We further conducted a further bioinformatics analysis on the genes closely related to COL11A1 (COL5A1, COL2A1, COL7A1), and the analysis results showed that these genes were differentially expressed in breast cancer, and all of them had important effects on the prognosis and tumor immune infiltration of breast cancer patients. This evidence concerns the gene COL5A1 and breast cancer.