Identifying predictors of opioid use among older United States’ adults with pain

Authors

DOI:

https://doi.org/10.5055/jom.2022.0700

Keywords:

analgesics, opioid, health care surveys, adult, pain management

Abstract

Objective: To identify the strongest predictors of opioid use among older United States’ (US) adults (50 years) with pain.

Design: Cross-sectional retrospective database design.

Setting: 2017 Medical Expenditure Panel Survey data.

Participants: Civilian, noninstitutionalized sample of US adults aged 50 years alive for the calendar year with pain in the past 4 weeks.

Interventions: Hierarchical logistic regression models assessed significant predictors of opioid use, which included: predisposing, enabling, need, personal health practices, and external environmental factors.

Main outcome measures: Opioid use status (opioid user vs. nonopioid user).

Results: Among 51,372,861 civilian, noninstitutionalized US adults alive aged 50 years with pain in 2017, the opioid use prevalence was 27.4 percent (95 percent confidence interval = 25.8-29.0). Predictors of opioid use included: white versus other race (adjusted odds ratio, AOR = 1.430), Hispanic versus non-Hispanic ethnicity (AOR = 0.648), up to high school versus higher than high school education (AOR = 1.259), functional limitation versus no limitation (AOR = 1.580), little/moderate versus quite a bit/extreme pain (AOR = 0.422), good versus fair/poor perceived mental health status (AOR = 1.429), smokers versus nonsmokers (AOR = 1.523), and residing in the northeast versus west US (AOR = 0.646).

Conclusions: This study of 51 million older US adults with pain indicated that several factors including race, ethnicity, education, functional limitations, pain severity, mental health status, smoking status, and region of the country were predictors of opioid use. Future research is needed in additional clinical populations and to investigate where these findings diverge from previous studies.

Author Biographies

David Rhys Axon, PhD, MPharm, MS

Assistant Professor, Department of Pharmacy Practice & Science, University of Arizona College of Pharmacy, Tucson, Arizona

Marion Slack, PhD

University of Arizona College of Pharmacy, Tucson, Arizona

Terri Warholak, PhD, RPh, FAPhA, CPHQ

University of Arizona College of Pharmacy, Tucson, Arizona

References

Boudreau D, Von Korff M, Rutter CM, et al.: Trends in long-term opioid therapy for chronic non-cancer pain. Pharmacoepidemiol Drug Saf. 2009; 18(12): 1166-1175. DOI: 10.1002/pds.1833.

Campbell CI, Weisner C, LeResche L, et al.: Age and gender trends in long-term opioid analgesic use for noncancer pain. Am J Public Health. 2010; 100(12): 2541-2547. DOI: 10.2105/AJPH.2009.180646.

Daubresse M, Chang HY, Yu Y, et al.: Ambulatory diagnosis and treatment of non-malignant pain in the United States, 2000–2010. Med Care. 2013; 51(10): 870-878. DOI: 10.1097/MLR.0b013e3182a95d86.

Dorn SD, Meek PD, Shah ND: Increasing frequency of opioid prescriptions for chronic abdominal pain in US outpatient clinics. Clin Gastroenterol Hepatol. 2011; 9(12): 1078-85. DOI: 10.1016/j.cgh.2011.08.008.

Frenk SM, Porter KS, Paulozzi L: Prescription opioid analgesic use among adults: United States, 1999–2012. NCHS Data Brief. 2015; 189(189): 1-8.

Han H, Kass PH, Wilsey BL, et al.: Increasing trends in Schedule II opioid use and doctor shopping during 1999–2007 in California. Pharmacoepidemiol Drug Saf. 2014; 23(1): 26-35. DOI: 10.1002/pds.3496.

Kao MCJ, Minh LC, Huang GY, et al.: Trends in ambulatory physician opioid prescription in the United States, 1997-2009. PMR. 2014; 6(7): 575-582.

Kenan K, Mack K, Paulozzi L: Trends in prescriptions for oxycodone and other commonly used opioids in the United States, 2000-2010. Open Med. 2012; 6(2): e41-e47.

