Epcoritamab With Dose Adjusted Etoposide, Cyclophosphamide, Vincristine, Doxorubicin, Prednisone and Rituximab (EPOCH-R) for the Treatment of Aggressive B-Cell Non-Hodgkin Lymphoma

Inclusion Criteria: * Untreated aggressive large-B cell lymphoma (non-Hodgkin lymphoma) with adverse features that may predict sub-optimal response to R-CHOP and in the opinion of the investigator would be treated with dose adjusted (DA)-EPOCH-R as standard of care. Subjects must be planned to receive full course (6 cycles) chemoimmunotherapy as per clinical standard of care. 1 prior cycle of chemoimmunotherapy may be allowed. Composite lymphomas are not excluded provided that the subject has not received prior systemic therapy for the indolent component and would receive DA-EPOCH-R as the standard of care regimen for the aggressive component. Eligible histologies based on 2016 World Health Organization (WHO) classification include: * High grade B-cell lymphoma with MYC and BCL2 and/or BCL6 translocations * High grade B-cell lymphoma, not otherwise specified (NOS) * Diffuse large b-cell lymphoma (DLBCL) NOS * Primary mediastinal B-cell lymphoma * T-cell/histiocyte-rich large-B-cell lymphoma * Epstein Barr virus (EBV) + DLBCL, NOS * Burkitt lymphoma * B-cell lymphoma, unclassifiable, with features intermediate between DLBCL and classical Hodgkin lymphoma * Be willing and able to provide written informed consent for the trial * Be ≥ 18 years of age on day of signing informed consent * Have measurable disease, including at least 1 nodal site measuring 1.5 cm or 1 extranodal site measuring 1.0 cm in longest dimension on CT or FDG-PET * Have a performance status of 0-2 on the Eastern Cooperative Oncology Group (ECOG) performance scale (PS) at time of enrollment * Left ventricular ejection fraction (LVEF) ≥ 50% on cardiac multiple-gated acquisition (MUGA) scan or cardiac echocardiogram (ECHO) * Absolute neutrophil count (ANC) ≥ 1,000/μL except in cases of marrow infiltration by lymphoma * Platelets ≥ 75,000 / mcL except in cases of marrow infiltration by lymphoma or hypersplenism * Hemoglobin ≥ 8 g/dL except in cases of marrow infiltration by lymphoma without red blood cell (RBC) transfusion within 14 days of first treatment * Measured or calculated\* creatinine clearance (glomerular filtration rate \[GFR\] can also be used in place of creatinine clearance \[CrCl\]) ≥ 45 mL/min * Creatinine clearance should be calculated per institutional standard * Serum total bilirubin ≤ 1.5 X upper limit of normal (ULN) (Patients with documented Gilbert disease may be enrolled if total bilirubin ≤ 3.0 x ULN) OR direct bilirubin ≤ ULN for subjects with total bilirubin levels \> 1.5 ULN * Aspartate aminotransferase (AST) (serum glutamic oxaloacetic transaminase \[SGOT\]) and alanine aminotransferase (ALT) (serum glutamic pyruvic transaminase \[SGPT\]) ≤ 2.5 X ULN OR ≤ 5 X ULN for subjects with liver involvement * International Normalized Ratio (INR) ≤ 1.5 X ULN unless subject is receiving anticoagulant therapy as long as PT or PTT is within therapeutic range of intended use of anticoagulants or prothrombin Time (PT) ≤ 1.5 X ULN unless subject is receiving anticoagulant therapy * For women of childbearing potential: agreement to remain abstinent (refrain from heterosexual intercourse) or use contraceptive methods that result in a failure rate of ≤ 1% per year during the treatment period and for at least 12 months after the last dose of study treatment. Women must refrain from donating eggs during this same period. A woman is considered to be of childbearing potential if she is post-menarcheal, has not reached a postmenopausal state (≤ 12 continuous months of amenorrhea with no identified cause other than menopause), and has not undergone surgical sterilization (removal of ovaries and/or uterus). The definition of childbearing potential may be adapted for alignment with local guidelines or requirements. Examples of contraceptive methods with a failure rate of ≤ 1% per year include bilateral tubal ligation, male sterilization, hormonal contraceptives that inhibit ovulation, hormone-releasing intrauterine devices, and copper intrauterine devices. The reliability of sexual abstinence should be evaluated in relation to the duration of the clinical trial and the preferred and usual lifestyle of the patient. Periodic abstinence (e.g., calendar, ovulation, symptothermal, or post-ovulation methods) and withdrawal are not acceptable methods of contraception * For women of childbearing potential, a negative serum pregnancy test result during screening