The area under the curve from receiver operating curve (ROC) analysis for the risk to develop a secondary acquired infection were all significantly > 0.8 for these four significant parameters (mHLA-DR at day 3–5, and IL-6, IL-8 and TNF-ɑ at day 1–2, Additional file 1: Table S3). The gene discussed is IL6; the disease is infection.