001/jamanetworkopen.2021.42982] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
IMPORTANCE Rates of opioid overdose deaths are increasing for older adults. Less is known about these deaths compared with those of younger adults. OBJECTIVE To analyze rate variation among opioid overdose deaths in older adults by sex and by race and ethnicity over time. DESIGN, SETTING, AND PARTICIPANTS This 21-year longitudinal cross-sectional study of adults who died due to opioid overdose at 55 years or older stratified by sex and by race and ethnicity used data from the Multiple Cause of Death database from the Centers for Disease Control and Prevention Wide-Ranging Online Data for Epidemiologic Research. The data include all opioid overdose deaths among this age group that occurred between January 1, 1999, and December 31, 2019 (N = 79 893). EXPOSURES Sex and racial and ethnic groups. MAIN OUTCOMES AND MEASURES Rates of opioid overdose deaths per 100 000 population by sex and by race and ethnicity for persons 55 years or older. RESULTS During the period 1999 to 2019, 79 893 US residents 55 years or older died due to an opioid overdose. Among these individuals, 79.97% were aged 55 to 64 years, and 58.98% were men. Annual numbers of deaths increased over time from 518 in 1999 to 10 292 in 2019. Annual rates of opioid overdose deaths per 100 000 persons 55 years or older increased over time and ranged from 0.90 in 1999 to 10.70 in 2019. Substantial variation by sex and by race and ethnicity was found. In 2013, rates among non-Hispanic Black men began to diverge from those of other demographic subgroups. By 2019, the opioid overdose fatality rate among non-Hispanic Black men 55 years or older was 40.03 per 100 000 population, 4 times greater than the overall opioid overdose fatality rate of 10.70 per 100 000 for persons of the same age. CONCLUSIONS AND RELEVANCE In this longitudinal cross-sectional study of US adults who died due to opioid overdose, the burden of opioid overdose deaths among older adults since 2013 was most concentrated among non-Hispanic Black men. Deaths among non-Hispanic Black men were disproportionality represented in the overall increase in the rate of opioid overdose deaths among older adults. Further research is needed to inform policy and practice.
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Affiliation(s)
- Maryann Mason
- Department of Emergency Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Buehler Center for Health Policy and Economics, Northwestern University, Chicago, Illinois
| | - Rebekah Soliman
- currently an undergraduate student at Northwestern University, Weinberg College of Arts and Sciences, Evanston, Illinois
| | - Howard S. Kim
- Department of Emergency Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Center for Health Services and Outcomes Research, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Associate Editor, JAMA Network Open
| | - Lori Ann Post
- Department of Emergency Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
- Buehler Center for Health Policy and Economics, Northwestern University, Chicago, Illinois
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Epigenetic convergence in the rising tide of opioid overdose deaths. Mol Psychiatry 2022; 27:2638-2639. [PMID: 35296805 PMCID: PMC8924348 DOI: 10.1038/s41380-022-01517-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 02/16/2022] [Accepted: 02/25/2022] [Indexed: 11/30/2022]
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Glei DA, Stokes AC, Weinstein M. Widening Socioeconomic Disparities in Pain and Physical Function Among Americans Are Linked with Growing Obesity. J Aging Health 2022; 34:78-87. [PMID: 34459255 PMCID: PMC8751296 DOI: 10.1177/08982643211028121] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Objectives: We investigate whether obesity accounts for widening socioeconomic disparities in pain. Methods: Based on nationally representative samples of Americans aged 25-74 in 1995-1996 and 2011-2014, we use logistic regression to model period change in headaches, backaches, and joint aches as well as physical limitations and to determine whether those changes vary by a multidimensional measure of socioeconomic status. Results: Prevalence of backaches, joint aches, physical limitations, and obesity increased between the mid-1990s and the early 2010s, particularly among more disadvantaged Americans. Socioeconomic disparities in frequent backaches, frequent joint pain, and physical limitations more than doubled over this period. We estimate that obesity and health conditions may account for nearly a quarter of the widening disparity in frequent backaches and about half of the widening disparity in frequent joint pain and physical limitations. Discussion: Widening disparities in backaches, joint pain, and physical limitations have coincided with growing obesity.
