FLT3-ITD, E2A-PBX1, DNMT3A, HOX11, and RUNX1 significantly affect the time from diagnosis to ICU transfer in ALL patients, findings which align with literature reports. This evidence concerns the gene RUNX1 and acute lymphoblastic leukemia.