DGCR8 and myelodysplastic syndrome: These machine learning findings were consistent with the ROC analysis and further confirmed by SHAP dependence plots, which demonstrated positive shifts in model output with increased DGCR8 (MDS) or DICER1 (AML) expression (Supplementary Figures S1–S3).