If you have had a mastectomy or lumpectomy with radiation you can still breastfeed from the unaffected breast. In fact, your remaining breast may produce more milk to compensate. If you are diagnosed during or immediately following pregnancy, breastfeeding can be harmful to babies as chemicals from drug treatments can pass through the milk ducts.