dc.identifier.citation |
Tillekeratne, L. G., Suchindran, S., Ko, E. R., Petzold, E. A., Bodinayake, C. K., Nagahawatte, A., Devasiri, V., Kurukulasooriya, R., Nicholson, B.P., McClain, M.T., Burke, T.W., Tsalik, E.L., Henao, R., Ginsburg, G.S., Reller, M.E. & Woods, C. W. (2020, June). Previously derived host gene expression classifiers identify bacterial and viral etiologies of acute febrile respiratory illness in a South Asian population. In Open forum infectious diseases (Vol. 7, No. 6, p. ofaa194). US: Oxford University Press. |
en_US |
dc.description.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 co-
horts of European and African descent. We determined classifier performance in a South Asian cohort.
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).
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.
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 |
en_US |