» Articles » PMID: 39097412

Predictive Signature of Murine and Human Host Response to Typical and Atypical Pneumonia

Abstract

Background: Pneumonia due to typical bacterial, atypical bacterial and viral pathogens can be difficult to clinically differentiate. Host response-based diagnostics are emerging as a complementary diagnostic strategy to pathogen detection.

Methods: We used murine models of typical bacterial, atypical bacterial and viral pneumonia to develop diagnostic signatures and understand the host's response to these types of infections. Mice were intranasally inoculated with , , influenza or saline as a control. Peripheral blood gene expression analysis was performed at multiple time points. Differentially expressed genes were used to perform gene set enrichment analysis and generate diagnostic signatures. These murine-derived signatures were externally validated in silico using human gene expression data. The response to was the most rapid and robust.

Results: Mice infected with had a delayed response more similar to influenza-infected animals. Diagnostic signatures for the three types of infection had 0.94-1.00 area under the receiver operator curve (auROC). Validation in five human gene expression datasets revealed auROC of 0.82-0.96.

Discussion: This study identified discrete host responses to typical bacterial, atypical bacterial and viral aetiologies of pneumonia in mice. These signatures validated well in humans, highlighting the conserved nature of the host response to these pathogen classes.

References
1.
Califano D, Furuya Y, Metzger D . Effects of Influenza on Alveolar Macrophage Viability Are Dependent on Mouse Genetic Strain. J Immunol. 2018; 201(1):134-144. PMC: 6008236. DOI: 10.4049/jimmunol.1701406. View

2.
Gillespie M, Jassal B, Stephan R, Milacic M, Rothfels K, Senff-Ribeiro A . The reactome pathway knowledgebase 2022. Nucleic Acids Res. 2021; 50(D1):D687-D692. PMC: 8689983. DOI: 10.1093/nar/gkab1028. View

3.
Lydon E, Henao R, Burke T, Aydin M, Nicholson B, Glickman S . Validation of a host response test to distinguish bacterial and viral respiratory infection. EBioMedicine. 2019; 48:453-461. PMC: 6838360. DOI: 10.1016/j.ebiom.2019.09.040. View

4.
Parnell G, McLean A, Booth D, Huang S, Nalos M, Tang B . Aberrant cell cycle and apoptotic changes characterise severe influenza A infection--a meta-analysis of genomic signatures in circulating leukocytes. PLoS One. 2011; 6(3):e17186. PMC: 3050844. DOI: 10.1371/journal.pone.0017186. View

5.
Fonseca-Aten M, Rios A, Mejias A, Chavez-Bueno S, Katz K, Gomez A . Mycoplasma pneumoniae induces host-dependent pulmonary inflammation and airway obstruction in mice. Am J Respir Cell Mol Biol. 2005; 32(3):201-10. DOI: 10.1165/rcmb.2004-0197OC. View