Our research provides a comprehensive assessment of nsSNPs’ impact in the MLL1 protein structure and function and consequently on leukemia development, suggesting potential avenues for personalized treatment, early detection, improved prognosis, and a deeper understanding of hematological malignancy genesis. The gene discussed is KMT2A; the disease is leukemia.