High Dose Radiation Therapy With Pembrolizumab and Chemotherapy for the Treatment of Patients With PD-L1 Positive Metastatic Triple Negative Breast Cancer

Inclusion Criteria: * Biopsy proven metastatic PD-L1 positive triple negative breast cancer with at least 2 sites of measurable metastatic disease on imaging * Estrogen receptor (ER) and progesterone receptor (PR) negativity are defined as ≤ 10% of cells expressing hormonal receptors via immunohistochemistry (IHC) analysis * HER2 negativity is defined as either of the following by local laboratory assessment * In situ hybridization (ISH) non-amplified (ratio of HER2 to CEP17 \< 2.0 or single probe average HER2 gene copy number \< 4 signals/cell) or * IHC 0 or IHC 1+. If more than one test result is available and not all results meet the inclusion criterion definition, all results should be discussed with the Medical Monitor to establish eligibility of the patient * PD-L1 positive as defined by Dako 22c3 assay PD-L1 combined positive score (CPS) ≥ 10 * Appropriate stage for study entry based on the following diagnostic workup: * History and physical examination within 60 days prior to registration * Clinical grade CT scans of the chest, abdomen, and pelvis with radionuclide bone scan or whole body positron emission tomography (PET)/CT documenting metastatic disease within 4 weeks of the start of radiotherapy on this protocol with or without magnetic resonance imaging (MRI), as needed, documenting site of metastatic disease to be treated on protocol * Patient must be eligible for radiotherapy as determined by their treating physician * Patient must be eligible for immunotherapy and taxane chemotherapy as determined by their treating physician * At least 1 metastatic site amenable to high dose radiotherapy * Be willing and able to provide written informed consent for the trial * Ages ≥ 18 years of age * Biopsy proven metastatic PD-L1 positive triple negative breast cancer with at least 2 sites of measurable metastatic disease on imaging * Estrogen receptor (ER) and progesterone receptor (PR) negativity are defined as ≤ 10% of cells expressing hormonal receptors via immunohistochemistry (IHC) analysis * HER2 negativity is defined as either of the following by local laboratory assessment * In situ hybridization (ISH) non-amplified (ratio of HER2 to CEP17 \< 2.0 or single probe average HER2 gene copy number \< 4 signals/cell) or * IHC 0 or IHC 1+. If more than one test result is available and not all results meet the inclusion criterion definition, all results should be discussed with the Medical Monitor to establish eligibility of the patient * PD-L1 positive as defined by Dako 22c3 assay PD-L1 combined positive score (CPS) ≥ 10 * Appropriate stage for study entry based on the following diagnostic workup: * History and physical examination within 60 days prior to registration * Clinical grade CT scans of the chest, abdomen, and pelvis with radionuclide bone scan or whole body positron emission tomography (PET)/CT documenting metastatic disease within 4 weeks of the start of radiotherapy on this protocol with or without magnetic resonance imaging (MRI), as needed, documenting site of metastatic disease to be treated on protocol * Patient must be eligible for radiotherapy as determined by their treating physician * Patient must be eligible for immunotherapy and taxane chemotherapy as determined by their treating physician * At least 1 metastatic site amenable to high dose radiotherapy * Be willing and able to provide written informed consent for the trial * Ages ≥ 18 years of age * Eastern Cooperative Oncology Group (ECOG) performance status (PS) of 0-2, Karnofsky performance status (KPS) ≥ 60% * Measurable disease by Response Evaluation Criteria in Solid Tumors (RECIST, version 1.1) * Absolute neutrophil count ≥ 1500/mcL (obtained within 14 days prior to first study treatment) * Platelet count ≥ 100,000/mcL (obtained within 14 days prior to first study treatment) * Hemoglobin ≥ 9.0 g/dL (obtained within 14 days prior to first study treatment) (Note: The use of transfusion or other intervention to achieve hemoglobin \[Hgb\] ≥ 9.0g/dL is acceptable) * Aspartate aminotransferase (AST), alanine aminotransferase (ALT) ≤ 2.5 x the upper limit of normal (ULN) with the following exceptions (obtained within 14 days prior to first study treatment): \* Patients with documented liver metastases: AST and ALT ≤ 5 x ULN * Serum bilirubin ≤ 1.5 x ULN (obtained within 14 days prior to first study treatment) \* Patients with known Gilbert disease who have serum bilirubin level ≤ 3 x ULN may be enrolled * Calculated creatinine clearance ≥ 30 mL/min (obtained within 14 days prior to first study treatment) * For females of child-bearing potential, negative serum or urine pregnancy test within 14 days prior to radiation simulation * The patient or a legally authorized representative must provide study-specific informed