A decision support model to predict the presence of an acute infiltrate on chest radiograph

Eur J Clin Microbiol Infect Dis. 2018 Feb;37(2):227-232. doi: 10.1007/s10096-017-3119-0. Epub 2017 Oct 24.

Abstract

A chest infiltrate is needed to make a diagnosis of community-acquired pneumonia, but chest X-rays might be time consuming, entail radiation exposure, and demand resources that are not always available. We sought to derive a model to predict whether a patient will have an infiltrate on chest X-ray (CXR). This prospective observational study included patients visiting the Emergency Department of Beilinson Hospital in the years 2003-2004 (derivation cohort) and 2010-2011 (validation cohort), who had undergone a CXR, and were suspected of having a respiratory infection. We excluded all patients with possible healthcare associated infections. A logistic regression model was derived and applied to the validation cohort. A total of 1,555 patients met inclusion criteria: 993 in the derivation cohort and 562 in the validation cohort with 287 (29%) and 226 (40%) having an infiltrate, respectively. The derivation model area-under-the curve (AUC) was 0.79 (95% CI 0.76-0.82). We categorized the patients into three groups-presence or absence of infiltrate, or undetermined. In the validation cohort, 70 (12%) patients were classified as 'no infiltrate'; 3 (4%) of them had an infiltrate, 367 (65%) were classified as 'infiltrate'; 190 (52%) of them had an infiltrate on CXR, and 125 (46%) were classified as 'undetermined'; 33 (26%) of them with an infiltrate on CXR. Using this prediction model for the evaluation of patients with suspected respiratory infection in an ED setting may help avoid over 10% of CXRs.

Keywords: Imaging; Pneumonia.

Publication types

  • Observational Study

MeSH terms

  • Aged
  • Community-Acquired Infections / diagnosis*
  • Community-Acquired Infections / diagnostic imaging
  • Community-Acquired Infections / microbiology
  • Decision Support Techniques*
  • Emergency Service, Hospital
  • Female
  • Humans
  • Male
  • Neutrophil Infiltration / immunology*
  • Pneumonia / diagnosis*
  • Pneumonia / diagnostic imaging
  • Pneumonia / microbiology
  • Prospective Studies
  • Radiography, Thoracic