A 5-transcript signature for discriminating viral and bacterial etiology in pediatric pneumonia

Sandra Viz-Lasheras, Alberto Gómez-Carballa, Jacobo Pardo-Seco, Dace Zavadska, DIAMONDS, GENDRES , PERFORM consortia

Research output: Contribution to journalArticlepeer-review

1 Citation (Scopus)
10 Downloads (Pure)

Abstract

Pneumonia stands as the primary cause of death among children under five, yet current diagnosis methods often result in inadequate or unnecessary treatments. Our research seeks to address this gap by identifying host transcriptomic biomarkers in the blood of children with definitive viral and bacterial pneumonia. We performed RNA sequencing on 192 prospectively collected whole blood samples, including 38 controls and 154 pneumonia cases, uncovering a 5-transcript signature (genes FAM20A, BAG3, TDRD9, MXRA7, and KLF14) that effectively distinguishes bacterial from viral pneumonia (area under the curve (AUC): 0.95 [0.88–1.00]). Initial validation using combined definitive and probable cases yielded an AUC of 0.87 [0.77–0.97], while full validation in a new prospective cohort of 32 patients achieved an AUC of 0.92 [0.83–1.00]. This robust signature holds significant potential to enhance diagnostics accuracy for pediatric pneumonia, reducing diagnostic delays and unnecessary treatments and potentially transforming clinical practice.

Original languageEnglish
Article number111747
JournaliScience
Volume28
Issue number2
DOIs
Publication statusPublished - 21 Feb 2025

Keywords*

  • Body substance sample
  • Clinical microbiology
  • Diagnostics
  • Pediatrics
  • Transcriptomics

Field of Science*

  • 3.2 Clinical medicine

Publication Type*

  • 1.1. Scientific article indexed in Web of Science and/or Scopus database

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