ATG7 and liver disorder: In this nomogram, factors such as the number of liver metastases and chemotherapy history did not impact prognosis while extra hepatic diseases emerged as the most influential prognostic factor, followed by the risk factors identified in our model—the genes CYP4F3 and ATG7.