Skip to main content
Top
Published in: Journal of General Internal Medicine 12/2013

01-12-2013 | Original Research

The Impact of Neighborhood Socioeconomic Status and Race on the Prescribing of Opioids in Emergency Departments Throughout the United States

Authors: Michael Joynt, MD, Meghan K. Train, DO, Brett W. Robbins, MD, Jill S. Halterman, MD, MPH, Enrico Caiola, MD, Robert J. Fortuna, MD, MPH

Published in: Journal of General Internal Medicine | Issue 12/2013

Login to get access

ABSTRACT

BACKGROUND

Racial and ethnic disparities in opioid prescribing in the emergency department (ED) are well described, yet the influence of socioeconomic status (SES) remains unclear.

OBJECTIVES

(1) To examine the effect of neighborhood SES on the prescribing of opioids for moderate to severe pain; and (2) to determine if racial disparities in opioid prescribing persist after accounting for SES.

DESIGN

We used cross-sectional data from the National Hospital Ambulatory Medical Care Survey between 2006 and 2009 to examine the prescribing of opioids to patients presenting with moderate to severe pain (184 million visits). We used logistic regression to examine the association between the prescribing of opioids, SES, and race. Models were adjusted for age, sex, pain-level, injury-status, frequency of emergency visits, hospital type, and region.

MAIN MEASURES

Our primary outcome measure was whether an opioid was prescribed during a visit for moderate to severe pain. SES was determined based on income, percent poverty, and educational level within a patient’s zip code.

RESULTS

Opioids were prescribed more frequently at visits from patients of the highest SES quartile compared to patients in the lowest quartile, including percent poverty (49.0 % vs. 39.4 %, P < 0.001), household income (47.3 % vs. 40.7 %, P < 0.001), and educational level (46.3 % vs. 42.5 %, P = 0.01). Black patients were prescribed opioids less frequently than white patients across all measures of SES. In adjusted models, black patients (AOR 0.73; 95 % CI 0.66–0.81) and patients from poorer areas (AOR 0.76; 95 % CI 0.68–0.86) were less likely to receive opioids after accounting for pain-level, age, injury-status, and other covariates.

