In order to further explore the prognostic implications associated with ATG7 and HMGCR expression patterns in colorectal cancer (CRC) patients, we utilized six different machine learning algorithm models to predict the incidence of 3-year survival events. This evidence concerns the gene HMGCR and colorectal cancer.