GYG1 and Sepsis: 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.