To comprehensively validate the diagnostic value of FRG, three machine learning algorithms were employed to identify five CML-specific diagnostic FRGs: ACSL6, SLC11A2, HMOX1, SLC38A1, and AKR1C3. This evidence concerns the gene ACSL6 and chronic myelogenous leukemia, BCR-ABL1 positive.