In conclusion, the genes GNLY, GZMB, PRF1, and RASGRP1 exhibited significant upregulation in the normal control group and downregulation in the sepsis group, thereby displaying a positive correlation with the prognosis of sepsis patients. The gene discussed is RASGRP1; the disease is Sepsis.