International Journal of Advance Research Publication and Reviews

International Journal of Advance Research Publication and Reviews
Peer-Reviewed | Multi-Disciplinary Journal

Patterns and Determinants of Opioid Analgesic Utilization: A Narrative Review

Author

Preetham Gowda Chujjalakyathanahalli Manjunath, Amulya Swamy Gowda, Kushi Sanjay, Shama Ramesh, Sheba Baby John, Bettaswamy Huraliganaganahalli Vykuntappa, Hanumantachar Joshi K

Abstract

Background: Opioid analgesics remain important medicines for the management of moderate-to-severe acute pain, perioperative pain, cancer-related pain, palliative-care needs, and selected chronic pain conditions. However, variation in prescribing, prolonged exposure, potentially inappropriate utilization, and unequal access to analgesic treatment have generated continuing concerns regarding medication safety and quality of pain management. Drug utilization research provides a framework for examining patterns of medicine use, identifying determinants of prescribing, and evaluating the appropriateness and consequences of opioid exposure.

Objective: This narrative review synthesizes evidence concerning patterns and determinants of opioid analgesic utilization across outpatient, emergency, inpatient, postoperative, chronic non-cancer pain, cancer and palliative-care settings. It further examines approaches used to quantify opioid utilization, patient-, prescriber- and system-level determinants, potentially inappropriate utilization, opioid stewardship interventions, the role of clinical pharmacists, and important gaps in current research.

Methods: A narrative literature synthesis was undertaken using peer-reviewed literature indexed in PubMed and literature relevant to drug utilization research, opioid prescribing, opioid consumption, prescribing determinants, hospital utilization and opioid stewardship. Observational studies, systematic reviews, meta-analyses and intervention studies were considered across different populations and healthcare settings. The World Health Organization Anatomical Therapeutic Chemical/Defined Daily Dose methodology was considered as a standardized framework for medicine-utilization measurement.

Results: Opioid utilization varies substantially between countries, regions, populations, clinical indications and healthcare settings. High-income countries have historically demonstrated greater opioid consumption than many low- and middle-income countries, although low consumption may represent either appropriate lower exposure or inadequate access to analgesic medicines. Within healthcare systems, substantial variation has been observed between hospitals, departments and individual prescribers. Patient characteristics, pain diagnosis, previous opioid exposure, comorbidities, socioeconomic factors and geography may influence utilization. Prescriber characteristics, institutional culture, guidelines, workload and electronic prescribing systems are additional determinants. Postoperative and hospital-discharge prescribing represent important points of potential excess exposure because prescribed quantities may exceed actual patient requirements. Common measures of utilization include prescription prevalence, days of supply, Defined Daily Dose, prescribed daily dose and morphine milligram equivalents, each with specific methodological limitations.

Conclusion: Opioid analgesic utilization is determined by a complex interaction of clinical, patient-related, prescriber, institutional, socioeconomic and regulatory factors. Drug utilization research can identify variations in prescribing, potentially inappropriate utilization and possible unmet analgesic needs. Future research should integrate standardized utilization measures with clinical indication, pain outcomes, patient-reported outcomes and safety indicators. Multidisciplinary opioid stewardship, including clinical pharmacist involvement, may improve the balance between adequate pain management and minimization of avoidable opioid-related harm.

Conclusion: Opioid analgesic utilization is determined by a complex interaction of clinical, patient-related, prescriber, institutional, socioeconomic and regulatory factors. Drug utilization research can identify variations in prescribing, potentially inappropriate utilization and possible unmet analgesic needs. Future research should integrate standardized utilization measures with clinical indication, pain outcomes, patient-reported outcomes and safety indicators. Multidisciplinary opioid stewardship, including clinical pharmacist involvement, may improve the balance between adequate pain management and minimization of avoidable opioid-related harm.

Keywords

opioid analgesics; drug utilization research; prescribing pattern; analgesic utilization; pharmacoepidemiology; morphine milligram equivalents; Defined Daily Dose; opioid stewardship; pain management; prescribing determinants.

