Evidence map›Paper›PMID 33677354›Full record

ArticleDrug and alcohol dependence2021

"Doctor and pharmacy shopping": A fading signal for prescription opioid use monitoring?

Chris Delcher, Daniel R Harris, Changwe Park, Gail K Strickler, Jeffery Talbert, Patricia R Freeman

Abstract read
In one paragraph

Article in Drug and alcohol dependence, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Article
  2. Article
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  7. Article
  8. Article
  9. Review
  10. The Prescription of Drug Ontology 2.0 (PDRO): More Than the Sum of Its Parts.International journal of environmental research and public health · 2021
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Chris DelcherInstitute for Pharmaceutical Outcomes and Policy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States; Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States. Electronic address: chris.delcher@uky.edu.
Daniel R HarrisInstitute for Pharmaceutical Outcomes and Policy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States; Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States.
Changwe ParkInstitute for Pharmaceutical Outcomes and Policy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States; Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States.
Gail K StricklerSchneider Institutes for Health Policy, Brandeis University, 415 South Street Waltham, MA 02454-9110, United States.
Jeffery TalbertInstitute for Biomedical Informatics, College of Medicine, University of Kentucky, 267 Healthy Kentucky Research Building 760 Press Ave, Lexington, KY 40536, United States.
Patricia R FreemanInstitute for Pharmaceutical Outcomes and Policy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States; Department of Pharmacy Practice and Science, College of Pharmacy, University of Kentucky, 760 Press Avenue, Research Building 2, Ste 260, Lexington, KY, 40536-0679, United States.

Funding

Doctor Shopping for Controlled Substances: Insights from Two-Mode Social Network AnalysisR01DA039928 · NIDA · TRUSTEES OF INDIANA UNIVERSITY · PI PERRY, BREA LOUISE · 2016 to 2019
$1.4M
NIDA NIH HHS R01 DA039928
6 · The paper itself

Abstract

backgroundThe term "doctor and pharmacy shopping" colloquially describes patients with high multiple provider episodes (MPEs)-a threshold count of distinct prescribers and/or pharmacies involved in prescription fulfillment. Opioid-related MPEs are implicated in the global opioid crisis and heavily monitored by government databases such as U.S. state prescription drug monitoring programs (PDMPs). We applied a widely-used MPE definition to examine U.S. trends from a large, commercially-insured population from 2010 to 2017. Further, we examined the proportion of enrollees identified as "doctor shoppers" with evidence of a cancer diagnosis to examine the risk of false positives.

methodsUsing a large, commercially-insured population, we identified patients with opioid-related MPEs: opioid prescriptions (Schedule II-V, no buprenorphine) filled from ≥5 prescribers AND ≥ 5 pharmacies within the past 90 days ("5x5x90d"). Quarterly rates per 100,000 enrollees (two specifications) were calculated between 2010 and 2017. We examined the trend in a recently published all-payer, 7 state cohort from the U.S. Centers for Disease Control and Prevention for comparison. Cancer-related ICD-9/10-CM codes were used.

resultsQuarterly MPE rates declined by approximately 73 % from 18.2-4.9 per 100,000 enrollee population with controlled substance prescriptions. In 2017, nearly one fifth of these commercially-insured enrollees identified by the 5x5x90d algorithm were diagnosed with cancer. Approximately 8% of this sample included patients with ≥ 1 buprenorphine prescriptions.

conclusionsOpioid "shopping" flags are a long-standing but rapidly fading PDMP signal. To avoid unintended consequences, such as identifying legitimate medical encounters requiring high healthcare utilization or opioid treatment, while maintaining vigilance, more nuanced and sophisticated approaches are needed.

Indexed as

AdultAnalgesics, OpioidBuprenorphineCohort StudiesControlled SubstancesDatabases, FactualFemaleHumansMaleMiddle AgedOpioid EpidemicOpioid-Related DisordersPatient Acceptance of Health CarePharmaciesPharmacyPractice Patterns, Physicians'Analgesics, OpioidBuprenorphineControlled SubstancesDoctor shoppingOpioid abusePrescription drug monitoring programs

Identifiers

PMID33677354
PMCPMC8026641

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.