In the present study, we identified 47 DE-NRGs between sepsis and healthy control in the dataset GSE65682 and screened out 4 hub genes (BACH2, GATA3, LEF1, and BCL2) via various machine learning algorithms. The gene discussed is GATA3; the disease is Sepsis.