Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2016 Sep;25(9):993-7.
doi: 10.1002/pds.4039. Epub 2016 Jun 6.

Preparing a prescription drug monitoring program data set for research purposes

Affiliations

Preparing a prescription drug monitoring program data set for research purposes

Nicole O'Kane et al. Pharmacoepidemiol Drug Saf. 2016 Sep.

Abstract

Purpose: To develop a complete and consistent prescription drug monitoring program (PDMP) data set for use by drug safety researchers in evaluating patterns of high-risk use and potential abuse of scheduled drugs.

Methods: Using publically available data references from the US Food and Drug Administration and the Centers for Disease Control and Prevention, we developed a strategic methodology to assign drug categories based on pharmaceutical class for the majority of prescriptions in the PDMP data set. We augmented data elements required to calculate morphine milligram equivalents and assigned duration of action (short-acting or long acting) properties for a majority of opioids in the data set.

Results: About 10% of prescriptions in the PDMP data set did not have a vendor-assigned drug category, and 20% of opioid prescriptions were missing data needed to calculate risk metrics. Using inclusive methods, 19 133 167 (>99.9%) of prescriptions in the PDMP data set were assigned a drug category. For the opioid category, augmenting data elements resulted in 10 760 669 (99.8%) having required values to calculate morphine milligram equivalents and evaluate duration of action properties.

Conclusions: Drug safety researchers who require a complete and consistent PDMP data set can use the methods described here to ensure that prescriptions of interest are assigned consistent drug categories and complete opioid risk variable values. Copyright © 2016 John Wiley & Sons, Ltd.

Keywords: data sources; diversion measurement; metrics; pharmacoepidemiology; prescription drug abuse; prescription drug monitoring program; prescription opioid.

PubMed Disclaimer

Conflict of interest statement

and Conflicts of Interest: None of the authors have conflicts of interest to declare.

Figures

Figure 1
Figure 1
PDMP drug category methodology showing initial and final distribution of PDMP prescriptions within each drug category. Drug category methodology showing initial and final distribution of prescription drug monitoring program prescriptions within each drug category. Drug categories were assigned using National Drug Code drug reference table definitions. The drug product, alone or in combination with other chemicals, included substances in the following pharmaceutical classes: Benzodiazepines, Non-benzodiazepine sedatives (e.g., zaleplon, zolpidem, or barbiturates), Opioids (e.g. opioid agonists, partial opioid agonists), Other: schedule II stimulants (8.2%), pseudoephedrine (1.8%) schedule III-IV appetite suppressants (1%), the muscle relaxant carisoprodol (<1%), and other scheduled medications not otherwise categorized (1.9%).

References

    1. US Department of Health and Human Services, Behavioral Health Coordinating Committee. Addressing Prescription Drug Abuse in the United States: Current Activities and Future Opportunities. [Accessed 11 August 2015];2013 Sep; http://www.cdc.gov/drugoverdose/pdf/hhs_prescription_drug_abuse_report_0....
    1. Haegerich TM, Paulozzi LJ, Manns BJ, et al. What we know and don’t know about the impact of state policy and systems-level interventions on prescription drug overdose. Drug Alcohol Depend. 2014;145C:34–47. doi: 10.1016/j.drugalcdep.2014.10.001. - DOI - PMC - PubMed
    1. Centers for Disease Control and Prevention. Number of poisoning deaths involving opioid analgesics and other drugs or substances—United States, 1999–2010. MMWR Morb Mortal Wkly Rep. 2013;62(12):234.
    1. Dunn KM, Saunders KW, Rutter CM, et al. Opioid prescriptions for chronic pain and overdose: a cohort study. Ann Intern Med. 2010;152(2):85–92. doi: 10.7326/0003-4819-152-2-201001190-00006. - DOI - PMC - PubMed
    1. Miller M, Barber CW, Leatherman S, et al. Prescription opioid duration of action and the risk of unintentional overdose among patients receiving opioid therapy. JAMA Intern Med. 2015;175(4):608–615. doi: 10.1001/jamainternmed.2014.8071. - DOI - PubMed

MeSH terms