CONCLUSIONS

Patients presenting to emergency departments from lower SES regions were less likely to receive opioids for equivalent levels of pain than those from more affluent areas. Black and Hispanic patients were also less likely to receive opioids for equivalent levels of pain than whites, independent of SES.
Literature
1.
go back to reference Manchikanti L, Singh A. Therapeutic opioids: a ten-year perspective on the complexities and complications of the escalating use, abuse, and nonmedical use of opioids. Pain Physician. 2008;11:S63–88.PubMed Manchikanti L, Singh A. Therapeutic opioids: a ten-year perspective on the complexities and complications of the escalating use, abuse, and nonmedical use of opioids. Pain Physician. 2008;11:S63–88.PubMed
2.
go back to reference Fortuna R, Robbins BW, Caiola E, Joynt MR, Halterman JS. Prescribing of controlled medications to adolescents and young adults in the United States. Pediatrics. 2010;126(6):1108–16.PubMedCrossRef Fortuna R, Robbins BW, Caiola E, Joynt MR, Halterman JS. Prescribing of controlled medications to adolescents and young adults in the United States. Pediatrics. 2010;126(6):1108–16.PubMedCrossRef
3.
go back to reference Phillips DM. JCAHO pain management standards are unveiled. Joint Commission on Accreditation of Healthcare Organizations. JAMA. 2000;284:428–9.PubMedCrossRef Phillips DM. JCAHO pain management standards are unveiled. Joint Commission on Accreditation of Healthcare Organizations. JAMA. 2000;284:428–9.PubMedCrossRef
4.
go back to reference Pletcher MJ, Kertesz SG, Kohn MA, Gonzales R. Trends in opioid prescribing by race/ethnicity for patients seeking care in US emergency departments. JAMA. 2008;299(1):70–8.PubMedCrossRef Pletcher MJ, Kertesz SG, Kohn MA, Gonzales R. Trends in opioid prescribing by race/ethnicity for patients seeking care in US emergency departments. JAMA. 2008;299(1):70–8.PubMedCrossRef
5.
go back to reference Todd KH, Samaroo N, Hoffman JR. Ethnicity as a risk factor for inadequate emergency department analgesia. JAMA. 1993;269(12):1537–9.PubMedCrossRef Todd KH, Samaroo N, Hoffman JR. Ethnicity as a risk factor for inadequate emergency department analgesia. JAMA. 1993;269(12):1537–9.PubMedCrossRef
7.
go back to reference Bazarian JJ, Pope C, McClung J, Cheng YT, Flescher W. Ethnic and racial disparities in emergency department care for mild traumatic brain injury. J Acad Emerg Med. 2003;10(11):1209–17.CrossRef Bazarian JJ, Pope C, McClung J, Cheng YT, Flescher W. Ethnic and racial disparities in emergency department care for mild traumatic brain injury. J Acad Emerg Med. 2003;10(11):1209–17.CrossRef
9.
go back to reference Pollack CE, Mallya G, Polsky D. The impact of consumer-directed health plans and patient socioeconomic status on physician recommendations for colorectal cancer screening. J Gen Intern Med. 2008;23(10):1595–601.PubMedCrossRef Pollack CE, Mallya G, Polsky D. The impact of consumer-directed health plans and patient socioeconomic status on physician recommendations for colorectal cancer screening. J Gen Intern Med. 2008;23(10):1595–601.PubMedCrossRef
10.
go back to reference Green CR, Ndao-Brumblay SK, West B, Washington T. Differences in prescription opioid analgesic availability: comparing minority and white pharmacies across Michigan. J Pain. 2005;6(10):689–99. Green CR, Ndao-Brumblay SK, West B, Washington T. Differences in prescription opioid analgesic availability: comparing minority and white pharmacies across Michigan. J Pain. 2005;6(10):689–99.
11.
go back to reference Bradley CJ, Given CW, Roberts C. Race, socioeconomic status, and breast cancer treatment and survival. JNCI J Natl Cancer Inst. 2002;94(7):490–6.CrossRef Bradley CJ, Given CW, Roberts C. Race, socioeconomic status, and breast cancer treatment and survival. JNCI J Natl Cancer Inst. 2002;94(7):490–6.CrossRef
12.
go back to reference Madison T, Schottenfeld D, James SA, Schwartz AG, Gruber SB. Endometrial cancer: socioeconomic status and racial/ethnic differences in stage at diagnosis, treatment, and survival. Am J Public Health. 2004;94:2104–11.PubMedCrossRef Madison T, Schottenfeld D, James SA, Schwartz AG, Gruber SB. Endometrial cancer: socioeconomic status and racial/ethnic differences in stage at diagnosis, treatment, and survival. Am J Public Health. 2004;94:2104–11.PubMedCrossRef
13.
go back to reference Cooper R, Cutler J, Desvigne-Nickens P, Fortmann SP, Friedman L, Havlik F, Hogelin G, Marler J, McGovern P, Morosco G, Mosca L, Pearson T, Stamler J, Stryer D, Thom T. Trends and disparities in coronary heart disease, stroke, and other cardiovascular diseases in the United States: findings of the national conference on cardiovascular disease prevention. Circulation. 2000;102:3137–47.PubMedCrossRef Cooper R, Cutler J, Desvigne-Nickens P, Fortmann SP, Friedman L, Havlik F, Hogelin G, Marler J, McGovern P, Morosco G, Mosca L, Pearson T, Stamler J, Stryer D, Thom T. Trends and disparities in coronary heart disease, stroke, and other cardiovascular diseases in the United States: findings of the national conference on cardiovascular disease prevention. Circulation. 2000;102:3137–47.PubMedCrossRef
14.
go back to reference Meara ER, Richards S, Cutler DM. The gap gets bigger: changes in mortality and life expectancy, by education, 1981–2000. Heal Aff. 2008;27(2):350–60.CrossRef Meara ER, Richards S, Cutler DM. The gap gets bigger: changes in mortality and life expectancy, by education, 1981–2000. Heal Aff. 2008;27(2):350–60.CrossRef
15.
