Additionally, the logistic regression prediction model based on the three genes could predict whether BM could occur in BC patients, further suggesting that COL4A1, COL5A1, and COL6A3 were potentially crucial genes for BCBM. This evidence concerns the gene COL5A1 and breast cancer.