Gene Expression-Based Classifiers Identify Staphylococcus aureus Infection in Mice and Humans

ABSTRACT: Staphylococcus aureus causes a spectrum of human infection. Diagnostic delays and uncertainty lead to treatment delays and inappropriate antibiotic use. A growing literature suggests the hostM-bM-^@M-^Ys inflammatory response to the pathogen represents a potential tool to improve upon current diagnostics. The hypothesis of this study is that the host responds differently to S. aureus than to E. coli infection in a quantifiable way, providing a new diagnostic avenue. This study uses Bayesian sparse factor modeling and penalized binary regression to define peripheral blood gene-expression classifiers of murine and human S. aureus infection. The murine-derived classifier distinguished S. aureus infection from healthy controls and Escherichia coli-infected mice across a range of conditions (mo

ORGANISM(S): Mus musculus

SUBMITTER: Sun Hee Ahn 

PROVIDER: E-GEOD-33341 | biostudies-arrayexpress |

REPOSITORIES: biostudies-arrayexpress