This study determined the genes of key modules of sepsis in VLBW infants through WGCNA analysis and applied machine learning algorithms to screen two potential biomarkers: GYG1 and RETN. In addition, this study also explored the infiltration of immune cells and its correlation with essential genes in VLBW infants with sepsis. This evidence concerns the gene RETN and Sepsis.