Full Text:

Download Paper PDF

References

  • Noble M, Treadwell JR, Tregear SJ, Coates VH, Wiffen PJ, Akafomo C, et al. Long-term opioid management for chronic noncancer pain. Cochrane Database Syst Rev. 2010;(1):CD006605.
  • Wiffen PJ, Wee B, Derry S, Bell RF, Moore RA. Opioids for cancer pain—an overview of Cochrane reviews. Cochrane Database Syst Rev. 2017;7(7):CD012592.
  • Jayawardana S, Forman R, Johnston-Webber C, Campbell A, Berterame S, de Joncheere C, et al. Global consumption of prescription opioid analgesics between 2009-2019: a country-level observational study. EClinicalMedicine. 2021;42:101198. doi:10.1016/j.eclinm.2021.101198.
  • Zhang Q, et al. Global, regional, and national trends in opioid analgesic consumption from 2015 to 2019: a longitudinal study. Lancet Reg Health West Pac. 2022;18:100335.
  • Scholten WK, Christensen AE, Olesen AE, Drewes AM. Quantifying the adequacy of opioid analgesic consumption globally: an updated method and early findings. Am J Public Health. 2019;109(1):52-57. doi:10.2105/AJPH.2018.304753.
  • World Health Organization Collaborating Centre for Drug Statistics Methodology. The Anatomical Therapeutic Chemical (ATC) classification system and Defined Daily Dose (DDD) methodology. Oslo: WHO Collaborating Centre for Drug Statistics Methodology.
  • World Health Organization Collaborating Centre for Drug Statistics Methodology. Defined Daily Dose (DDD): general considerations and methodology. Oslo: WHO Collaborating Centre for Drug Statistics Methodology.
  • Mathieson S, Wertheimer G, Maher CG, Lin CW, McLachlan AJ, Buchbinder R, et al. What proportion of patients with chronic noncancer pain are prescribed an opioid medicine? Systematic review and meta-regression of observational studies. J Intern Med. 2020;287(5):458-474. doi:10.1111/joim.13026.
  • Wertheimer G, Mathieson S, Maher CG, Lin CW, McLachlan AJ, Buchbinder R, et al. The prevalence of opioid analgesic use in people with chronic noncancer pain: systematic review and meta-analysis of observational studies. Pain Med. 2021;22(2):506-517. doi:10.1093/pm/pnaa322.
  • [Authors as indexed in PubMed]. Prevalence of problematic pharmaceutical opioid use in patients with chronic non-cancer pain: a systematic review and meta-analysis. Pain Pract. 2024. doi:10.1111/papr.13001. PMID:33528858.
  • Noble M, Treadwell JR, Tregear SJ, Coates VH, Wiffen PJ, Akafomo C, et al. Long-term opioid management for chronic noncancer pain. Cochrane Database Syst Rev. 2010;(1):CD006605.
  • Häuser W, Schug S, Furlan AD. The efficacy, effectiveness and safety of opioids for chronic non-cancer pain: a systematic review and meta-analysis of open-label extension trials with a study duration ≥26 weeks. Eur J Pain. 2020;24(1):159-173.
  • Ward MJ, Kc D, Kerns RD, et al. Emergency department provider and facility variation in opioid prescriptions for discharged patients. Am J Emerg Med. 2019;37(5):851-858. doi:10.1016/j.ajem.2018.07.054.
  • Glober N, et al. Examination of physician characteristics in opioid prescribing in the emergency department. Am J Emerg Med. 2021. doi:10.1016/j.ajem.2021.07.051. PMID:34390904.
  • [Authors as indexed in PubMed]. What factors affect physicians' decisions to prescribe opioids in emergency departments? Health Serv Insights. 2018. doi:10.1177/2381468316681006. PMID:30288413.
  • Webster BS, Cifuentes M, Verma S, Pransky G. Geographic variation in opioid prescribing for acute, work-related, low back pain and associated factors: a multilevel analysis. Am J Ind Med. 2008;51(11):808-815. doi:10.1002/ajim.20655.
  • [Authors as indexed in PubMed]. Prevalence, predictors and trends of opioid prescribing for lower back pain in United States emergency departments. Am J Emerg Med. 2021. PMID:33314253.
  • Fang T, Zhang X, Hao W, Deng Q. The status and prescription patterns of opioid utilization in a large comprehensive teaching hospital in China according to the Anatomical Therapeutic Chemical Classification/Defined Daily Dose methodology. Front Psychiatry. 2022;13:913640. doi:10.3389/fpsyt.2022.913640.
  • Bicket MC, Long JJ, Pronovost PJ, Alexander GC, Wu CL. Prescription opioid analgesics commonly unused after surgery: a systematic review. JAMA Surg. 2017;152(11):1066-1071. doi:10.1001/jamasurg.2017.0831.