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Affiliation(s)
- Dana A. Glei
- Center for Population and Health, Georgetown University, Washington, DC
| | - Andrew C. Stokes
- Department of Global Health, Boston University School of Public Health, Boston, MA
| | - Maxine Weinstein
- Center for Population and Health, Georgetown University, Washington, DC
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Glei DA, Weinstein M. Disadvantaged Americans are suffering the brunt of rising pain and physical limitations. PLoS One 2021; 16:e0261375. [PMID: 34882731 PMCID: PMC8659634 DOI: 10.1371/journal.pone.0261375] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 11/29/2021] [Indexed: 11/25/2022] Open
Abstract
Using data from three national surveys of US adults (one cohort and two cross-sectional studies, covering the period from the mid-1990s to the mid-2010s), we quantify the degree to which disparities by socioeconomic status (SES) in self-reported pain and physical limitations widened and explore whether they widened more in midlife than in later life. Unlike most prior studies that use proxy measures of SES (e.g., education), we use a multidimensional measure of SES that enables us to evaluate changes over time in each outcome for fixed percentiles of the population, thereby avoiding the problem of lagged selection bias. Results across multiple datasets demonstrate that socioeconomic disparities in pain and physical limitations consistently widened since the late 1990s, and if anything, widened even more in midlife than in late life (above 75). For those aged 50-74, the SES disparities in most outcomes widened by more than 50% and in some cases, the SES gap more than doubled. In contrast, the magnitude of SES widening was much smaller above age 75 and, in the vast majority of cases, not significant. Pain prevalence increased at all levels of SES, but disadvantaged Americans suffered the largest increases. Physical function deteriorated for those with low SES, but there was little change and perhaps improvement among the most advantaged Americans. At the 10th percentile of SES, the predicted percentage with a physical limitation at age 50 increased by 6-10 points between the late-1990s and the 2010s, whereas at the 90th percentile of SES, there was no change in two surveys and in the third survey, the corresponding percentage declined from 31% in 1996-99 to 22% in 2016-18. The worst-off Americans are being left behind in a sea of pain and physical infirmity, which may have dire consequences for their quality of life and for society as a whole (e.g., lost productivity, public costs).
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Affiliation(s)
- Dana A. Glei
- Center for Population and Health, Georgetown University, Washington, DC, United States of America
| | - Maxine Weinstein
- Center for Population and Health, Georgetown University, Washington, DC, United States of America
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Abstract
BACKGROUND As the population ages, the number of elderly people undergoing surgery increases. Literature on the incidence and intensity of postoperative pain in the elderly is conflicting. This study examines associations between age and pain-related patient reported outcomes and perioperative pain management in a dataset of surgical patients undergoing four common surgeries: spinal surgery, hip or knee replacement, or laparoscopic cholecystectomy. Based on the authors' clinical experience, they hypothesize that pain scores are lower in older patients. METHODS In this retrospective cohort, study data were collected between 2010 and 2018 as part of the international PAIN OUT program. Patients filled out the International Pain Outcomes Questionnaire on postoperative day 1. RESULTS A total of 11,510 patients from 26 countries, 59% female, with a mean age of 62 yr, underwent one of the aforementioned types of surgery. Large variation was detected within each age group for worst pain, yet for each surgical procedure, mean scores decreased significantly with age (mean Numeric Rating Scale range, 6.3 to 7.3; β = -0.2 per decade; P ≤ 0.001), representing a decrease of 1.3 Numeric Rating Scale points across a lifespan. The interference of pain with activities in bed, sleep, breathing deeply or coughing, nausea, drowsiness, anxiety, helplessness, opioid administration on the ward, and wish for more pain treatment also decreases with age for two or more of the procedures. Across the procedures, patients reported being in severe pain on postoperative day one 26 to 38% of the time, and pain interfered moderately to severely with movement. CONCLUSIONS The authors' findings indicate that postoperative pain decreases with increasing age. The change is, however, small and of questionable clinical significance. Additionally, there are still too many patients, at any age, undergoing common surgeries who suffer from moderate to severe pain, which interferes with function, supporting the need for tailoring care to the individual patient. EDITOR’S PERSPECTIVE
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Andrasfay T, Raymo N, Goldman N, Pebley AR. Physical work conditions and disparities in later life functioning: Potential pathways. SSM Popul Health 2021; 16:100990. [PMID: 34917747 PMCID: PMC8666356 DOI: 10.1016/j.ssmph.2021.100990] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 10/19/2021] [Accepted: 11/30/2021] [Indexed: 11/24/2022] Open
