Inclusion Criteria:
* EARLY HER2 POSITIVE (+) BREAST CANCER COHORT: Female or male with a diagnosis of biopsy proven invasive breast cancer HER2+, hormone (estrogen and progesterone)-receptor positive or negative. The HER2 status (following American Society of Clinical Oncology \[ASCO\]/College of American Pathologists \[CAP\] guidelines) and hormone-receptor status will be determined according to institutional (local) guidelines
* EARLY TNBC COHORT: Female or male with a diagnosis of biopsy proven invasive TNBC (estrogen and progesterone receptor \< 10%). The HER2 status (following ASCO/CAP guidelines) and hormone-receptor status will be determined according to institutional (local) guidelines
* FOR BOTH HER2+ AND TNBC COHORTS: Invasive breast cancer of any tumor histologic grade and/or nuclear grade, and any tumor histological subtype including but not limited to infiltrating ductal carcinoma, infiltrating lobular carcinoma, mucinous carcinoma, papillary carcinoma, tubular carcinoma, metaplastic carcinoma, and mixed histology
* FOR BOTH HER2+ AND TNBC COHORTS: Clinical tumor stage (per American Joint Committee on Cancer \[AJCC\] 8th edition): T1-4, N0-2a, M0. Patients who have a diagnosis of inflammatory breast cancer are eligible. Patients should not have clinical evidence of locoregional or distant metastatic breast cancer
* EARLY HER2+ BREAST CANCER COHORT: Have completed NST with a trastuzumab plus pertuzumab and chemotherapy-based regimen (for example, docetaxel plus minus carboplatin plus trastuzumab plus pertuzumab known as the docetaxel/pertuzumab/trastuzumab \[THP\]/carboplatin/paclitaxel/pertuzumab/trastuzumab \[TCHP\] regimens) followed by definitive breast surgery where the surgical pathology reports a pCR (ypT0-Tis, ypN0) and are willing to discontinue adjuvant trastuzumab plus pertuzumab
* EARLY TNBC COHORT: Have completed NST with a pembrolizumab plus chemotherapy-based regimen (for example, the KEYNOTE-522 regimen which is paclitaxel plus carboplatin plus pembrolizumab followed by doxorubicin plus cyclophosphamide plus pembrolizumab) followed by definitive breast surgery where the surgical pathology reports a pCR (ypT0-Tis, ypN0) and are willing to discontinue adjuvant pembrolizumab
* The surgical pathology report needs to show a pCR (ypT0-Tis, ypN0) for a patient to be able to participate in this study and all enrolled patients should be willing to discontinue standard adjuvant systemic therapy
* FOR BOTH HER2+ AND TNBC COHORTS: Adequate archival tumor tissue from the core diagnostic biopsy (per Personalis)
* FOR BOTH HER2+ AND TNBC COHORTS: Age ≥ 18 years
* FOR BOTH HER2+ AND TNBC COHORTS: Eastern Cooperative Oncology Group (ECOG) performance status ≤ 2 (Karnofsky ≥ 60%)
* FOR BOTH HER2+ AND TNBC COHORTS: Absolute neutrophil count ≥ 1,000/mcL
* FOR BOTH HER2+ AND TNBC COHORTS: Hemoglobin ≥ 9.0 g/dL
* FOR BOTH HER2+ AND TNBC COHORTS: Platelets ≥ 100,000/mcL
* FOR BOTH HER2+ AND TNBC COHORTS: Total bilirubin ≤ 1.5 institutional upper limit of normal (ULN); patients with Gilbert's syndrome (if direct bilirubin \<1.5 x institutional ULN)
* FOR BOTH HER2+ AND TNBC COHORTS: Aspartate aminotransferase (AST)(serum glutamic oxaloacetic transaminase \[SGOT\])/ alanine aminotransferase (ALT) (serum glutamic pyruvic transaminase \[SGPT\]) ≤ 3 × institutional ULN
* FOR BOTH HER2+ AND TNBC COHORTS: Creatinine ≤ 1.5 mg/dL
* FOR BOTH HER2+ AND TNBC COHORTS: For patients with evidence of chronic hepatitis B virus (HBV) infection, the HBV viral load must be undetectable on suppressive therapy, if indicated
* FOR BOTH HER2+ AND TNBC COHORTS: Patients with a history of hepatitis C virus (HCV) infection must have been treated and cured. For patients with HCV infection who are currently on treatment, they are eligible if they have an undetectable HCV viral load
* FOR BOTH HER2+ AND TNBC COHORTS: Human immunodeficiency virus (HIV)-infected patients on effective anti-retroviral therapy with undetectable viral load within 6 months are eligible
* FOR BOTH HER2+ AND TNBC COHORTS: Pre- and postmenopausal women are eligible
* FOR BOTH HER2+ AND TNBC COHORTS: Ability to understand and the willingness to sign a written informed consent document
Exclusion Criteria:
* Patients with tumor stage of cN2b or cN3 are not eligible
* History of other malignancies besides breast cancer within the past 5 years, except cervical cancer in situ, melanoma in situ, basal cell carcinoma of the skin, or squamous cell carcinoma of the skin
* Patients who are receiving any other anti-cancer investigational agents
* Patients with known cancer metastases from any site
* Patients with uncontrolled intercurrent illness including but not limited to active infection, symptomatic congestive heart failure, unstable angina pectoris, symptomatic cardiac arrythmias
* Patients with psychiatric illness/social situations that would limit compliance with study requirements
* Blood transfusion within 2 weeks before collection of blood for ctDNA testing
* Patients who have received 4 or more cycles of SOC adjuvant trastuzumab/pertuzumab (HER2+) or 4 or more cycles of SOC adjuvant pembrolizumab (TNBC)
* Pregnant women are not eligible to participate in this study