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A comparison of host response strategies to distinguish bacterial and viral infection.
- Source :
-
PloS one [PLoS One] 2021 Dec 14; Vol. 16 (12), pp. e0261385. Date of Electronic Publication: 2021 Dec 14 (Print Publication: 2021). - Publication Year :
- 2021
-
Abstract
- Objectives: Compare three host response strategies to distinguish bacterial and viral etiologies of acute respiratory illness (ARI).<br />Methods: 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.<br />Results: 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.<br />Conclusions: A gene expression signature was the most accurate host response strategy for classifying subjects with bacterial, viral, or non-infectious ARI.<br />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).
- Subjects :
- Adult
Bacterial Infections complications
Bacterial Infections metabolism
Bacterial Infections microbiology
Biomarkers metabolism
C-Reactive Protein genetics
C-Reactive Protein metabolism
Case-Control Studies
Chemokine CXCL10 genetics
Chemokine CXCL10 metabolism
Diagnosis, Differential
Emergency Service, Hospital
Female
Follow-Up Studies
Humans
Male
Middle Aged
Procalcitonin genetics
Procalcitonin metabolism
Prognosis
ROC Curve
Receptors, Immunologic genetics
Receptors, Immunologic metabolism
Respiratory Tract Infections etiology
Respiratory Tract Infections metabolism
Respiratory Tract Infections pathology
Retrospective Studies
TNF-Related Apoptosis-Inducing Ligand genetics
TNF-Related Apoptosis-Inducing Ligand metabolism
United States epidemiology
Virus Diseases complications
Virus Diseases virology
Bacteria isolation & purification
Bacterial Infections diagnosis
Respiratory Tract Infections epidemiology
Virus Diseases diagnosis
Viruses isolation & purification
Subjects
Details
- Language :
- English
- ISSN :
- 1932-6203
- Volume :
- 16
- Issue :
- 12
- Database :
- MEDLINE
- Journal :
- PloS one
- Publication Type :
- Academic Journal
- Accession number :
- 34905580
- Full Text :
- https://doi.org/10.1371/journal.pone.0261385