Based on the RF model and correlation analysis, IGFBP1, IGFBP2, IGF2BP1, WTAP, and METTL16 were screened out to accelerate the occurrence and development of sepsis by regulating m6A methylation and promoting immune cell infiltration. Here, IGFBP1 is linked to Sepsis.