Through multi-cohort analysis using ComBat co-normalization on microarray data in a heterogeneous group of sepsis patients, we found that the IPP gene set, when assayed at day 1 following hospital admission, can reliably predict all-cause 30-day mortality. Here, IPP is linked to Sepsis.