Unlike previous reviews that primarily focus on general immunometabolic alterations in sepsis, this review is the first to systematically integrate PPAR isoform-specific regulatory mechanisms, multiomics-based patient stratification, and phenotype-driven therapeutic targeting, thereby offering a novel framework for precision medicine in sepsis management. This evidence concerns the gene PPARA and Sepsis.