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This study will investigate the safety, feasibility, and immune response associated with cryoablation of early invasive breast cancer prior to lumpectomy. Based on mouse models, the investigators believe that cryoablation will initiate a stronger immune response relative to the control group. Consenting patients will be randomized to one of two arms: standard of care (control) or cryoablation (intervention). Participants will undergo a blood draw at the time of consent. Those in the control arm will continue with their standard of care lumpectomy. The intervention arm will receive cryoablation 2 weeks before their scheduled lumpectomy and undergo a second blood draw before the lumpectomy.