This review explores the mechanisms of immune dysfunction in TP53-mutated MDS and AML while highlighting emerging therapeutic strategies, emphasizing the integration of targeted, metabolic, and immune-modulating therapies as a transformative approach to improve patient outcomes. Here, TP53 is linked to myelodysplastic syndrome.