The optimal signature genes for sepsis in VLBW infants in the key modules were screened by LASSO analysis, SVM-RFE algorithm, and random forest analysis, including GYG1 and RETN. These signature genes’ expression levels and diagnostic values were subsequently validated in the testing set and septic cell model. The gene discussed is RETN; the disease is Sepsis.