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A comparison of host response strategies to distinguish bacterial and viral infection.

Publication ,  Journal Article
Ross, M; Henao, R; Burke, TW; Ko, ER; McClain, MT; Ginsburg, GS; Woods, CW; Tsalik, EL
Published in: PLoS One
2021

OBJECTIVES: Compare three host response strategies to distinguish bacterial and viral etiologies of acute respiratory illness (ARI). 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. 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. CONCLUSIONS: 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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Published In

PLoS One

DOI

EISSN

1932-6203

Publication Date

2021

Volume

16

Issue

12

Start / End Page

e0261385

Location

United States

Related Subject Headings

  • Viruses
  • Virus Diseases
  • United States
  • TNF-Related Apoptosis-Inducing Ligand
  • Retrospective Studies
  • Respiratory Tract Infections
  • Receptors, Immunologic
  • ROC Curve
  • Prognosis
  • Procalcitonin
 

Citation

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Ross, M., Henao, R., Burke, T. W., Ko, E. R., McClain, M. T., Ginsburg, G. S., … Tsalik, E. L. (2021). A comparison of host response strategies to distinguish bacterial and viral infection. PLoS One, 16(12), e0261385. https://doi.org/10.1371/journal.pone.0261385
Ross, Melissa, Ricardo Henao, Thomas W. Burke, Emily R. Ko, Micah T. McClain, Geoffrey S. Ginsburg, Christopher W. Woods, and Ephraim L. Tsalik. “A comparison of host response strategies to distinguish bacterial and viral infection.PLoS One 16, no. 12 (2021): e0261385. https://doi.org/10.1371/journal.pone.0261385.
Ross M, Henao R, Burke TW, Ko ER, McClain MT, Ginsburg GS, et al. A comparison of host response strategies to distinguish bacterial and viral infection. PLoS One. 2021;16(12):e0261385.
Ross, Melissa, et al. “A comparison of host response strategies to distinguish bacterial and viral infection.PLoS One, vol. 16, no. 12, 2021, p. e0261385. Pubmed, doi:10.1371/journal.pone.0261385.
Ross M, Henao R, Burke TW, Ko ER, McClain MT, Ginsburg GS, Woods CW, Tsalik EL. A comparison of host response strategies to distinguish bacterial and viral infection. PLoS One. 2021;16(12):e0261385.

Published In

PLoS One

DOI

EISSN

1932-6203

Publication Date

2021

Volume

16

Issue

12

Start / End Page

e0261385

Location

United States

Related Subject Headings

  • Viruses
  • Virus Diseases
  • United States
  • TNF-Related Apoptosis-Inducing Ligand
  • Retrospective Studies
  • Respiratory Tract Infections
  • Receptors, Immunologic
  • ROC Curve
  • Prognosis
  • Procalcitonin