•Genome-wide expression profiles could discriminate between septic infants and controls with 100% sensitivity and 68% specificity•Showed 554 genes were differentially expressed between neonates with bacterial sepsis and matched controls, with 66 genes associated with tumor necrosis factor and 56 genes with cytokine signaling. This evidence concerns the gene TNF and bacterial infectious disease with sepsis.