APC and colon adenocarcinoma: Our analysis of genetic mutations revealed that although the overall genetic profile of high- and low-risk COAD patients remains largely similar, distinct variations—such as a higher frequency of APC mutations in the low-risk group—may reflect underlying biological differences.