Next, six key DECuGs (ANKRD9, DLD, LIPT1, MTF1, PDHB, UBE2D4) were identified as diagnostic biomarkers based on the two machine learning algorithms, suggesting their potential functional importance in the pathogenesis of sepsis. This evidence concerns the gene PDHB and Sepsis.