Related Experiment Video
Updated: May 4, 2026

Author Spotlight: An Efficient Methodology to Confidently Differentiate and Characterize Fentanyl Analogs
Published on: November 8, 2024
Trends in ambulatory physician opioid prescription in the United States, 1997-2009
Ming-Chih Jeffrey Kao1, Lyly Cao Minh2, Grace Y Huang3
1Department of Orthopaedics, Stanford Hospital & Clinics, Palo Alto, CA(∗).
Objective:
To describe the changing practice pattern of opioid medication prescription by health care providers and its relationship to shifts in the incidence of back pain, demographics, and health care access.
Design:
Retrospective analysis of nationally representative databases.
Setting:
In silico.
Participants:
Patients who presented at a set of randomly selected health care facilities on the days of data collection.
Methods:
Nationally representative surveys from the Centers for Disease Control and Prevention (National Hospital and Ambulatory Medical Center Survey and National Ambulatory Medical Center Survey) were investigated for 3 ambulatory settings-emergency department (ED), primary care physician (PCP), and specialist physician offices-between the years 1997 and 2009. Diagnoses, prescription medications, insurance source, and demographics were determined. Weighted logistic regression modeling with the SAS program (SAS Institute, Cary, NC) was used to estimate 5-year odds ratios (ORs) and covariate effects.
Main Outcome Measurements:
Diagnoses, prescription medications, insurance source, and demographics were measured. The relationships between opioid medication prescription and (1) the chief complaint and (2) back pain diagnoses were studied. Domain analysis was used to properly account for the stochasticity introduced by subset analyses.
Results:
From 1997 to 2009, increasing all-diagnosis opioid prescription was accompanied by significant shifts in patient demographics and insurance access. For all-diagnosis opioid prescription, after we adjusted for age, gender, race, and insurance source, the increase persisted at a 5-year OR of 1.33, 1.29, and 1.53 for ED, PCP clinics, and specialist clinics (95% confidence interval 1.26-1.41, 1.19-1.40, and 1.37-1.69), respectively. The increasing prevalence of back pain diagnosis was eclipsed by increasing opioid prescriptions, estimated at 5-year ORs of 1.35, 1.38, and 1.75 for ED, PCP clinics, and specialist clinics (95% confidence interval 1.22-1.48, 1.19-1.61, 1.40-2.19), respectively.
Conclusions:
In the United States, from 1997-2009, (1) variable increases in opioid prescription across ambulatory care settings were not accounted for by changing demographics and health care access; (2) significant disparities existed in opioid prescription as a function of age, gender, race/ethnicity, and payer source; and (3) for back pain, increasing opioid prescription was not accounted for by changing incidence.
More Related Videos
12:20Use of the Operant Orofacial Pain Assessment Device OPAD to Measure Changes in Nociceptive Behavior
Published on: June 10, 2013
07:23Assessment of Morphine-induced Hyperalgesia and Analgesic Tolerance in Mice Using Thermal and Mechanical Nociceptive Modalities
Published on: July 29, 2014
Related Concept Videos
Opioid Analgesics: Synthetic and Semisynthetic Opioids
Opioid Analgesics: Morphine and Other Natural Cogeners
Analgesia and Pain Management
Prescription, Nonprescription and Orphan Drugs
The misuse and addiction to prescription drugs is a growing problem that can affect people of all age groups, specifically teenagers. This can happen when prescription medications are used in ways not intended by the prescriber, such as taking someone else's prescription or using medication for...
Drug Abuse and Addiction: Pharmacological Phenomena
Ophthalmic Drug Delivery Systems