COL11A1, COL10A1, MMP1, and DLK1 are known to play a role in BC and tumorigenesis, but not COL6A6. So, COL6A6 may be a potential novel biomarker for BC in Lebanese women. The gene discussed is COL10A1; the disease is breast cancer.