This study offers a comprehensive analysis of genes contributing to sepsis by combining transcriptomics, MR, single-cell sequencing, and in vitro experiments, with a particular emphasis on SEMA4A, LRPAP1, and NTSR1. This evidence concerns the gene LRPAP1 and Sepsis.