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How much taking a daily dose of aspirin can lower the risk of breast cancer for women who are living with diabetes. BUT, while some studies show that diabetes increases breast-cancer risk by as much as 20 per cent, don’t start taking aspirin without first chatting with your GP. Aspirin is generally safe, but like all medicines, it can have side effects.