GYG1 and Sepsis: 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.