Abstract
Research in the US on the social determinants of reduced physical functioning at older ages has typically not considered physical work conditions as contributors to disparities. We briefly describe a model of occupational stratification and segregation, review and synthesize the occupational health literature, and outline the physiological pathways through which physical work exposures may be tied to long-term declines in physical functioning. The literature suggests that posture, force, vibration, and repetition are the primary occupational risk factors implicated in the development of musculoskeletal disorders, through either acute injuries or longer-term wear and tear. Personal risk factors and environmental and structural work characteristics can modify this association. In the long-term, these musculoskeletal disorders can become chronic and ultimately lead to functional limitations and disabilities that interfere with one's quality of life and ability to remain independent. We then use data on occupational characteristics from the Occupational Information Network (O*NET) linked to the 2019 American Community Survey (ACS) to examine disparities among sociodemographic groups in exposure to these risk factors. Occupations with high levels of these physical demands are not limited to those traditionally thought of as manual or blue-collar jobs and include many positions in the service sector. We document a steep education gradient with less educated workers experiencing far greater physical demands at work than more educated workers. There are pronounced racial and ethnic differences in these exposures with Hispanic, Black, and Native American workers experiencing higher risks than White and Asian workers. Occupations with high exposures to these physical risk factors provide lower compensation and are less likely to provide employer-sponsored health insurance, making it more difficult for workers to address injuries or conditions that arise from their jobs. In sum, we argue that physical work exposures are likely an important pathway through which disparities in physical functioning arise.
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Affiliation(s)
- Theresa Andrasfay
- Leonard Davis School of Gerontology, University of Southern California, USA
| | - Nina Raymo
- University of North Carolina Geriatrics Clinic, MedServe, AmeriCorps, USA
| | - Noreen Goldman
- Office of Population Research, Princeton School of Public and International Affairs, Princeton University, USA
| | - Anne R. Pebley
- California Center for Population Research, Fielding School of Public Health, University of California Los Angeles, USA
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Macchia L, Oswald AJ. Physical pain, gender, and the state of the economy in 146 nations. Soc Sci Med 2021; 287:114332. [PMID: 34500321 DOI: 10.1016/j.socscimed.2021.114332] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2020] [Revised: 08/09/2021] [Accepted: 08/19/2021] [Indexed: 10/20/2022]
Abstract
RATIONALE Physical pain is one of the most severe of human experiences. It is thus one of the most important to understand. OBJECTIVE This paper reports the first cross-country study of the links between physical pain and the state of the economy. A key issue examined is how the level of pain in a society is influenced by the unemployment rate. METHODS The study uses pooled cross-sectional Gallup data from 146 countries (total N > 1.3 million). It estimates fixed-effects regression equations that control for personal characteristics. RESULTS More than a quarter of the world's citizens are in physical pain. Physical pain is lower in an economic boom and greater in an economic downturn. Estimated effect sizes are substantial. Remarkably, increases in pain are borne almost exclusively by women and found principally in rich nations. These findings have paradoxical aspects. The counter-cyclicality of physical pain is not what would be predicted by conventional economic analysis: during an expansion, people typically work harder and longer, and accidents and injuries increase. Nor are the study results due to unemployed citizens experiencing more pain (although they do). Instead, the study's findings are consistent with an important hypothesis proposed recently, using different kinds of evidence, by brain and behavioural-science researchers (e.g., Wiech and Tracey, 2009; Chou et al.; 2016). The hypothesis is that economic worry can create physical pain. CONCLUSIONS This study provides the first cross-country evidence that the level of physical pain in a nation depends on the state of the economy. Pain is high when the unemployment rate is high. That is not because of greater pain among people who lose their jobs - it extends far beyond that into wider society. The increase in physical pain in a downturn is experienced disproportionately by women.
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Affiliation(s)
- Lucía Macchia
- Women and Public Policy Program, Harvard Kennedy School, Cambridge, MA, 02138, USA; Wellbeing Research Centre, University of Oxford, Oxford, OX1 3TD, UK.
| | - Andrew J Oswald
- Department of Economics, University of Warwick, Coventry, CV4 7AL, UK; IZA Institute for the Study of Labor, Schaumburg-Lippe-Str. 5-9, D-53113, Bonn, Germany.
