By comparing the importance scores of the top 10 genes screened by the three algorithms (Supplementary Figure 1), it was found that genes such as ITGB1, ANXA7, and ULK1 scored higher across all algorithms, suggesting a significant association of these genes with survival prognosis in AML. Here, ITGB1 is linked to acute myeloid leukemia.