ArticleOpen forum infectious diseases2020
Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population.
Article in Open forum infectious diseases, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Early diagnosis and treatment of leptospirosis: Optimizing clinical outcomes.The Journal of infection · 2026Review
- Academic global health collaboration: the Ruhuna-Duke partnership.Global health action · 2025Article
- Molecular dynamics of the host response to Streptococcus pneumoniae pneumonia in baboons.Animal models and experimental medicine · 2025Article
- Harnessing the host response for precision infectious disease diagnosis.Clinical microbiology reviews · 2024Review
- Electronic Clinical Decision Support Tools: Strategies to Improve the Management of Lower Respiratory Tract Infections in Low-Resource Settings.The American journal of tropical medicine and hygiene · 2024Article
- Host-response transcriptional biomarkers accurately discriminate bacterial and viral infections of global relevance.Scientific reports · 2023Article
- Role of Diagnostics in Epidemiology, Management, Surveillance, and Control of Leptospirosis.Pathogens (Basel, Switzerland) · 2022Review
- Host Transcriptional Signatures Predict Etiology in Community-Acquired Pneumonia: Potential Antibiotic Stewardship Tools.Biomarker insights · 2022Article
- Pathogenesis insights from an ancient and ubiquitous spirochete.PLoS pathogens · 2021Review
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Authors and funding
16 authors.
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Abstract
backgroundPathogen-based diagnostics for acute respiratory infection (ARI) have limited ability to detect etiology of illness. We previously showed that peripheral blood-based host gene expression classifiers accurately identify bacterial and viral ARI in cohorts of European and African descent. We determined classifier performance in a South Asian cohort.
methodsPatients ≥15 years with fever and respiratory symptoms were enrolled in Sri Lanka. Comprehensive pathogen-based testing was performed. Peripheral blood ribonucleic acid was sequenced and previously developed signatures were applied: a pan-viral classifier (viral vs nonviral) and an ARI classifier (bacterial vs viral vs noninfectious).
resultsRibonucleic acid sequencing was performed in 79 subjects: 58 viral infections (36 influenza, 22 dengue) and 21 bacterial infections (10 leptospirosis, 11 scrub typhus). The pan-viral classifier had an overall classification accuracy of 95%. The ARI classifier had an overall classification accuracy of 94%, with sensitivity and specificity of 91% and 95%, respectively, for bacterial infection. The sensitivity and specificity of C-reactive protein (>10 mg/L) and procalcitonin (>0.25 ng/mL) for bacterial infection were 100% and 34%, and 100% and 41%, respectively.
conclusionsPreviously derived gene expression classifiers had high predictive accuracy at distinguishing viral and bacterial infection in South Asian patients with ARI caused by typical and atypical pathogens.
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