The results indicate that these pathways are enriched in several tumor-related processes, including cytokine interactions, the PI3K-Akt signaling pathway, and butyrate metabolism, with the melanoma pathway showing the strongest correlation. This evidence concerns the gene AKT1 and neoplasm.