Monocyte chemokine receptors (pre- and post-operative monocyte CXCR4) and receptors involved in antigen presentation (CD80) were the greatest discriminators between patients with and without post-operative infections (loading vector coefficient of > 0.8). Here, CD80 is linked to infection.