To understand potential effects of flaxseed and how they may affect breast cancer, it helps to understand what flaxseeds are, and why some consider them a concern for women with a history of breast cancer. Flaxseed and phytoestrogens. Flaxseed is the richest dietary source of lignans, a type of phytoestrogen.