In this study, we constructed a prognostic model based on nine key URGs (ATL2, MKRN1, FBXW8, FBXO8, DCAF16, WSB1, CHFR, MDM2, and SOCS2), providing new insights into the molecular mechanisms underlying ALL progression. This evidence concerns the gene CHFR and acute lymphoblastic leukemia.