In summary, this research provides valuable insights into the multifarious implications of nsSNPs within the MLL1 gene, paving the way for a deeper understanding of their role in leukemia and offering a foundation for future studies and therapeutic developments. This evidence concerns the gene KMT2A and leukemia.