In line with the results discussed, the study analyzing the link between PAPP-A, collagen, and Snail used the gene expression panel (PAPP-A/SNAI1/COL1A1) to assess clinical outcomes of patients from a dataset of 327 cases with primary BC. Here, COL1A1 is linked to breast cancer.