Recent similar studies have effectively utilized SVM-RFE to identify COMMD9, CSF3R, and NUB1 as potential biomarker genes for predicting sepsis, uncovering new mechanisms in disease pathogenesis that may offer opportunities for therapeutic intervention (Wang et al., 2023). Here, CSF3R is linked to Sepsis.