PLoS ONE (Jan 2022)

Imaging-based indices combining disease severity and time from disease onset to predict COVID-19 mortality: A cohort study.

  • Giulia Besutti,
  • Olivera Djuric,
  • Marta Ottone,
  • Filippo Monelli,
  • Patrizia Lazzari,
  • Francesco Ascari,
  • Guido Ligabue,
  • Giovanni Guaraldi,
  • Giuseppe Pezzuto,
  • Petra Bechtold,
  • Marco Massari,
  • Ivana Lattuada,
  • Francesco Luppi,
  • Maria Giulia Galli,
  • Pierpaolo Pattacini,
  • Paolo Giorgi Rossi

DOI
https://doi.org/10.1371/journal.pone.0270111
Journal volume & issue
Vol. 17, no. 6
p. e0270111

Abstract

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BackgroundCOVID-19 prognostic factors include age, sex, comorbidities, laboratory and imaging findings, and time from symptom onset to seeking care.PurposeThe study aim was to evaluate indices combining disease severity measures and time from disease onset to predict mortality of COVID-19 patients admitted to the emergency department (ED).Materials and methodsAll consecutive COVID-19 patients who underwent both computed tomography (CT) and chest X-ray (CXR) at ED presentation between 27/02/2020 and 13/03/2020 were included. CT visual score of disease extension and CXR Radiographic Assessment of Lung Edema (RALE) score were collected. The CT- and CXR-based scores, C-reactive protein (CRP), and oxygen saturation levels (sO2) were separately combined with time from symptom onset to ED presentation to obtain severity/time indices. Multivariable regression age- and sex-adjusted models without and with severity/time indices were compared. For CXR-RALE, the models were tested in a validation cohort.ResultsOf the 308 included patients, 55 (17.9%) died. In multivariable logistic age- and sex-adjusted models for death at 30 days, severity/time indices showed good discrimination ability, higher for imaging than for laboratory measures (AUCCT = 0.92, AUCCXR = 0.90, AUCCRP = 0.88, AUCsO2 = 0.88). AUCCXR was lower in the validation cohort (0.79). The models including severity/time indices performed slightly better than models including measures of disease severity not combined with time and those including the Charlson Comorbidity Index, except for CRP-based models.ConclusionTime from symptom onset to ED admission is a strong prognostic factor and provides added value to the interpretation of imaging and laboratory findings at ED presentation.