consent prior to study entry * Prior Treatment: * Patients may or may not have received radiotherapy or neoadjuvant or adjuvant chemotherapy in the treatment of their initial, non-metastatic breast cancer, but must be entered on study after their last dose of radiotherapy, last cycle of chemotherapy and biologic therapy (if applicable) and have sufficient resolution of side effects per physician assessment at time of radiotherapy. Prior immunotherapy for treatment of early stage breast cancer is allowed if metastatic recurrence occurs ≥ 6 months after last dose of immunotherapy * Patients must have not active wound healing issues from surgery and sufficient resolution of surgical side effects, per physician assessment, at time of radiotherapy * Patients are not eligible if they have received chemotherapy in the advanced/metastatic setting * During radiotherapy, no other investigation or commercial agents or therapy for cancer other than bisphosphonate or receptor activator nuclear kappaB ligand (RANK-L) inhibitor, pembrolizumab, and nab-paclitaxel, paclitaxel, carboplatin or gemcitabine should be administered * Patients may have received bisphosphonates or rank ligand inhibitors prior to enrollment on study Exclusion Criteria: * Prior chemotherapy or targeted therapy for metastatic triple negative breast cancer before start of pembrolizumab plus partner chemotherapy. Prior chemotherapy (including taxanes) administered in the context of curative therapy (if treatment was completed \> 6 months) prior to enrollment into the trial is allowed * Previous radiation to the metastases to be treated with radiation on this protocol * Untreated central nervous system (CNS) disease (patients with stable CNS disease for at least 28 days and asymptomatic treated CNS metastases are permitted) * Uncontrolled pleural effusion, pericardial effusion or ascites \* Patients with indwelling catheters (e.g., Pleurx) are allowed * Uncontrolled hypercalcemia (\> 1.5 mmol/L ionized calcium or calcium \> 12 mg/dL or corrected serum calcium \> ULN) or symptomatic hypercalcemia requiring continued use of bisphosphonate therapy or denosumab \* Patients who are receiving bisphosphonate therapy specifically to prevent skeletal prevents and who do not have a history of clinically significant hypercalcemia are eligible * History (Hx) of autoimmune disease that has required systemic treatment (i.e. with use of disease modifying agents, corticosteroids or immunosuppressive drugs). Replacement therapy (e.g.., thyroxine, insulin, or physiologic corticosteroid replacement therapy for adrenal or pituitary insufficiency, etc.) is not considered a form of systemic treatment * Use of chronic systemic glucocorticoid or immunosuppressive medications at time of enrollment (prednisone or equivalent steroid dose of \> 10mg for \> 2 weeks) * Prior allogeneic stem cell or solid organ transplantation * Severe, active co-morbidity such as congestive heart failure (CHF) or unstable angina within last 6 months, transmural myocardial infarction (MI) within the last 6 months * Acute bacterial or fungal infection requiring IV antibiotics at time of registration * History of idiopathic pulmonary fibrosis (including pneumonitis), drug-induced pneumonitis, organizing pneumonia (i.e., bronchiolitis obliterans, cryptogenic organizing pneumonia), or evidence of active pneumonitis on screening chest CT scan \* History of radiation pneumonitis in the radiation field (fibrosis) is permitted * Chronic obstructive pulmonary disease (COPD) or other respiratory illness requiring hospitalization at time of registration * HIV positive with CD4 count \< 200 cells/ microliter * Has a known additional malignancy that is progressing or requires active treatment. Exceptions include basal cell carcinoma of the skin or squamous cell carcinoma of the skin that has undergone potentially curative therapy. Indolent cancers (such as low risk prostate or in-situ cancers) that are not being treated, are acceptable * Has a history or current evidence of any condition, therapy, or laboratory abnormality that might confound the results of the trial, interfere with the subject's participation for the full duration of the trial, or is not in the best interest of the subject to participate, in the opinion of the treating investigator. Examples include: * Major surgical procedure within 28 days prior to randomization or anticipation of the need for a major surgical procedure during the course of the study other than for diagnosis * Known hypersensitivity to nab-paclitaxel or to any of the excipients * Has known psychiatric or substance abuse disorders that would interfere with cooperation with the requirements of the trial * Is pregnant or breastfeeding, or expecting to conceive or father children within the projected duration of the trial, starting with the pre-screening or screening visit through 90 days after the last dose of trial treatment