Abraxane® With or Without Mifepristone for Advanced, Glucocorticoid Receptor-Positive, Triple-Negative Breast Cancer

Inclusion Criteria: 1. Patients must have histologically or cytologically confirmed breast cancer with stage IV or unresectable stage III disease. 2. Patients must have measurable disease, defined as at least one lesion that can be accurately measured in at least one dimension (longest diameter to be recorded for non-nodal lesions and short axis for nodal lesions) as ≥20 mm with conventional techniques or as ≥10 mm with spiral CT scan, MRI, or calipers by clinical exam. To be considered pathologically enlarged and measurable, a lymph node must be ≥15 mm in short axis when assessed by CT scan (CT scan slice thickness recommended to be no greater than 5 mm). 3. Triple-negative breast cancer (defined as estrogen receptor (ER) and progesterone receptor (PR) \<10% positive; HER2 0-1+ by immuno-histochemistry (IHC) or fluorescence in situ hybridization (FISH) ratio \<2.0) 4. Patients must have tumor block or slides available for testing, and tumor must be glucocorticoid receptor positive (defined as GR \>10% moderate to strong staining by central lab). A formalin-fixed, paraffin-embedded surgical or core needle biopsy obtained from the primary tumor or from a metastasis and containing viable tumor tissue is required for this evaluation. Fine needle aspirates or other alternative cytology samples are not acceptable. 5. Patients may have received adjuvant chemotherapy and up to two prior chemotherapy for metastatic or locally recurrent disease. No prior nab-paclitaxel or mifepristone therapy for metastatic disease will be allowed. 6. Age ≥ 18 years. Because no dosing or adverse event data are currently available on the use of Nab-Paclitaxel in combination with Mifepristone in patients \< 18 years of age, children are excluded from this study, but will be eligible for future pediatric trials. 7. Eastern Cooperative Oncology Group performance status ≤ 2 (Karnofsky ≥ 60%). 8. Patients must have normal organ and marrow function as defined below * absolute neutrophil count \>1,500 cells/mm3. * platelets ≥100,000/mcL * hemoglobin \> 9.0 g/dL * total bilirubin\< 1.5 mg/dL * alkaline phosphatase \< 2.5 X upper limit of normal (ULN) or \< 5 X ULN if bone mets are present * aspartate aminotransferase (AST) and Alanine transaminase (ALT) \< 2.5 ULN or \< 5 X ULN if liver mets are present * adequate renal function: creatinine ≤ institutional upper limit of normal OR creatinine clearance ≥ 60 mL/min/1.73 m2 for patients with creatinine levels above institutional normal. * international normalized ratio (INR) \< 1.5 9. Females of child-bearing potential (defined as a sexually mature woman who has not undergone hysterectomy, bilateral oophorectomy, or who has not been naturally postmenopausal for at least 24 consecutive months prior to study enrollment) must: * Commit to abstinence from heterosexual contact or agree to use effective contraception without interruption beginning at least 28 days prior to starting protocol therapy and while on study medication. * Have a negative serum pregnancy test result at screening and agree to ongoing pregnancy testing during the study dosing 10. Male subjects must practice true abstinence or agree to use a condom during sexual contact with a pregnant female or a female of childbearing potential while participating in the study, during dose interruptions and for 6 months following protocol discontinuation, even if he has undergone a successful vasectomy. 11. Patients must have \< Grade 2 pre-existing peripheral neuropathy (per CTCAE). 12. Ability to understand and the willingness to sign a written informed consent document. Exclusion Criteria: 1. Patients who are receiving any other investigational agents. 2. Patients who have had chemotherapy or radiotherapy within 2 weeks prior to entering the study or those who have not recovered from adverse events due to agents administered more than 4 weeks earlier. 3. Patients with a "currently active" second malignancy other than non-melanoma skin cancers. Patients are not considered to have a "currently active" malignancy if they have completed therapy and are free of disease for ≥ 3 years. 4. Patients with known brain metastases will be eligible as long as they have completed radiation to the brain, and have been off of corticosteroid therapy for at least 7 days. 5. History of allergic reactions attributed to compounds of similar chemical or biologic composition to mifepristone or paclitaxel/nab-paclitaxel. Patients with a history of mild infusion reactions with paclitaxel who were able to continue to receive paclitaxel with corticosteroid premedication will be eligible to participate, as these cases were likely related to cremaphor and not paclitaxel. 6. Mifepristone can both inhibit CYP3A4 and induce CYP3A4. Addition of mifepristone to a pre-existing drug regimen may cause a mild and temporary increase in plasma drug concentration of drugs with significant CYP3A4 metabolism. Medications that are strong inducers of CYP3A4 such as carbamazepine, oxcarbazepine, phenobarbital, phenytoin, primidone, rifabutin, rifampin, rifapentine, St. John's Wort may decrease plasma mifepristone levels. Strong CYP3A4 inhibitor medications are expected to cause the largest increases in plasma mifepristone concentrations. Mifepristone may increase the plasma drug concentration of concomitant medications with metabolism mediated by CYP2C9/CYP2C8. Drugs with the largest increases will be those whose metabolism is largely or solely mediated by CYP2C9/2C8 and include: Non-steroidal Anti-inflammatory drugs (NSAIDs) and warfarin. 7. Uncontrolled intercurrent illness including, but not limited to, ongoing or active infection, symptomatic congestive heart failure, unstable angina pectoris, cardiac arrhythmia, or psychiatric illness/social situations that would limit compliance with study requirements. 8. Pregnant women are excluded from this study because Mifepristone is an abortifacient agent with the potential for teratogenic effects. 9. Because there is an unknown but potential risk for adverse events in nursing infants secondary to treatment of the mother with Mifepristone, breastfeeding should be discontinued if the mother wishes to participate in this study. 10. HIV-positive patients on combination antiretroviral therapy are ineligible because of the potential for pharmacokinetic interactions with Mifepristone. In addition, these patients are at increased risk of lethal infections when treated with marrow-suppressive therapy. Appropriate studies will be undertaken in patients receiving combination antiretroviral therapy when indicated. 11. No history of long-term use of corticosteroids or concurrent short term use of corticosteroids is allowed.