  • Phinn K, Liu S, Patanwala AE, Penm J. Effectiveness of organizational interventions on appropriate opioid prescribing for noncancer pain upon hospital discharge: a systematic review. Br J Clin Pharmacol. 2023;89(3):982-1002. doi:10.1111/bcp.15633.
  • Chan AYL, Bahmanyar S, Beyene K, et al. International trends in opioid prescribing by age and sex from 2001 to 2019: an observational study using population-based databases from 18 countries and one special administrative region. CNS Drugs. 2025;39(11):1173-1185. doi:10.1007/s40263-025-01215-2.
  • Bhattacharya K, Bazzazzadehgan S, Leong NWI, Ramachandran S, Eriator I, Bentley JP, et al. Patterns of long-term prescription opioid use among older adults in the United States: a study of Medicare administrative claims data. Drugs Aging. 2021;38:53-63. PMID:33400426.
  • Bhattacharya K, Bazzazzadehgan S, Leong NWI, Ramachandran S, Eriator I, Bentley JP, et al. Prescription opioid use in older adults: trends and changes in new and long-term use in the United States, 2013-2020. Drugs Aging. 2025;42(9):887-898. doi:10.1007/s40266-025-01237-x.
  • Richards GC, Mahtani KR, Muthee TB, DeVito NJ, Koshiaris C, Aronson JK, et al. Factors associated with the prescribing of high-dose opioids in primary care: a systematic review and meta-analysis. BMC Med. 2020;18(1):68. doi:10.1186/s12916-020-01528-7.
  • Hirani S, Benkli B, Odonkor CA, et al. Racial disparities in opioid prescribing in the United States from 2011 to 2021: a systematic review and meta-analysis. J Pain Res. 2024;17:3639-3649. doi:10.2147/JPR.S477128.
  • Wiffen PJ, Wee B, Derry S, Bell RF, Moore RA. Opioids for cancer pain—an overview of Cochrane reviews. Cochrane Database Syst Rev. 2017;7(7):CD012592. doi:10.1002/14651858.CD012592.pub2.
  • Rizk E, Swan JT, Cheon O, Colavecchia AC, Bui LN, Kash BA, et al. Quality indicators to measure the effect of opioid stewardship interventions in hospital and emergency department settings. Am J Health Syst Pharm. 2019;76(4):225-235. doi:10.1093/ajhp/zxy042.
  • [Authors as indexed in PubMed]. Prevalence of opioid adverse events in chronic non-malignant pain: systematic review of randomised trials of oral opioids. Arthritis Res Ther. 2005;7:R1046-R1051. PMID:16207320.
  • Cooper TE, Heathcote LC, Clinch J, Gold JI, Howard Y, Lord SM, et al. Adverse events associated with medium- and long-term use of opioids for chronic non-cancer pain: an overview of Cochrane Reviews. Cochrane Database Syst Rev. 2017;10:CD012509. PMID:29084357.
  • McNicol E, Horowicz-Mehler N, Fisk RA, Bennett K, Gialeli-Goudas M, Chew PW, et al. Management of opioid side effects in cancer-related and chronic noncancer pain: a systematic review. J Pain. 2003;4(5):231-256. doi:10.1016/S1526-5900(03)00556-X.
  • Liu S, Gnjidic D, Nguyen J, Penm J. Effectiveness of interventions on the appropriate use of opioids for noncancer pain among hospital inpatients: a systematic review. Br J Clin Pharmacol. 2020;86(2):210-243. doi:10.1111/bcp.14203.
  • Awadalla R, Gnjidic D, Patanwala AE, et al. The effectiveness of stewardship interventions to reduce the prescribing of extended-release opioids for acute pain: a systematic review. Pain Med. 2020;21(10):2401-2411. doi:10.1093/pm/pnaa121.
  • Shoemaker-Hunt SJ, Wyant BE. The effect of opioid stewardship interventions on key outcomes: a systematic review. J Patient Saf. 2020;16(3 Suppl 1):S36-S41. doi:10.1097/PTS.0000000000000710.
  • Waldfogel JM, Rosen M, Sharma R, Zhang A, Bass EB, Dy SM. Opioid stewardship: rapid review. In: Making Healthcare Safer IV: A Continuous Updating of Patient Safety Harms and Practices. Rockville (MD): Agency for Healthcare Research and Quality; 2023. PMID:38150528.
  • Dutkiewicz C, Jauregui K, Liu S, Dabliz R, Patanwala AE, Penm J. Quality indicators for opioid stewardship interventions in hospital inpatient and emergency departments: a systematic review. Pain Rep. 2025;10(4):e1284. doi:10.1097/PR9.0000000000001284.
  • Dowell D, Ragan KR, Jones CM, Baldwin GT, Chou R. CDC Clinical Practice Guideline for Prescribing Opioids for Pain—United States, 2022. MMWR Recomm Rep. 2022;71(3):1-95. doi:10.15585/mmwr.rr7103a1.
Top