Moreover, to ascertain whether these diagnostic genes also possessed good clustering capabilities across different sepsis groups, an intersection was made between the machine learning-selected diagnostic genes and key cluster genes, resulting in two intersecting genes (IRAK3, CD177) (Figure 8M). This evidence concerns the gene IRAK3 and Sepsis.