Lumpectomy describes a procedure which removes cancer from the breast. It should not be confused with mastectomy, the partial or complete removal of the breast. Is lumpectomy a major surgery? With a lumpectomy, only the tumor and a small rim of surrounding tissue are removed. This leaves the general shape of the breast and nipple intact.