Frontiers in Pharmacology (Jul 2021)

Ten Rules for Conducting Retrospective Pharmacoepidemiological Analyses: Example COVID-19 Study

  • Michael Powell,
  • Allison Koenecke,
  • James Brian Byrd,
  • Akihiko Nishimura,
  • Maximilian F. Konig,
  • Maximilian F. Konig,
  • Ruoxuan Xiong,
  • Sadiqa Mahmood,
  • Vera Mucaj,
  • Chetan Bettegowda,
  • Chetan Bettegowda,
  • Liam Rose,
  • Suzanne Tamang,
  • Adam Sacarny,
  • Brian Caffo,
  • Susan Athey,
  • Elizabeth A. Stuart,
  • Joshua T. Vogelstein,
  • Joshua T. Vogelstein

DOI
https://doi.org/10.3389/fphar.2021.700776
Journal volume & issue
Vol. 12

Abstract

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Since the beginning of the COVID-19 pandemic, pharmaceutical treatment hypotheses have abounded, each requiring careful evaluation. A randomized controlled trial generally provides the most credible evaluation of a treatment, but the efficiency and effectiveness of the trial depend on the existing evidence supporting the treatment. The researcher must therefore compile a body of evidence justifying the use of time and resources to further investigate a treatment hypothesis in a trial. An observational study can provide this evidence, but the lack of randomized exposure and the researcher’s inability to control treatment administration and data collection introduce significant challenges. A proper analysis of observational health care data thus requires contributions from experts in a diverse set of topics ranging from epidemiology and causal analysis to relevant medical specialties and data sources. Here we summarize these contributions as 10 rules that serve as an end-to-end introduction to retrospective pharmacoepidemiological analyses of observational health care data using a running example of a hypothetical COVID-19 study. A detailed supplement presents a practical how-to guide for following each rule. When carefully designed and properly executed, a retrospective pharmacoepidemiological analysis framed around these rules will inform the decisions of whether and how to investigate a treatment hypothesis in a randomized controlled trial. This work has important implications for any future pandemic by prescribing what we can and should do while the world waits for global vaccine distribution.

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