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Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population.
- Source :
-
Open forum infectious diseases [Open Forum Infect Dis] 2020 May 26; Vol. 7 (6), pp. ofaa194. Date of Electronic Publication: 2020 May 26 (Print Publication: 2020). - Publication Year :
- 2020
-
Abstract
- Background: Pathogen-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.<br />Methods: Patients ≥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).<br />Results: Ribonucleic 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.<br />Conclusions: Previously 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.<br /> (© The Author(s) 2020. Published by Oxford University Press on behalf of Infectious Diseases Society of America.)
Details
- Language :
- English
- ISSN :
- 2328-8957
- Volume :
- 7
- Issue :
- 6
- Database :
- MEDLINE
- Journal :
- Open forum infectious diseases
- Publication Type :
- Academic Journal
- Accession number :
- 32617371
- Full Text :
- https://doi.org/10.1093/ofid/ofaa194