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Gilam G, Cramer EM, Webber KA, Ziadni MS, Kao MC, Mackey SC. Classifying chronic pain using multidimensional pain-agnostic symptom assessments and clustering analysis. SCIENCE ADVANCES 2021; 7:eabj0320. [PMID: 34516888 PMCID: PMC8442889 DOI: 10.1126/sciadv.abj0320] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 07/19/2021] [Indexed: 05/26/2023]
Abstract
Chronic pain conditions present in various forms, yet all feature symptomatic impairments in physical, mental, and social domains. Rather than assessing symptoms as manifestations of illness, we used them to develop a chronic pain classification system. A cohort of real-world treatment-seeking patients completed a multidimensional patient-reported registry as part of a routine initial evaluation in a multidisciplinary academic pain clinic. We applied hierarchical clustering on a training subset of 11,448 patients using nine pain-agnostic symptoms. We then validated a three-cluster solution reflecting a graded scale of severity across all symptoms and eight independent pain-specific measures in additional subsets of 3817 and 1273 patients. Negative affect–related factors were key determinants of cluster assignment. The smallest subset included follow-up assessments that were predicted by baseline cluster assignment. Findings provide a cost-effective classification system that promises to improve clinical care and alleviate suffering by providing putative markers for personalized diagnosis and prognosis.
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Affiliation(s)
- Gadi Gilam
- Division of Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Eric M. Cramer
- Division of Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Kenneth A. Webber
- Division of Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Maisa S. Ziadni
- Division of Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Ming-Chih Kao
- Division of Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Sean C. Mackey
- Division of Pain Medicine, Stanford University School of Medicine, Palo Alto, CA, USA
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Hudomiet P, Hurd MD, Rohwedder S. The Age Profile of Life Satisfaction After Age 65 in the U.S. JOURNAL OF ECONOMIC BEHAVIOR & ORGANIZATION 2021; 189:431-442. [PMID: 34602682 PMCID: PMC8486172 DOI: 10.1016/j.jebo.2021.07.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Although income and wealth are frequently used as indicators of well-being, they are increasingly augmented with subjective measures such as life satisfaction to capture broader dimensions of the well-being of individuals. Based on large surveys of individuals, life satisfaction in cross-section often is found to increase with age beyond retirement into advanced old age. It may seem puzzling that average life satisfaction does not decline at older ages because older individuals are more likely to experience chronic or acute health conditions, or the loss of a spouse. Accordingly, this empirical pattern has been called the "paradox of well-being." We examine the age profile of life satisfaction of the U.S. population age 65 or older in the Health and Retirement Study (HRS), and find that in cross-section it increases between age 65 and 71 and is flat thereafter; but based on the longitudinal dimension of the HRS, life satisfaction significantly declines with age and the rate of decline accelerates with age. We reconcile the cross-section and longitudinal measurements by showing that both differential mortality and differential non-response bias the cross-sectional age profile upward: individuals with higher life satisfaction and in better health tend to live longer, and, among survivors, individuals with higher life satisfaction are more likely to remain in the survey, masking the decline in life satisfaction experienced by individuals as they age. We conclude that the optimistic view about increasing life satisfaction at older ages based on cross-sectional data is not warranted.
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Affiliation(s)
- Péter Hudomiet
- RAND Corporation, 1776 Main Street, P.O. Box 2144, Santa Monica, CA 90407-2144, U.S.A
| | - Michael D. Hurd
- RAND Corporation, 1776 Main Street, P.O. Box 2144, Santa Monica, CA 90407-2144, U.S.A
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Basic and applied psychology in PAIN: where we have been and where we are headed. Pain 2021; 162:2785-2788. [PMID: 34294664 DOI: 10.1097/j.pain.0000000000002414] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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43
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Barcellos S, Jacobson M, Stone AA. Varied and unexpected changes in the well-being of seniors in the United States amid the COVID-19 pandemic. PLoS One 2021; 16:e0252962. [PMID: 34138938 PMCID: PMC8211190 DOI: 10.1371/journal.pone.0252962] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 05/26/2021] [Indexed: 11/21/2022] Open
Abstract
Recent evidence suggests that psychological health deteriorated during the COVID-19 pandemic but far less is known about changes in other measures of well-being. We examined changes in a broad set of measures of well-being among seniors just before and after the recognition of community spread of COVID-19 in the United States. We fielded two waves of a survey to a large, national online panel of adults ages 60 to 68 at wave 1. We measured depressive symptoms, negative affect, positive affect, pain, life satisfaction and self-rated health in each survey wave. 16,644 adults answered well-being questions in waves 1 and 2 of our survey (mean[SD]: age 64 [2.6]; 10,165 women [61%]; 15,161 [91%] white). We found large (20%; p<0.001) increases in the rate of depressive symptoms (1.4 percentage points; 95% CI, 0.97 to 1.86) and negative mood (0.225 scale points; 95% CI, 0.205 to 0.245) but no change in self-reported health and a decrease (12.5%; p<0.001) in the rate of self-reported pain (5 percentage points; 95% CI, -5.8 to -4.3). Depressive symptoms and negative affect increased more for women. Higher perceived risk of getting COVID-19 and of dying from the disease were associated with larger increases in the rate of depressive symptoms and negative affect and larger decreases in positive affect and life satsifaction. COVID-19 related job/income loss was the only pandemic-related factor predictive of the decline in pain. Although depressive symptoms and mood worsened during the COVID-19 pandemic, other measures of well-being were either not materially affected or even improved.
