IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v17y2020i12p4321-d372545.html
   My bibliography  Save this article

Finding the Hidden Risk Profiles of the United States Opioid Epidemic: Using a Person-Centered Approach on a National Dataset of Noninstitutionalized Adults Reporting Opioid Misuse

Author

Listed:
  • Francisco A. Montiel Ishino

    (Division of Intramural Research, National Institute on Minority Health and Health Disparities, National Institutes of Health, 7201 Wisconsin Ave, Ste.533G6, Bethesda, Rockville, MD 20814, USA
    Authors contributed equally to this work.)

  • Tamika Gilreath

    (Transdisciplinary Center for Health Equity Research, Department of Health Education, College of Education and Human Development, Texas A&M University, 4243 TAMU, 311F Blocker Building, College Station, TX 77843, USA
    Authors contributed equally to this work.)

  • Faustine Williams

    (Division of Intramural Research, National Institute on Minority Health and Health Disparities, National Institutes of Health, 7201 Wisconsin Ave, Ste.533G6, Bethesda, Rockville, MD 20814, USA
    Authors contributed equally to this work.)

Abstract

Opioid misuse can lead to use disorder and other adverse outcomes. Identifying sociodemographic risk profiles and understanding misuse patterns in combination with health indicators can inform prevention science and clinical practice. A latent class analysis of opioid misuse was conducted on noninstitutionalized United States civilians aged 18 and older that reported opioid dependence or abuse in the 2017 National Survey of Drug Use and Health ( n = 476; weighted n = 2,018,922). Opioid misuse was based on heroin and/or prescription pain reliever use, and associated determinants of health and mental health indicators. Five misuse profiles were identified: (1) single heroin or prescription misuse with high-income; (2) female prescription pain reliever misuse with psychological distress and suicidality; (3) younger polyopioid misuse with the highest proportion of Hispanics and heroin use; (4) older polyopioid misuse with the highest proportion of non-Hispanic blacks and disability; and (5) older non-Hispanic white male exclusive dual heroin and/or prescription misuse (27%, 20%, 38%, 10%, and 5% of sample, respectively). The identified risk profiles can inform public health practice to develop interventions for acute and immediate response by providing etiological evidence and to inform prevention and intervention efforts along the continuum from opioid initiation to use disorder.

