This upregulation of COL1A1 in CAS is consistent with findings in human studies [22,23,24,25] and matches the finding that collagen is progressively deposited during breast cancer development resulting in increased tissue stiffness as a classical fibrosis-type response of neoplasms [49]. Here, COL1A1 is linked to breast carcinoma.