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Affiliation(s)
- Silvia Barcellos
- Center for Economic and Social Research (CESR), University of Southern California, Los Angeles, CA, United States of America
- Department of Economics, University of Southern California, Los Angeles, CA, United States of America
| | - Mireille Jacobson
- Davis School of Gerontology, University of Southern California, Los Angeles, CA, United States of America
- Schaeffer Center for Health Policy & Economics, University of Southern California, Los Angeles, CA, United States of America
| | - Arthur A. Stone
- Center for Economic and Social Research (CESR), University of Southern California, Los Angeles, CA, United States of America
- Department of Economics, University of Southern California, Los Angeles, CA, United States of America
- Schaeffer Center for Health Policy & Economics, University of Southern California, Los Angeles, CA, United States of America
- Dornsife Center for Self-Report Science, University of Southern California, Los Angeles, CA, United States of America
- Department of Psychology, University of Southern California, Los Angeles, CA, United States of America
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Xiang A, Hou W, Rashidian S, Rosenthal RN, Abell-Hart K, Zhao X, Wang F. Association of Opioid Use Disorder With 2016 Presidential Voting Patterns: Cross-sectional Study in New York State at Census Tract Level. JMIR Public Health Surveill 2021; 7:e23426. [PMID: 33881409 PMCID: PMC8100884 DOI: 10.2196/23426] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Revised: 01/09/2021] [Accepted: 02/20/2021] [Indexed: 02/04/2023] Open
Abstract
Background Opioid overdose-related deaths have increased dramatically in recent years. Combating the opioid epidemic requires better understanding of the epidemiology of opioid poisoning (OP) and opioid use disorder (OUD). Objective We aimed to discover geospatial patterns in nonmedical opioid use and its correlations with demographic features related to despair and economic hardship, most notably the US presidential voting patterns in 2016 at census tract level in New York State. Methods This cross-sectional analysis used data from New York Statewide Planning and Research Cooperative System claims data and the presidential voting results of 2016 in New York State from the Harvard Election Data Archive. We included 63,958 patients who had at least one OUD diagnosis between 2010 and 2016 and 36,004 patients with at least one OP diagnosis between 2012 and 2016. Geospatial mappings were created to compare areas of New York in OUD rates and presidential voting patterns. A multiple regression model examines the extent that certain factors explain OUD rate variation. Results Several areas shared similar patterns of OUD rates and Republican vote: census tracts in western New York, central New York, and Suffolk County. The correlation between OUD rates and the Republican vote was .38 (P<.001). The regression model with census tract level of demographic and socioeconomic factors explains 30% of the variance in OUD rates, with disability and Republican vote as the most significant predictors. Conclusions At the census tract level, OUD rates were positively correlated with Republican support in the 2016 presidential election, disability, unemployment, and unmarried status. Socioeconomic and demographic despair-related features explain a large portion of the association between the Republican vote and OUD. Together, these findings underscore the importance of socioeconomic interventions in combating the opioid epidemic.