Olfson M, Wang S, Iza M, et al.: National trends in the office-based prescription of schedule II opioids. J Clin Psychiatry. 2013; 74(9): 932-939. DOI: 10.4088/JCP.13m08349.

Parsells Kelly J, Cook SF, Kaufman DW, et al.: Prevalence and characteristics of opioid use in the US adult population. Pain. 2008; 138(3): 507-513. DOI: 10.1016/j.pain.2008.01.027.

Pletcher MJ, Kertesz SG, Kohn MA, et al.: Trends in opioid prescribing by race/ethnicity for patients seeking care in US emergency departments. JAMA. 2008; 299(1): 70-78. DOI: 10.1001/jama.2007.64.

Steinman MA, Komaiko KD, Fung KZ, et al.: Use of opioids and other analgesics by older adults in the United States, 1999–2010. Pain Med. 2015; 16(2): 319-327. DOI: 10.1111/pme.12613.

Thielke SM, Simoni-Wastila L, Edlund MJ, et al.: Age and sex trends in long-term opioid use in two large American health systems between 2000 and 2005. Pain Med. 2010; 11(2): 248-256. DOI: 10.1111/j.1526-4637.2009.00740.x.

Guy GP, Zhang K, Bohm MK, et al.: Vital signs: Changes in opioid prescribing in the United States, 2006-2015. MMWR Morb Mortal Wkly Rep. 2017; 66(26): 697-704.

Frenk SM, Gu Q, Bohm MK: Prevalence of prescription opioid analgesic use among adults: United States, 2013-2016. Available at https://www.cdc.gov/nchs/data/hestat/prescriptionopioid/prescription-opioid-use-2013-2016-H.pdf. Accessed May 30, 2020.

Howden LM, Meyer JA: Age and sex composition. 2010. Available at https://www.census.gov/prod/cen2010/briefs/c2010br-03.pdf. Accessed November 15, 2019.

Mather M, Jacobsen LA, Pollard KM: Population bulletin: Aging in the United States. Popul Ref Bur. 2015; 70(2): 1-5. Available at https://www.prb.org/wp-content/uploads/2016/01/aging-us-population-bulletin-1.pdf. Accessed November 15, 2019.

Federal Interagency Forum on Aging-Related Statistics: Older Americans 2016: Key indicators of well-being. Available at https://agingstats.gov/docs/LatestReport/Older-Americans-2016-Key-Indicators-of-WellBeing.pdf. Accessed November 15, 2019.

Ward BW, Schiller JS, Goodman RA: Multiple chronic conditions among US adults: A 2012 update. Prev Chronic Dis. 2014; 11: E62. DOI: 10.5888/pcd11.130389.

Institute of Medicine (US) Committee on Advancing Pain Research, Care and Education: Relieving Pain in America: A Blueprint for Transforming Prevention, Care, Education, and Research. Washington, DC: National Academies Press, 2011.

Nahin RL: Estimates of pain prevalence and severity in adults: United States, 2012. J Pain. 2015; 16(8): 769-780. DOI: 10.1016/j.jpain.2015.05.002.

Gaskin DJ, Richard P: The economic costs of pain in the United States. J Pain. 2012; 13(8): 715-724. DOI: 10.1016/j.jpain.2012.03.009.

Axon DR, Bhattacharjee S, Warholak TL, et al.: Xm2 scores for estimating total exposure to multimodal strategies identified by pharmacists for managing pain: Validity testing and clinical relevance. Pain Res Manag. 2018; Article 2530286. DOI: 10.1155/2018/2530286.

Axon DR, Patel MJ, Martin JR, et al.: Use of multimodal management strategies by community dwelling adults with chronic pain: Evidence from a systematic review. Scand J Pain. 2019; 19(1): 9-23.

Dowell D, Haegerich TM, Chou R: CDC guideline for prescribing opioids for chronic pain—United States, 2016. MMWR Recomm Rep. 2016; 65(No. RR-1): 1-49. Available at https://www.cdc.gov/mmwr/volumes/65/rr/rr6501e1.htm. Accessed May 30, 2020.

Agency for Healthcare Research and Quality: Survey background. Available at https://meps.ahrq.gov/mepsweb/about_meps/survey_back.jsp. Accessed November 15, 2019.

