Myeloid leukemia is a stem cell disease with high mortality due to the challenges of high-dose treatments and side effects. Innovative nanoparticle drug delivery systems are being explored to enhance efficacy and tissue-targeted therapy. This study investigates the potential of Bentonite (BNT)-based nanoparticles (NPs) as drug carriers for azacitidine (AZA) in treating THP-1 and K562 myeloid leukemia (AML) cell lines, aiming to improve drug stability, bioavailability, and therapeutic efficacy while ensuring controlled release.