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Affiliation(s)
- Anthony Xiang
- Stony Brook University, Stony Brook, NY, United States
| | - Wei Hou
- Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, United States
| | | | - Richard N Rosenthal
- Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, United States
| | | | - Xia Zhao
- Stony Brook University, Stony Brook, NY, United States
| | - Fusheng Wang
- Stony Brook University, Stony Brook, NY, United States
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Roughan WH, Campos AI, García-Marín LM, Cuéllar-Partida G, Lupton MK, Hickie IB, Medland SE, Wray NR, Byrne EM, Ngo TT, Martin NG, Rentería ME. Comorbid Chronic Pain and Depression: Shared Risk Factors and Differential Antidepressant Effectiveness. Front Psychiatry 2021; 12:643609. [PMID: 33912086 PMCID: PMC8072020 DOI: 10.3389/fpsyt.2021.643609] [Citation(s) in RCA: 46] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 03/12/2021] [Indexed: 02/06/2023] Open
Abstract
The bidirectional relationship between depression and chronic pain is well-recognized, but their clinical management remains challenging. Here we characterize the shared risk factors and outcomes for their comorbidity in the Australian Genetics of Depression cohort study (N = 13,839). Participants completed online questionnaires about chronic pain, psychiatric symptoms, comorbidities, treatment response and general health. Logistic regression models were used to examine the relationship between chronic pain and clinical and demographic factors. Cumulative linked logistic regressions assessed the effect of chronic pain on treatment response for 10 different antidepressants. Chronic pain was associated with an increased risk of depression (OR = 1.86 [1.37-2.54]), recent suicide attempt (OR = 1.88 [1.14-3.09]), higher use of tobacco (OR = 1.05 [1.02-1.09]) and misuse of painkillers (e.g., opioids; OR = 1.31 [1.06-1.62]). Participants with comorbid chronic pain and depression reported fewer functional benefits from antidepressant use and lower benefits from sertraline (OR = 0.75 [0.68-0.83]), escitalopram (OR = 0.75 [0.67-0.85]) and venlafaxine (OR = 0.78 [0.68-0.88]) when compared to participants without chronic pain. Furthermore, participants taking sertraline (OR = 0.45 [0.30-0.67]), escitalopram (OR = 0.45 [0.27-0.74]) and citalopram (OR = 0.32 [0.15-0.67]) specifically for chronic pain (among other indications) reported lower benefits compared to other participants taking these same medications but not for chronic pain. These findings reveal novel insights into the complex relationship between chronic pain and depression. Treatment response analyses indicate differential effectiveness between particular antidepressants and poorer functional outcomes for these comorbid conditions. Further examination is warranted in targeted interventional clinical trials, which also include neuroimaging genetics and pharmacogenomics protocols. This work will advance the delineation of disease risk indicators and novel aetiological pathways for therapeutic intervention in comorbid pain and depression as well as other psychiatric comorbidities.
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Affiliation(s)
- William H. Roughan
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
| | - Adrián I. Campos
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
| | - Luis M. García-Marín
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
| | - Gabriel Cuéllar-Partida
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
- UQ Diamantina Institute, The University of Queensland and Translational Research Institute, Brisbane, QLD, Australia
| | - Michelle K. Lupton
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Ian B. Hickie
- Brain and Mind Centre, University of Sydney, Camperdown, NSW, Australia
| | - Sarah E. Medland
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Naomi R. Wray
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, Australia
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD, Australia
| | - Enda M. Byrne
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, Australia
| | - Trung Thanh Ngo
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
- UQ Diamantina Institute, The University of Queensland and Translational Research Institute, Brisbane, QLD, Australia
| | - Nicholas G. Martin
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Miguel E. Rentería
- Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
- Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia
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Case A, Deaton A. Life expectancy in adulthood is falling for those without a BA degree, but as educational gaps have widened, racial gaps have narrowed. Proc Natl Acad Sci U S A 2021; 118:e2024777118. [PMID: 33836611 PMCID: PMC7980407 DOI: 10.1073/pnas.2024777118] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
A 4-y college degree is increasingly the key to good jobs and, ultimately, to good lives in an ever-more meritocratic and unequal society. The bachelor's degree (BA) is increasingly dividing Americans; the one-third with a BA or more live longer and more prosperous lives, while the two-thirds without face rising mortality and declining prospects. We construct a time series, from 1990 to 2018, of a summary of each year's mortality rates and expected years lived from 25 to 75 at the fixed mortality rates of that year. Our measure excludes those over 75 who have done relatively well over the last three decades and focuses on the years when deaths rose rapidly through drug overdoses, suicides, and alcoholic liver disease and when the decline in mortality from cardiovascular disease slowed and reversed. The BA/no-BA gap in our measure widened steadily from 1990 to 2018. Beyond 2010, as those with a BA continued to see increases in our period measure of expected life, those without saw declines. This is true for the population as a whole, for men and for women, and for Black and White people. In contrast to growing education gaps, gaps between Black and White people diminished but did not vanish. By 2018, intraracial college divides were larger than interracial divides conditional on college; by our measure, those with a college diploma are more alike one another irrespective of race than they are like those of the same race who do not have a BA.
