Key Diagnostic Metrics:•Diagnostic Odds Ratio (DOR): The DOR of RAF1 in bone marrow samples was 29.61, indicating a very high diagnostic power for differentiating AML samples from healthy controls. This evidence concerns the gene RAF1 and acute myeloid leukemia.