go back to reference Le H, Ziogas A, Lipkin SM, Zell JA. Effects of socioeconomic status and treatment disparities in colorectal cancer survival. Cancer Epidemiol Biomarkers Prev. 2008;17(8):1950–62.PubMedCrossRef Le H, Ziogas A, Lipkin SM, Zell JA. Effects of socioeconomic status and treatment disparities in colorectal cancer survival. Cancer Epidemiol Biomarkers Prev. 2008;17(8):1950–62.PubMedCrossRef
16.
go back to reference Tamayo-Sarver JH, Dawson NV, Hinze SW, Cydulka RK, Wigton RS, Albert JM, Ibrahim SA, Baker DW. The effect of race/ethnicity and desirable social characteristics on physicians’ decisions to prescribe opioid analgesics. Acad Emerg Med. 2003;10(11):1239–48.PubMedCrossRef Tamayo-Sarver JH, Dawson NV, Hinze SW, Cydulka RK, Wigton RS, Albert JM, Ibrahim SA, Baker DW. The effect of race/ethnicity and desirable social characteristics on physicians’ decisions to prescribe opioid analgesics. Acad Emerg Med. 2003;10(11):1239–48.PubMedCrossRef
17.
go back to reference Komaromy M, Grumbach K, Drake M, Vranizan K, Lurie N, Keane D, Bindman AB. The role of black and Hispanic physicians in providing health care for underserved populations. N Engl J Med. 1996;334(20):1305–10.PubMedCrossRef Komaromy M, Grumbach K, Drake M, Vranizan K, Lurie N, Keane D, Bindman AB. The role of black and Hispanic physicians in providing health care for underserved populations. N Engl J Med. 1996;334(20):1305–10.PubMedCrossRef
18.
go back to reference Rabinowitz HK, Diamond JJ, Veloski JJ, Gayle JA. The impact of multiple predictors on generalist physicians’ care of underserved populations. Am J Public Health. 2000;90(8):1225–8.PubMedCrossRef Rabinowitz HK, Diamond JJ, Veloski JJ, Gayle JA. The impact of multiple predictors on generalist physicians’ care of underserved populations. Am J Public Health. 2000;90(8):1225–8.PubMedCrossRef
19.
go back to reference Cooper LA, Powe NR. Disparities in patient experiences, health care processes, and outcomes: the role of patient-provder racial, ethnic, and language concordance. The Commonwealth Fund, July 2004. Cooper LA, Powe NR. Disparities in patient experiences, health care processes, and outcomes: the role of patient-provder racial, ethnic, and language concordance. The Commonwealth Fund, July 2004.
20.
go back to reference Berger JT. The influence of physicians’ demographic characteristics and their patients’ demographic characteristics on physician practice: implications for education and research. J Assoc Am Med Coll. 2008;83(1):100–5. Berger JT. The influence of physicians’ demographic characteristics and their patients’ demographic characteristics on physician practice: implications for education and research. J Assoc Am Med Coll. 2008;83(1):100–5.
21.
go back to reference Sequist TD, Fitzmaurice GM, Marshall R, Marston A, Safran DG, Ayanian JZ. Cultural competency training and performance reports to improve diabetes care for black patients: a cluster randomized, controlled trial. Ann Intern Med. 2010;152:40–6.PubMedCrossRef Sequist TD, Fitzmaurice GM, Marshall R, Marston A, Safran DG, Ayanian JZ. Cultural competency training and performance reports to improve diabetes care for black patients: a cluster randomized, controlled trial. Ann Intern Med. 2010;152:40–6.PubMedCrossRef
22.
go back to reference Glymour MM, Saha S, Bigby JA. Physician race and ethnicity, professional satisfaction, and work-related stress: results from the Physician Worklife Study. Natl Med Assoc. 2004;96(10):1283–9. 1294. Glymour MM, Saha S, Bigby JA. Physician race and ethnicity, professional satisfaction, and work-related stress: results from the Physician Worklife Study. Natl Med Assoc. 2004;96(10):1283–9. 1294.
24.
go back to reference Heins A, Grammas M, Heins JK, Costello MW, Huang K, Mishra S. Determinants of variation in analgesic and opioid prescribing practice in an emergency department. J Opioid Manag. 2006;2(6):335–40.PubMed Heins A, Grammas M, Heins JK, Costello MW, Huang K, Mishra S. Determinants of variation in analgesic and opioid prescribing practice in an emergency department. J Opioid Manag. 2006;2(6):335–40.PubMed
25.
go back to reference Dormuth CR, Miller TA, Huang A, Mamdani MM, Juurlink DN. Canadian drug safety and effectiveness research network. Effect of a centralized prescription network on inappropriate prescriptions for opioid analgesics and benzodiazepines. Can Med Assoc J. 2012;184(16):E852–6.CrossRef Dormuth CR, Miller TA, Huang A, Mamdani MM, Juurlink DN. Canadian drug safety and effectiveness research network. Effect of a centralized prescription network on inappropriate prescriptions for opioid analgesics and benzodiazepines. Can Med Assoc J. 2012;184(16):E852–6.CrossRef
26.
go back to reference Reifler LM, Droz D, Bailey JE, et al. Do prescription monitoring programs impact state trends in opioid abuse/misuse? Pain Manag. 2012;13:434–42.CrossRef Reifler LM, Droz D, Bailey JE, et al. Do prescription monitoring programs impact state trends in opioid abuse/misuse? Pain Manag. 2012;13:434–42.CrossRef
Metadata
Title
The Impact of Neighborhood Socioeconomic Status and Race on the Prescribing of Opioids in Emergency Departments Throughout the United States
Authors
Michael Joynt, MD
Meghan K. Train, DO
Brett W. Robbins, MD
Jill S. Halterman, MD, MPH
Enrico Caiola, MD
Robert J. Fortuna, MD, MPH
Publication date
01-12-2013
Publisher
Springer US
Published in
Journal of General Internal Medicine / Issue 12/2013
Print ISSN: 0884-8734
Electronic ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-013-2516-z

Other articles of this Issue 12/2013

Journal of General Internal Medicine 12/2013 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.