What is known and objective: Use of potentially inappropriate medications (PIMs) remains common in older adults, despite the easy availability of screening tools such as the Beers and Screening Tool of Older Person's Prescriptions (STOPP) criteria.Multiple published studies have implemented these screening tools to encourage deprescribing of PIMs, with mixed results. Little is known about the reasons behind the success or failure of these interventions, or what could be done to improve their impact. Implementation science (IS) provides a set of theories, models and frameworks to address these questions. The goal of this study was to conduct a focused narrative review of the deprescribing literature through an IS lens-to determine the extent to which implementation factors were identified and the intermediate steps in the intervention were measured. A better understanding of the existing literature, including its gaps, may provide a roadmap for future research. Methods: PubMed search from 2000-2019 using appropriate MeSH headings. Inclusion criteria: controlled trials or prospective cohort studies intended to reduce PIMs in the elderly that used hospitalizations and/or emergency department visits as outcome measures. Studies were reviewed to identify potential implementation factors (known as determinants), using the Consolidated Framework for Implementation Research (CFIR) as a guide. In addition, intermediate outcomes were extracted. Results and discussion: Of the 548 reviewed abstracts, 14 studies met the inclusion criteria and underwent detailed analysis. Of the 14 studies, 10 acknowledged potential implementation determinants that could be mapped onto CFIR. The most commonly identified determinant was the degree of pharmacist integration into the medical team (seven of 14 studies), which mapped onto the CFIR construct of 'networks and communication'. Several important CFIR constructs were absent in the reviewed literature. Intermediate measures were captured by 12 of the 14 reviewed papers, but the choice of measures was inconsistent across studies.What is new and conclusion: In recent high-quality studies of deprescribing interventions, we found limited acknowledgement of factors known to be important to successful implementation and inconsistent reporting of intermediate outcomes.These findings indicate missed opportunities to understand the factors underlying study outcomes. As a result, we run the risk of rejecting worthwhile interventions How to cite this article: Baumgartner AD, Clark CM, LaValley SA, Monte SV, Wahler RG, Singh R. Interventions to deprescribe potentially inappropriate medications in the elderly: Lost in translation? J Clin Pharm Ther. 2020;45:453-461. https ://doi.