SMAD4 and adenoma: These genes were involved in different stages of cancer development as analyzed using the KEGG pathway (Figure 4a), this includes SMAD4 and TGFBR1 at the late adenoma, and AKT3 and PIK3R2 at the carcinoma stage in CRC development (Figure 4a).