Tislelizumab for the Treatment of Recurrent Mismatch Repair Deficient Endometrial Cancer

Inclusion Criteria: * Able to provide written informed consent and can understand and agree to comply with the requirements of the study and the schedule of assessments * Age \>= 18 years on the day of signing the informed consent form (or the legal age of consent in the jurisdiction in which the study is taking place) * All patients with recurrent endometrial carcinoma, of any histology including clear cell, serous papillary carcinomas, and carcinosarcoma, whose disease is not amenable to definitive local therapy (including surgery and/or radiation therapy) * Patients must have deficient mismatch repair as demonstrated by lack of expression of at least 1 mismatch repair protein by immunohistochemistry, or evidence of microsatellite instability (MSI) high, or evidence of Lynch syndrome * The patient must have a lesion that is amenable to safe biopsy and the patient must agree to pre-and post-treatment biopsies * Patients may have received radiation for the treatment of endometrial cancer * Patient must have recovered from toxicity related to prior treatment to grade 2 or less * At least two weeks should have elapsed since completion of prior chemotherapy or 5 half-lives (whichever is shorter), or 4 weeks from radiation involving the whole pelvis or over 50% of the spine * At least 1 measurable lesion as defined per RECIST v1.1 that is amenable to biopsy * Eastern Cooperative Oncology Group (ECOG) performance status =\< 1 * Absolute neutrophil count (ANC) \>= 1.5 x 10\^9/L (must not have required a blood transfusion or growth factor support =\< 14 days before sample collection at screening) (during screening or =\< 14 days prior to first dose of study drug) * Platelets \>= 75 x 10\^9/L (must not have required a blood transfusion or growth factor support =\< 14 days before sample collection at screening) (during screening or =\< 14 days prior to first dose of study drug) * Hemoglobin \>= 9.0 g/dL (must not have required a blood transfusion or growth factor support =\< 14 days before sample collection at screening) (during screening or =\< 14 days prior to first dose of study drug) * Serum creatinine =\< 1.5 x ULN (upper limit of normal) or estimated glomerular filtration rate \>= 30 mL/min/1.73 m\^2 by Chronic Kidney Disease Epidemiology Collaboration equation (during screening or =\< 14 days prior to first dose of study drug) * Serum total bilirubin =\< 1.5 x ULN (total bilirubin must be \< 3 x ULN for patients with Gilberts syndrome) (during screening or =\< 14 days prior to first dose of study drug) * Aspartate aminotransferase (AST) and alanine aminotransferase (ALT) =\< 3 x ULN (during screening or =\< 14 days prior to first dose of study drug) * Females of childbearing potential must be willing to use a highly effective method of birth control for the duration of the study, and \>= 120 days after the last dose of tislelizumab, and have a negative urine or serum pregnancy test =\< 7 days of first dose of study drug Exclusion Criteria: * Prior therapies targeting PD-1 or PD-L1 * Patients with symptomatic pleural effusion are excluded * Active leptomeningeal disease or uncontrolled brain metastasis. * Following treatment, these patients may then be eligible, provided all other criteria, including those for patients with a history of brain metastases, are met * Active autoimmune diseases or history of autoimmune diseases that may relapse. * Any active malignancy =\< 2 years before first dose of study drug except for the specific cancer under investigation in this study and any locally recurring cancer that has been treated curatively (e.g., resected basal or squamous cell skin cancer, superficial bladder cancer, carcinoma in situ of the cervix or breast) * Any condition that required systemic treatment with either corticosteroids (\> 10 mg daily of prednisone or equivalent) or other immunosuppressive medication =\< 14 days before first dose of study drug * With uncontrolled diabetes or laboratory test abnormalities \> grade 1 in potassium, sodium, or corrected calcium despite standard medical management or \>= grade 3 hypoalbuminemia =\< 14 days before first dose of study drug * With history of interstitial lung disease, non-infectious pneumonitis or uncontrolled diseases including pulmonary fibrosis, acute lung diseases, etc. * With severe chronic or active infections (including tuberculosis infection, etc.) requiring systemic antibacterial, antifungal or antiviral therapy within 14 days prior to randomization or first dose of study drugs * Human immunodeficiency virus (HIV) testing is not required by protocol unless clinically indicated. Known HIV positive patients on effective anti-retroviral therapy with undetectable viral load within 6 months are eligible for this trial * Known clinically significant liver disease, including active viral, alcoholic, or other hepatitis; and cirrhosis. For patients with evidence of chronic hepatitis B virus (HBV) infection, the HBV viral load must be undetectable on suppressive therapy, if indicated. 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 * Any major surgical procedure requiring general anesthesia =\< 28 days before first dose of study drug * Prior allogeneic stem cell transplantation or organ transplantation * Any of the following cardiovascular risk factors: * Cardiac chest pain, defined as moderate pain that limits instrumental activities of daily living, =\< 28 days before first dose of study drug * Symptomatic pulmonary embolism =\< 28 days before first dose of study drug * Any history of acute myocardial infarction =\< 6 months before first dose of study drug * Any history of heart failure meeting New York Heart Association (NYHA) classification III or IV =\< 6 months before first dose of study drug * Any event of ventricular arrhythmia \>= grade 2 in severity =\< 6 months before first dose of study drug * Any history of cerebrovascular accident =\< 6 months before first dose of study drug * Uncontrolled hypertension: systolic pressure \>= 160 mmHg or diastolic pressure \>= 100 mmHg despite anti-hypertension medications =\< 28 days before randomization or first dose of drug * Any episode of syncope or seizure =\< 28 days before first dose of study drug * A history of severe hypersensitivity reactions to tislelizumab * Has received any chemotherapy, immunotherapy (e.g., interleukin, interferon, thymoxin) or any investigational therapies within 14 days or 5 half-lives (whichever is shorter) of the first study drug administration * Has received any herbal medicine used to control cancer within 14 days of the first study drug administration * Was administered a live vaccine =\< 4 weeks before first dose of study drug * Note: Seasonal vaccines for influenza are generally inactivated vaccines and are allowed. Intranasal vaccines are live vaccines, and are not allowed * Underlying medical conditions (including laboratory abnormalities) or alcohol or drug abuse or dependence that, will be unfavorable for the administration of study drug or affect the explanation of drug toxicity or AEs or result in insufficient or might impair compliance with study conduct * Concurrent participation in another therapeutic clinical study