Agency for Healthcare Research and Quality: Download data files, documentation, and codebooks. Available at https://meps.ahrq.gov/mepsweb/data_stats/download_data_files.jsp. Accessed November 15, 2019.

Agency for Healthcare Research and Quality: MEPS HC-201 2017 full year consolidated data file. Available at https://meps.ahrq.gov/data_stats/download_data/pufs/h201/h201doc.pdf. Accessed May 26, 2020.

Agency for Healthcare Research and Quality: MEPS HC-201 2017 full year consolidated data codebook. Available at https://meps.ahrq.gov/data_stats/download_data/pufs/h201/h201cb.pdf. Accessed May 26, 2020.

Agency for Healthcare Research and Quality: MEPS HC-197A 2017 prescribed medicines. Available at https://meps.ahrq.gov/data_stats/download_data/pufs/h197a/h197adoc.pdf. Accessed May 26, 2020.

Agency for Healthcare Research and Quality: MEPS HC-197A codebook 2017 prescribed medicines. Available at https://meps.ahrq.gov/data_stats/download_data/pufs/h197a/h197acb.pdf. Accessed May 26, 2020.

Andersen RM: Revisiting the behavioral model and access to medical care: Does it matter? J Health Soc Behav. 1995; 36(1): 1-10.

Almutairi AR, Mollon L, Lee J, et al.: A comparison of the pharmacologic and nonpharmacologic strategies used to manage chronic pain: Opioid users versus nonusers. J Am Pharm Assoc. 2019; 59(5): 691-697.

Singhal A, Tien YY, Hsia RY: Racial-ethnic disparities in opioid prescriptions at emergency department visits for conditions commonly associated with prescription drug abuse. PLoS One. 2016; 11(8): e0159224.

Ringwalt C, Gugelmann H, Garrettson M, et al.: Differential prescribing of opioid analgesics according to physician specialty for Medicaid patients with chronic noncancer pain diagnoses. Pain Res Manag. 2014; 19(4): 179-185.

Hirsh AT, Hollingshead NA, Ashburn-Nardo L, et al.: The interaction of patient race, provider bias, and clinical ambiguity on pain management decisions. J Pain. 2015; 16(6): 558-568.

Eriksen J, Sjøgren P, Bruera E, et al.: Critical issues on opioids in chronic non-cancer pain: An epidemiological study. Pain. 2006; 125(1-2): 172-179.

Ashworth J, Green DJ, Dunn KM, et al.: Opioid use among low back pain patients in primary care: Is opioid prescription associated with disability at 6-month follow-up?. Pain. 2013; 154(7): 1038-1044.

Patel KV, Guralnik JM, Dansie EJ, et al.: Prevalence and impact of pain among older adults in the United States: Findings from the 2011 National Health and Aging Trends Study. Pain. 2013; 154(12): 2649-2657. DOI: 10.1016/j.pain.2013.07.029.

Svendsen K, Fredheim OM, Romundstad P, et al.: Persistent opioid use and socio-economic factors: A population-based study in Norway. Acta Anaesthesiol Scand. 2014; 58(4): 437-445.

Salive ME: Multimorbidity in older adults. Epidemiol Rev. 2013; 35(1): 75-83. DOI: 10.1093/epirev/mxs009.

Davis MA, Lin LA, Liu H, et al.: Prescription opioid use among adults with mental health disorders in the United States. J Am Board Fam Med. 2017; 30(4): 407-417.

McDonald DC, Carlson K, Izrael D: Geographic variation in opioid prescribing in the US. J Pain. 2012; 13(10): 988-996.

Machlin S, Cohen J, Elixhauser A, et al.: Sensitivity of household reported medical conditions in the medical expenditure panel survey. Med Care. 2009; 47(6): 618-625.

Published

03/01/2022

How to Cite

Axon, PhD, MPharm, MS, D. R., M. Slack, PhD, and T. Warholak, PhD, RPh, FAPhA, CPHQ. “Identifying Predictors of Opioid Use Among Older United States’ Adults With Pain”. Journal of Opioid Management, vol. 18, no. 2, Mar. 2022, pp. 95-105, doi:10.5055/jom.2022.0700.