A hard-thresholded, mostly relaxed, LASSO-constrained logistic regression model was used to select a parsimonious gene set (ITGB4, ITGA7, IFI27, FAM20A) highly capable of discriminating any bacterial from nonbacterial infection (cross validated AUC = 0.90). This evidence concerns the gene ITGA7 and infection.