Inclusion Criteria:  Participants that are greater than or equal to 18 years of age For U.S. sites, patients can read and understand English or Spanish; for Canadian site, participants can read and understand English or French Histology confirmed, or clinical suspicion of, invasive epithelial ovarian, fallopian tube, or peritoneal carcinoma. Must be grade 2 or 3. All histologies including serous, endometrioid, clear cell sarcoma, or carcinosarcoma histology is acceptable. Mixed histology also acceptable. Treatment naïve for this cancer diagnosis Planned for neoadjuvant chemotherapy (platinum-based doublet with taxane +/- anti-VEGF antibody) for at least 3 but no more than 5 cycles followed by an interval debulking surgery. [Note: this study evaluates response while on neoadjuvant treatment. The final collection of specimen and questionnaire is at the time of surgery and immediate post-operative state. Therefore, there are no eligibility criteria related to treatment in the adjuvant setting (e.g., intraperitoneal treatment) and adjuvant therapy should proceed as the physician deems appropriate.] Measurable disease as defined by RECIST 1.1, CT scan (with or without contrast) within 12 weeks of study enrollment. Eastern Cooperative Oncology Group (ECOG) performance status of 0,1, or 2 Able to provide tissue biopsy (core or excisional) sufficient for diagnosis and biomarker analysis, may use outside archival tissue if available. If currently using anti-coagulation medication, no contraindication for temporary stoppage of use during the study based on physician judgement Willing and able to swallow pills without difficulty Un-transfused platelet count > 100,000 cells/μL Willing and able to participate in all required evaluations and procedures in this study protocol (e.g. undergoing treatment, scheduled visits and examinations, serum testing, questionnaires, pill log/diary) Absolute neutrophil count > 1.5 x 109 cells/L Hemoglobin > 9.0 g/dL, may use transfusions and the value can be post-transfusion Estimated creatinine clearance of > 30 mL/min, calculated using the formula Cockcroft-Gault [(140-age) x Mass (kg)/(72 x creatinine mg/dL)] x 0.85 for female No severe hepatic impairment defined as AST or ALT elevation < 2.5 x institutional ULN, unless liver metastasis is present < 5 x ULN  Exclusion Criteria:  Definite contraindication for either aspirin use or stopping current aspirin use based on physician's clinical judgment History of vascular event in the last 12 months (e.g., myocardial infarction or unstable angina, stroke, coronary artery angioplasty or stenting, coronary artery bypass graft, relevant [serious or significant] arrhythmias, significant vascular disease, congestive heart failure or vascular interventions). History of hypertensive crisis and/ or uncontrolled HTN, systolic blood pressure > 150 mmHg; diastolic blood pressure > 90mmHg. Participants must have blood pressure < 150/90 mmHg taken in a clinic setting by a medical professional within 2 weeks prior to starting study. Current or history of ulcers which prohibits aspirin consumption, severe hepatic failure, or acute or chronic renal disease where aspirin use is contraindicated History of gastrointestinal or genitourinary bleeding or other bleeding diathesis or coagulopathy within 6 months prior to enrollment of study Uncontrolled erosive esophagitis requiring 2 or more treatments Other cancer diagnosis in the last 3 years other than non-melanoma skin cancer Autoimmune disorder requiring systemic therapy Chronic steroid use defined as 3 weeks in the past year or any length of time in the past 30 days. Other aspirin or NSAID hypersensitivities or contraindications (e.g. allergy) History of bariatric surgery Currently pregnant at the Screening visit or planning on becoming pregnant during the study period Participant is unable to swallow orally administered medication and patients with gastrointestinal disorders likely to interfere with study medication. Metabolism CYP2C9, known G6PD deficient patients