In conclusion, we identified a novel autophagy-related prognostic risk model consisting of six encoding gene (VPS35, TRIM21, PRKAB2, RUFY4, MAP1LC3A and LARP1) in breast cancer. This evidence concerns the gene RUFY4 and breast cancer.