PLoS ONE (Jan 2021)

Development and validation of a prognostic 40-day mortality risk model among hospitalized patients with COVID-19.

  • Donald A Berry,
  • Andrew Ip,
  • Brett E Lewis,
  • Scott M Berry,
  • Nicholas S Berry,
  • Mary MrKulic,
  • Virginia Gadalla,
  • Burcu Sat,
  • Kristen Wright,
  • Michelle Serna,
  • Rashmi Unawane,
  • Katerina Trpeski,
  • Michael Koropsak,
  • Puneet Kaur,
  • Zachary Sica,
  • Andrew McConnell,
  • Urszula Bednarz,
  • Michael Marafelias,
  • Andre H Goy,
  • Andrew L Pecora,
  • Ihor S Sawczuk,
  • Stuart L Goldberg

DOI
https://doi.org/10.1371/journal.pone.0255228
Journal volume & issue
Vol. 16, no. 7
p. e0255228

Abstract

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ObjectivesThe development of a prognostic mortality risk model for hospitalized COVID-19 patients may facilitate patient treatment planning, comparisons of therapeutic strategies, and public health preparations.MethodsWe retrospectively reviewed the electronic health records of patients hospitalized within a 13-hospital New Jersey USA network between March 1, 2020 and April 22, 2020 with positive polymerase chain reaction results for SARS-CoV-2, with follow-up through May 29, 2020. With death or hospital discharge by day 40 as the primary endpoint, we used univariate followed by stepwise multivariate proportional hazard models to develop a risk score on one-half the data set, validated on the remainder, and converted the risk score into a patient-level predictive probability of 40-day mortality based on the combined dataset.ResultsThe study population consisted of 3123 hospitalized COVID-19 patients; median age 63 years; 60% were men; 42% had >3 coexisting conditions. 713 (23%) patients died within 40 days of hospitalization for COVID-19. From 22 potential candidate factors 6 were found to be independent predictors of mortality and were included in the risk score model: age, respiratory rate ≥25/minute upon hospital presentation, oxygenation ConclusionsA risk score using six variables is able to prognosticate mortality within 40-days of hospitalization for COVID-19.Trial registrationClinicaltrials.gov Identifier: NCT04347993.