Neoadjuvant TIL- and Response-Adapted Chemoimmunotherapy for TNBC (NeoTRACT)

Inclusion Criteria: Ability of participant OR Legally Authorized Representative (LAR) to understand this study, and participant or LAR willingness to sign a written informed consent Female subjects 18-70 years of age Histologically confirmed cT1c-T3 cN0-N2 cM0 TNBC The invasive tumor must be hormone receptor poor, defined as both estrogen receptor (ER) and progesterone receptor staining in ≤ 10% of invasive cancer cells by IHC The invasive tumor must be HER2-negative based on the current ASCO-CAP guidelines No previous ipsilateral breast surgery for the current breast cancer No previous chemotherapy, immunotherapy, endocrine therapy, or radiotherapy for the current breast cancer ECOG Performance Status 0 - 1 documented within 10 days prior to the start of study treatment Breast and axillary imaging (including ultrasound and MRI) within 30 days prior to treatment initiation Subjects with clinically and/or radiographically abnormal axillary or internal mammary lymph nodes should have pathologic confirmation of disease status with image-guided biopsy or fine needle aspiration Have provided archival breast tumor tissue Staging to rule out metastatic disease is suggested for patients with clinical TNM stage III disease Subjects with bilateral synchronous TNBC are eligible if they meet other eligibility criteria No baseline neuropathy greater than grade 2 Patients are not pregnant, not breastfeeding, and either not a woman of childbearing potential or agrees to follow specific contraceptive guidelines during the treatment period and for at least 120 days after the last dose of study treatment Adequate hematologic, hepatic, and renal function assessed ≤ 10 days from treatment initiation LVEF ≥ 50% by echocardiogram or MUGA scan Exclusion Criteria: Current or anticipated use of other investigational agents while participating in this study Subject has previously received chemotherapy, immunotherapy, endocrine therapy, radiotherapy, or surgery for this breast cancer Subject has clinically or radiographically detected metastatic disease Subject has inflammatory breast cancer Subject has a concurrent or previous malignancy within the last five years (patients with squamous cell or basal cell carcinoma of the skin, ductal carcinoma in situ (DCIS) of the breast, or carcinoma in situ (CIS) of the uterine cervix who have undergone definitive therapy are not excluded from participation) History of allergic reactions attributed to doxorubicin, cyclophosphamide, carboplatin, or docetaxel History of severe (≥ grade 3) hypersensitivity to pembrolizumab or any of its excipients Prior treatment with an anti-PD-1, anti-PD-L1, anti-PD-L2 inhibitor or with an agent directed to another stimulatory or co-inhibitory T-cell receptor (e.g., CTLA4, OX40, CD137) If participant has received major surgery, they must have recovered adequately from the toxicity and/or complications from the intervention prior to starting study treatment. Subject has received a live vaccine within 30 days prior to treatment initiation Subject is currently receiving treatment or has received treatment with an investigational agent within four weeks prior to treatment initiation, or has used an investigational device within four weeks prior to treatment initiation Has a diagnosis of immunodeficiency or is receiving chronic steroid therapy (in doses exceeding 10 mg daily prednisone equivalent) or any other form of immunosuppressive therapy within seven days prior to the first dose of pembrolizumab Active autoimmune disease that has required systemic treatment (e.g., disease-modifying agents, corticosteroids, immunosuppressive drugs) in the past two years Currently has or has history of (within the past one year) non-infectious pneumonitis requiring steroids Active infection requiring systemic therapy Known history of human immunodeficiency virus (HIV) infection Active hepatitis B (defined as HBsAg reactive) or hepatitis C (detectable HCV RNA) History or current evidence of any condition, therapy, or laboratory abnormality that might confound the results of this study, interfere with the subject's participation for the full duration of the study, or it is not in the best interest of the subject to participate, in the opinion of the treating investigator Subject has known psychiatric or substance abuse disorder(s) that would interfere with cooperation with the requirements of the study Subject is pregnant or breastfeeding or expecting to conceive within the projected duration of the study, starting with the screening visit through 120 days after the last dose of trial treatment Inadequate hematologic, renal, hepatic, or cardiac function. Myocardial infarction, unstable angina pectoris, an arterial thrombotic event, stroke, or transient ischemic attack within the past 12 months, uncontrolled hypertension (systolic BP > 160 mmHg, diastolic BP > 90 mmHg), uncontrolled or symptomatic arrythmia, or greater than grade 2 peripheral vascular disease