Skip to main content
Oxford University Press - PMC COVID-19 Collection logoLink to Oxford University Press - PMC COVID-19 Collection
. 2021 Jun 24:kwab183. doi: 10.1093/aje/kwab183

Pharmacoepidemiology, Machine Learning and COVID-19: An intent-to-treat analysis of hydroxychloroquine, with or without azithromycin, and COVID-19 outcomes amongst hospitalized US Veterans

Hanna Gerlovin 1,, Daniel C Posner 1, Yuk-Lam Ho 1, Christopher T Rentsch 2,3, Janet P Tate 2,4, Joseph T King Jr 2,5, Katherine E Kurgansky 1, Ioana Danciu 6, Lauren Costa 1, Franciel A Linares 6, Ian D Goethert 6, Daniel A Jacobson 6,7,8, Matthew S Freiberg 9,10, Edmon Begoli 6, Sumitra Muralidhar 11, Rachel B Ramoni 11, Georgia Tourassi 6, J Michael Gaziano 1,12,13, Amy C Justice 2,4,14, David R Gagnon 1,15, Kelly Cho 1,12,13
PMCID: PMC8384407  PMID: 34165150

Abstract

Hydroxychloroquine (HCQ) was proposed as an early therapy for coronavirus disease 2019 (COVID-19) after in vitro studies indicated possible benefit. Previous in vivo observational studies have presented conflicting results, though recent randomized clinical trials have reported no benefit from HCQ amongst hospitalized COVID-19 patients. We examined the effects of HCQ alone, and in combination with azithromycin, in a hospitalized COVID-19 positive, United States (US) Veteran population using a propensity score adjusted survival analysis with imputation of missing data. From March 1, 2020 through April 30, 2020, 64,055 US Veterans were tested for COVID-19 based on Veteran Affairs Healthcare Administration electronic health record data. Of the 7,193 positive cases, 2,809 were hospitalized, and 657 individuals were prescribed HCQ within the first 48-hours of hospitalization for the treatment of COVID-19. There was no apparent benefit associated with HCQ receipt, alone or in combination with azithromycin, and an increased risk of intubation when used in combination with azithromycin [Hazard Ratio (95% Confidence Interval): 1.55 (1.07, 2.24)]. In conclusion, we assessed the effectiveness of HCQ with or without azithromycin in treating patients hospitalized with COVID-19 using a national sample of the US Veteran population. Using rigorous study design and analytic methods to reduce confounding and bias, we found no evidence of a survival benefit from the administration of HCQ.

Keywords: hydroxychloroquine, covid-19, treatment outcome, propensity score, gradient boosting, pharmacoepidemiology, survival analysis

Supplementary Material

Web_Material_kwab183

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Web_Material_kwab183

Articles from American Journal of Epidemiology are provided here courtesy of Oxford University Press

RESOURCES