A comparison of host response strategies to distinguish bacterial and viral infection
Compare three host response strategies to distinguish bacterial and viral etiologies of acute respiratory illness (ARI). In this observational cohort study, procalcitonin, a 3-protein panel (CRP, IP-10, TRAIL), and a host gene expression mRNA panel were measured in 286 subjects with ARI from four em...
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Published in | PloS one Vol. 16; no. 12; p. e0261385 |
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Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Public Library of Science
14.12.2021
Public Library of Science (PLoS) |
Subjects | |
Online Access | Get full text |
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Summary: | Compare three host response strategies to distinguish bacterial and viral etiologies of acute respiratory illness (ARI).
In this observational cohort study, procalcitonin, a 3-protein panel (CRP, IP-10, TRAIL), and a host gene expression mRNA panel were measured in 286 subjects with ARI from four emergency departments. Multinomial logistic regression and leave-one-out cross validation were used to evaluate the protein and mRNA tests.
The mRNA panel performed better than alternative strategies to identify bacterial infection: AUC 0.93 vs. 0.83 for the protein panel and 0.84 for procalcitonin (P<0.02 for each comparison). This corresponded to a sensitivity and specificity of 92% and 83% for the mRNA panel, 81% and 73% for the protein panel, and 68% and 87% for procalcitonin, respectively. A model utilizing all three strategies was the same as mRNA alone. For the diagnosis of viral infection, the AUC was 0.93 for mRNA and 0.84 for the protein panel (p<0.05). This corresponded to a sensitivity and specificity of 89% and 82% for the mRNA panel, and 85% and 62% for the protein panel, respectively.
A gene expression signature was the most accurate host response strategy for classifying subjects with bacterial, viral, or non-infectious ARI. |
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Bibliography: | ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 23 Competing Interests: ELT, RH, MTM, GSG, TWB, and CWW have filed for a patent for Methods to Diagnose and Treat Acute Respiratory Infections (WO 2017/004390 A1). |
ISSN: | 1932-6203 1932-6203 |
DOI: | 10.1371/journal.pone.0261385 |