iScienceGenetic & Genomic MedicinePeer-reviewed journal article
A 5-transcript signature for discriminating viral and bacterial etiology in pediatric pneumonia
Sandra Viz-LasherasiD, Alberto Gómez‐CarballaiD, Jacobo Pardo-Seco, Xabier BelloiD, Irene Rivero-Calle, Dacosta AI, Myrsini KaforouiD, Dominic Habgood-CooteiD, Aubrey J. CunningtoniD, Marieke EmontsiD, Jethro Adam HerbergiD, Victoria J. WrightiD, Enitan D. CarroliD, Stephane C. PaulusiD, Werner ZenziD, Daniela S. KohlfürstiD, Michiel van der FlieriD, Ronald De GrootiD, Luregn Jan SchlapbachiD, Philipp AgyemaniD, Andrew John PollardiD, Colin Fink, Taco Willem KuijpersiD, Suzanne T. B. AndersoniD, Cristina CalvoiD, , Perform Consortium
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 (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]. This robust signature holds significant potential to enhance diagnostics accuracy for pediatric pneumonia, reducing diagnostic delays and unnecessary treatments, and potentially transforming clinical practice.
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- approach: statistical model
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- top 41%
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