Subsequently, the pertinent clinical data and PGC1α and PKM expression in these individuals were extracted and systematically arranged to construct six machine learning algorithms models to predict 5-year survival event occurrence in CRC patients, employing the mlr3 package of R programming language. The gene discussed is PPARGC1A; the disease is colorectal carcinoma.