Our thorough and critical analysis uncovered several novel hub genes, specifically FANCI and KAT2A, along with distinct pathways such as Fanconi anemia and Notch signaling, which had not been previously implicated in earlier studies conducted on this particular dataset, highlighting the potential for new insights and understandings in this area of research. The gene discussed is KAT2A; the disease is Fanconi anemia.