Suggested Citation

  • Francisco A. Montiel Ishino & Tamika Gilreath & Faustine Williams, 2020. "Finding the Hidden Risk Profiles of the United States Opioid Epidemic: Using a Person-Centered Approach on a National Dataset of Noninstitutionalized Adults Reporting Opioid Misuse," IJERPH, MDPI, vol. 17(12), pages 1-14, June.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:12:p:4321-:d:372545
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/17/12/4321/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/17/12/4321/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Zibbell, J.E. & Asher, A.K. & Patel, R.C. & Kupronis, B. & Iqbal, K. & Ward, J.W. & Holtzman, D., 2018. "Increases in Acute Hepatitis C Virus Infection Related to a Growing Opioid Epidemic and Associated Injection Drug Use, United States, 2004 to 2014," American Journal of Public Health, American Public Health Association, vol. 108(2), pages 175-181.
    2. Van Zee, A., 2009. "The promotion and marketing of oxycontin: Commercial triumph, public health tragedy," American Journal of Public Health, American Public Health Association, vol. 99(2), pages 221-227.
    3. repec:aph:ajpbhl:10.2105/ajph.2016.303591_2 is not listed on IDEAS
    4. Seth, P. & Rudd, R.A. & Noonan, R.K. & Haegerich, T.M., 2018. "Quantifying the epidemic of prescription opioid overdose deaths," American Journal of Public Health, American Public Health Association, vol. 108(4), pages 500-502.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Emma Motrico & Jose A. Salinas-Perez & Maria Luisa Rodero-Cosano & Sonia Conejo-Cerón, 2021. "Editors’ Comments on the Special Issue “Social Determinants of Mental Health”," IJERPH, MDPI, vol. 18(8), pages 1-9, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Louis‐Philippe Beland & Jason Huh & Dongwoo Kim, 2024. "The effect of opioid use on traffic fatalities," Health Economics, John Wiley & Sons, Ltd., vol. 33(6), pages 1123-1132, June.
    2. William Encinosa & Didem Bernard & Thomas M. Selden, 2022. "Opioid and non-opioid analgesic prescribing before and after the CDC’s 2016 opioid guideline," International Journal of Health Economics and Management, Springer, vol. 22(1), pages 1-52, March.
    3. Abhimanyu Sud & Darren K. Cheng & Rahim Moineddin & Erin Zlahtic & Ross Upshur, 2021. "Time series-based bibliometric analysis of a systematic review of multidisciplinary care for opioid dose reduction: exploring the origins of the North American opioid crisis," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(11), pages 8935-8955, November.
    4. Ravi Katari, Dean Baker, 2015. "Patent Monopolies and the Costs of Mismarketing Drugs," CEPR Reports and Issue Briefs 2015-11, Center for Economic and Policy Research (CEPR).
    5. Johanna Catherine Maclean & Justine Mallatt & Christopher J. Ruhm & Kosali Simon, 2022. "The Opioid Crisis, Health, Healthcare, and Crime: A Review of Quasi-Experimental Economic Studies," The ANNALS of the American Academy of Political and Social Science, , vol. 703(1), pages 15-49, September.
    6. McGranahan, David A. & Parker, Timothy S., 2021. "The Opioid Epidemic: A Geography in Two Phases," USDA Miscellaneous 310390, United States Department of Agriculture.
    7. Deiana, Claudio & Giua, Ludovica & Nistico, Roberto, 2019. "The Economics behind the Epidemic: Afghan Opium Price and Prescription Opioids in the US," IZA Discussion Papers 12872, Institute of Labor Economics (IZA).
    8. Anne Case & Angus Deaton, 2017. "Mortality and Morbidity in the 21st Century," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 397-476.
    9. James F. Anderson & Kelley Reinsmith-Jones & Willie M. Brooks, Jr. & Adam H. Langsam, 2017. "Paradigm Shift in Responding to Drug Users and Addicts: From a Criminal Justice to a Public Health Approach," International Journal of Social Science Studies, Redfame publishing, vol. 5(5), pages 1-15, May.
    10. Shannon M. Monnat, 2022. "Demographic and Geographic Variation in Fatal Drug Overdoses in the United States, 1999–2020," The ANNALS of the American Academy of Political and Social Science, , vol. 703(1), pages 50-78, September.
    11. Boslett, Andrew & Hill, Elaine, 2022. "Mortality during resource booms and busts," Journal of Environmental Economics and Management, Elsevier, vol. 115(C).
    12. McGranahan, David & Parker, Timothy, 2021. "The Opioid Epidemic: A Geography in Two Phases," Economic Research Report 327197, United States Department of Agriculture, Economic Research Service.
    13. Jessica Y. Ho, 2019. "The Contemporary American Drug Overdose Epidemic in International Perspective," Population and Development Review, The Population Council, Inc., vol. 45(1), pages 7-40, March.
    14. Shiyu Zhang & Daniel Guth, 2021. "The OxyContin Reformulation Revisited: New Evidence From Improved Definitions of Markets and Substitutes," Papers 2101.01128, arXiv.org, revised Jan 2021.
    15. Resul Cesur & Joseph J. Sabia & W. David Bradford, 2019. "Did the War on Terror Ignite an Opioid Epidemic?," NBER Working Papers 26264, National Bureau of Economic Research, Inc.
    16. Yang, Tse-Chuan & Shoff, Carla & Kim, Seulki, 2022. "Social isolation, residential stability, and opioid use disorder among older Medicare beneficiaries: Metropolitan and non-metropolitan county comparison," Social Science & Medicine, Elsevier, vol. 292(C).
    17. David M. Cutler & Edward L. Glaeser, 2021. "When Innovation Goes Wrong: Technological Regress and the Opioid Epidemic," NBER Working Papers 28873, National Bureau of Economic Research, Inc.
    18. Francis W. Graham & Sonja de New & Suzanne Nielsen & Dennis Petrie, 2023. "Revisiting the OxyContin reformulation: The role of licit substitutes," Papers 2023-09, Centre for Health Economics, Monash University.
    19. van Amsterdam, Jan & Phillips, Lawrence D. & Henderson, Graeme & Bell, James & Bowden-Jones, Owen & Hammersley, Richard & Ramsey, John & Taylor, Polly & Dale-Perera, Annette & Melichar, Jan & van den , 2015. "Ranking the harm of non-medically used prescription opioids in the UK," LSE Research Online Documents on Economics 64653, London School of Economics and Political Science, LSE Library.
    20. Janet Currie & Hannes Schwandt, 2020. "The Opioid Epidemic Was Not Primarily Caused by Economic Distress But by Other Factors that Can be More Readily Addressed," Working Papers 2020-25, Princeton University. Economics Department..

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:17:y:2020:i:12:p:4321-:d:372545. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.