Higher expression of PD-L1, LAG3, TGFB1, TNFSF13, CD4, CD40, CD80, and CD276 was found in the high-risk group, which may enhance AML development and progression, leading to poor prognostic outcomes. Here, TGFB1 is linked to acute myeloid leukemia.