In a lumpectomy, the surgeon removes the breast cancer and some normal tissue around it. Often, some of the lymph nodes under the arm are removed as well. The lumpectomy breast cancer treatment procedure is usually followed by radiation therapy to destroy any cancer cells that may remain in the area.