It is important to note that several genes within the oncogenic pathways analyzed in this study—particularly those in the TGF-beta and PI3K pathways—are known to exhibit context-dependent functions, acting as either tumor suppressors or oncogenes depending on factors such as tumor stage, cellular context, and the broader mutational landscape. Here, PIK3CA is linked to neoplasm.