Diagnosis-Driven Targeted Therapy in Acute Myeloid Leukemia: Clinical Integration of Tyrosine Kinase, BCL-2, and CD33-Directed Strategies with Midostaurin, Venetoclax, and Gemtuzumab Ozogamicin

Acute myeloid leukemia (AML) is a biologically heterogeneous malignancy in which therapeutic decision-making is increasingly guided by molecular and immunophenotypic diagnostics. Advances in genomic profiling and risk stratification have enabled the integration of targeted agents into frontline and relapsed/refractory treatment strategies. Among these, midostaurin, venetoclax, and gemtuzumab ozogamicin represent paradigm-shifting therapies whose clinical benefit depends on accurate and timely diagnosis. This review examines the diagnostic frameworks that inform the use of these agents and discusses their incorporation into contemporary AML management. Midostaurin has demonstrated improved outcomes in patients with FLT3-mutated AML when combined with intensive chemotherapy, underscoring the importance of early molecular testing. Venetoclax, a BCL-2 inhibitor, has expanded therapeutic options for older or unfit patients when used with hypomethylating agents or low-dose cytarabine, with emerging evidence linking response to cytogenetic and molecular features. Gemtuzumab ozogamicin, an anti-CD33 antibody–drug conjugate, illustrates the clinical relevance of immunophenotypic assessment and risk-adapted dosing strategies. We highlight current evidence supporting diagnosis-driven therapy selection, practical considerations for clinical implementation, and ongoing challenges, including resistance mechanisms and optimal sequencing. Integrating precise diagnostic tools with targeted therapies represents a critical step toward personalized AML care and improved patient outcomes.