This study demonstrates the efficacy of integrating traditional statistical methods, ML, and XAI to unravel the complex gene interactions in hematological malignancies, with a specific focus on the NF-κB1 and caspase-1 axis. This evidence concerns the gene CASP1 and hematologic disorder.