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Affiliation(s)
- Anne Case
- School of Public and International Affairs, Princeton University, Princeton, NJ 08544;
| | - Angus Deaton
- School of Public and International Affairs, Princeton University, Princeton, NJ 08544
- Department of Economics, University of Southern California, Los Angeles, CA 90007
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA 90089
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Strulik H. From pain patient to junkie: An economic theory of painkiller consumption and its impact on wellbeing and longevity. JOURNAL OF HEALTH ECONOMICS 2021; 76:102432. [PMID: 33571722 DOI: 10.1016/j.jhealeco.2021.102432] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Revised: 01/07/2021] [Accepted: 01/07/2021] [Indexed: 06/12/2023]
Abstract
In this paper, I propose a life cycle model of painkiller consumption that combines the theory of health deficit accumulation with the theory of addiction. Chronic pain is conceptualized as a persistent negative shock to lifetime utility that can be treated by pain relief medication. Individuals treated with opioid pain relievers (OPR) develop addiction, which increases their demand for opioids and reduces their welfare and life expectancy through side effects and potential overdose. I calibrate the model for a benchmark American and investigate the comparative dynamics of alternative drug characteristics, pain intensities, and ages of onsets of pain as well as their implications for welfare and life expectancy. Computational experiments are used to identify fully rational and imperfectly rational addiction behavior. Fully rational addicts reduce OPR use when new information about the addictive potential of these drugs arrives. Imperfectly rational addicts further develop their addiction and switch to illicit opioid use. Likewise, a discontinued prescription helps fully rational addicts to quit quickly, while it induces imperfectly rational individuals to take up heroin. I also discuss treatment of OPR addiction and the use of opioids in palliative care.
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Affiliation(s)
- Holger Strulik
- University of Goettingen, Department of Economics, Platz der Goettinger Sieben 3, 37073 Goettingen, Germany.
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Graham C, Pinto S. The geography of desperation in America: Labor force participation, mobility, place, and well-being. Soc Sci Med 2020; 270:113612. [PMID: 33352475 DOI: 10.1016/j.socscimed.2020.113612] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Revised: 11/12/2020] [Accepted: 12/11/2020] [Indexed: 01/09/2023]
Abstract
There are deep divisions between Americans with opportunities and hope for the future and those left behind. We explored this earlier using metrics of reported well-being and found deep desperation - and an association with premature death - among less than college educated whites. This contrasts with more hope for the future among Black and Hispanics, despite worse objective conditions. Here we extend these findings and focus on workers out of the labor force (OLF), their low well-being, and their lack of geographic mobility. The well-being of this group varies substantially across age, gender, and race. We find that those in prime age fare worse than other age groups; within prime age respondents, women report higher well-being than men, and among prime age males, whites report significantly lower well-being, worse health, and higher pain than minorities. Prime age OLF respondents - especially white males - report worse health than those in other labor market categories, suggesting that their dropout is partly due to bad health. Individuals in counties with a higher percentage of respondents still in their childhood census tracts have poorer health and little hope. Those in counties with higher percentages of adults in their parents' homes have even worse well-being and health. The state of these cohorts - and their tendency to stay in the places they grew up rather than move - is one potential explanation for the declining levels of geographic mobility in the U.S.
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Affiliation(s)
- Carol Graham
- The Brookings Institution, 1775 Massachusetts Avenue, Washington, D.C., NW, 20036, USA.
| | - Sergio Pinto
- University of Maryland, USA; Instituto Universitário de Lisboa (ISCTE-IUL), DINAMIA'CET, Lisbon, Portugal.
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49
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Affiliation(s)
- Nicole Maestas
- Department of Health Care Policy, Harvard Medical School, Boston, MA 02115
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