Discriminating Bacterial from Nonbacterial Lower Respiratory Tract Infection within Clinical Subgroups of Hospitalized Adults
We previously identified a blood-based 4-gene signature that accurately discriminates bacterial from nonbacterial acute respiratory infection (ARI) in 504 hospitalized adults (AUC = 0.90). Here we evaluate how well this global signature performs within subgroups of patients based on underlying lung disease or presence of pneumonia, comparing it to newly developed subgroup-specific signatures assessing whether performance is improved by tailoring unique gene signatures to homogeneous subgroups. Our global gene signature strongly discriminated bacterial from nonbacterial ARI within every clinical subgroup including pneumonia (AUC = 0.77-0.94), and outperformed every subgroup-specific signature (AUC = 0.57-0.90), suggesting broad applicability in adults with ARI.
Authors
- Daniel P. Croft (ORCID: https://orcid.org/0000-0002-1990-5542)
- Derick R. Peterson (ORCID: https://orcid.org/0000-0001-8603-660X)
- Andrea Baran (ORCID: https://orcid.org/0000-0002-7975-8919)
- Thomas J. Mariani (ORCID: https://orcid.org/0000-0001-5944-1298)
- Soumyaroop Bhattacharya
- Angela R Branche (ORCID: https://orcid.org/0000-0002-7742-5352)
- Ann R Falsey (ORCID: https://orcid.org/0000-0002-7141-9701)
- Edward E Walsh (ORCID: https://orcid.org/0000-0002-8792-8877)
Institutions
- Center for Children (US)
- University of Rochester (US)
Publication Details
- Journal
- The Journal of Infectious Diseases
- Published
- 2026-06-08
- DOI
- https://doi.org/10.1093/infdis/jiag297
- Primary Topic
- Bacterial Identification and Susceptibility Testing
- Type
- article
- Field-Weighted Citation Impact
- 0.00