The study investigated whether changes in blood immune cell gene programs in early sepsis can predict patient prognosis. Researchers analyzed five immune modules in three sepsis patient cohorts and developed a predictive model. Rising emergency-granulopoiesis trajectory was associated with higher mortality (odds ratio 1.65), while rising CD4/NK lymphocyte trajectory was associated with lower mortality. When tested on an independent group of 63 patients, only emergency-granulopoiesis consistently reproduced with similar effect size (odds ratio 1.72). The CD4/NK lymphocyte association did not confirm in independent testing. Results were supported by analysis of neutrophil-to-lymphocyte ratios in a database of 12,607 sepsis patients.