Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population.
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. 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.
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https://hdl.handle.net/10161/23217Published Version (Please cite this version)
10.1093/ofid/ofaa194Publication Info
Tillekeratne, L Gayani; Suchindran, Sunil; Ko, Emily R; Petzold, Elizabeth A; Bodinayake,
Champica K; Nagahawatte, Ajith; ... Woods, Christopher W (2020). Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies
of Acute Febrile Respiratory Illness in a South Asian Population. Open forum infectious diseases, 7(6). pp. ofaa194. 10.1093/ofid/ofaa194. Retrieved from https://hdl.handle.net/10161/23217.This is constructed from limited available data and may be imprecise. To cite this
article, please review & use the official citation provided by the journal.
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Show full item recordScholars@Duke
Thomas Burke
Manager, Systems Project
Geoffrey Steven Ginsburg
Adjunct Professor in the Department of Medicine
Dr. Geoffrey S. Ginsburg's research interests are in the development of novel paradigms
for developing and translating genomic information into medical practice and the integration
of personalized medicine into health care.
Ricardo Henao
Assistant Professor in Biostatistics & Bioinformatics
Emily Ray Ko
Assistant Professor of Medicine
Clinical and translational research, COVID-19 therapeutics, clinical biomarkers for
infectious disease, hospitalist
Micah Thomas McClain
Associate Professor of Medicine
Megan Elizabeth Reller
Associate Professor of Medicine
Gayani Tillekeratne
Assistant Professor of Medicine
Global healthAntimicrobial resistance/ stewardshipAcute respiratory tract infections Emerging
infections/ dengue
Ephraim Tsalik
Adjunct Associate Professor in the Department of Medicine
My research is focused on understanding the dynamic between host and pathogen so as
to discover and develop host-response markers that can diagnose and predict health
and disease. This new and evolving approach to diagnosing illness has the potential
to significantly impact individual as well as public health considering the rise of
antibiotic resistance.
With any potential infectious disease diagnosis, it is difficult, if not impossible,
to determine at the time of presentation
Christopher Wildrick Woods
Professor of Medicine
1. Emerging Infections 2. Global Health 3. Epidemiology of infectious diseases
4. Clinical microbiology and diagnostics 5. Bioterrorism Preparedness 6. Surveillance
for communicable diseases 7. Antimicrobial resistance
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