A Transcriptomic Severity Classifier IMX-SEV-3b to Predict Mortality in Intensive Care Unit Patients with COVID-19: A

Katrijn Daenen1,2, Kirby Tong-Minh2, Oliver Liesenfeld3

  • 1Department of Intensive Care, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands.

PubMed

Insights

The Inflam-matix-Severity-3b (IMX-SEV-3b) classifier showed limited accuracy in predicting mortality for COVID-19 patients in the ICU. Routine biomarkers and the SOFA score demonstrated superior predictive performance compared to IMX-SEV-3b.

Area of Science:

  • Critical care medicine
  • Infectious disease epidemiology
  • Molecular diagnostics

Background:

  • Predicting disease outcomes in intensive care unit (ICU) patients with COVID-19 is crucial.
  • Host gene expression analysis presents a promising avenue for outcome prediction.
  • The 29-host mRNA Inflam-matix-Severity-3b (IMX-SEV-3b) classifier's utility in ICU COVID-19 mortality prediction remains unestablished.

Purpose of the Study:

  • To evaluate the accuracy of the IMX-SEV-3b classifier in predicting ICU mortality among COVID-19 patients.
  • To compare the predictive performance of IMX-SEV-3b with routinely measured biomarkers and the Sequential Organ Failure Assessment (SOFA) score.

Main Methods:

  • Prospective observational study of mechanically ventilated COVID-19 patients in the ICU.
  • IMX-SEV-3b scores derived from 29 host response genes in blood samples.
  • Calculation of Area Under the Receiver Operating Characteristic Curve (AUROC) for IMX-SEV-3b, individual biomarkers (CRP, D-dimer, ferritin, IL-6, LDH, PCT, leukocyte count, NLR), and SOFA score.

Main Results:

  • The IMX-SEV-3b classifier had an AUROC of 0.65 for predicting ICU mortality.
  • Individual biomarkers showed AUROCs ranging from 0.52 to 0.66.
  • The SOFA score achieved an AUROC of 0.81, and pooled biomarkers also yielded an AUROC of 0.81.

Conclusions:

  • The IMX-SEV-3b classifier demonstrated suboptimal accuracy for predicting ICU mortality in COVID-19 patients.
  • Routinely available biomarkers and the SOFA score exhibited significantly better predictive performance.
  • Further validation of a point-of-care IMX-SEV-3b is warranted in larger studies to ascertain its clinical utility.

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