period. Women who are considered not to be of childbearing potential are not required to have a pregnancy test * For men: agreement to remain abstinent (refrain from heterosexual intercourse) or use a condom, and agreement to refrain from donating sperm, as defined below: With female partners of childbearing potential or pregnant female partners, men must remain abstinent or use a condom during the treatment period and for at least 6 months after the last treatment. Men must refrain from donating sperm during this same period. The reliability of sexual abstinence should be evaluated in relation to the duration of the clinical trial and the preferred and usual lifestyle of the patient. Periodic abstinence (e.g., calendar, ovulation, symptothermal, or postovulation methods) and withdrawal are not acceptable methods of preventing drug exposure. Male patients considering preservation of fertility should bank sperm before study treatment Exclusion Criteria: * Contraindication to any of the individual components of EPOCH-R, including, or history of severe allergic or anaphylactic reactions to humanized or murine monoclonal antibodies, or known sensitivity or allergy to murine products or if receiving an additional 6 cycles of anthracycline would place patient over the anthracycline lifetime cumulative dose (400 mg/m\^2) * Prior systemic treatment for lymphoma. Prior radiotherapy is allowed provided that this site is not used as a measurable site to assess response * Transformation from indolent lymphoma is allowed provided that the subject has not received prior systemic therapy for their lymphoma and the aggressive component meets one of the criteria listed in inclusion criterion * Prior organ transplantation * Current grade \> 1 peripheral neuropathy by clinical examination or demyelinating form of Charcot-Marie-Tooth disease * Prior systemic therapy for indolent lymphoma * Prior therapy for large B-cell lymphoma except for patients who require lymphoma symptom control during screening may receive steroids and/or 1 cycle of chemoimmunotherapy in the following manner: * Up to 30 mg/day of prednisone or equivalent may be used for lymphoma symptom control during screening, including prior to finalization of staging (not included as part of pre-phase treatment). If glucocorticoid treatment is urgently required at higher doses for lymphoma symptom control prior to the start of study treatment, tumor assessments must be completed prior to initiation of \> 30-100 mg/day of prednisone or equivalent. Prednisone \> 30-100 mg/day or equivalent may be given for a maximum of 7 days as a pre-phase treatment. If patients exceed the allowed dosing of corticosteroids, patients may still be eligible for the study provided that baseline imaging is performed (or repeated) after completion of the course of higher dose of steroids. Allowed corticosteroid dosing resets from the point of imaging forward and patients who do not exceed the allowed corticosteroid dosing from the point of imaging until initiation of study treatment may enroll. A maximum of 1 cycle of chemoimmunotherapy is allowed if needed for urgent disease stabilization if patient had staging PET/CT and LVEF evaluation prior to chemoimmunotherapy; in this situation patients will receive therapy on study starting with C1D8 epcoritamab provided the next cycle of EPOCH-R chemotherapy will not be delayed by \> 7 days * History of other malignancy that could affect compliance with the protocol or interpretation of results except with permission of the principal investigator. The following are eligible without a specific waiver: * Patients with a history of curatively treated basal or squamous cell carcinoma or melanoma of the skin or in situ carcinoma of the cervix at any time prior to the study are eligible. * Patients with any malignancy appropriately treated with curative intent and the malignancy has been in remission without treatment for ≥ 2 years prior to enrollment are eligible. * Patients with low-grade, early-stage prostate cancer (Gleason score 6 or below, stage 1 or 2) with no requirement for therapy at any time prior to study are eligible * Evidence of significant, uncontrolled, concomitant diseases that could affect compliance with the protocol or interpretation of results, including significant cardiovascular disease (such as New York Heart Association Class III or IV cardiac disease, myocardial infarction within the last 6 months, unstable arrhythmias, or unstable angina) or pulmonary disease (including obstructive pulmonary disease and history of bronchospasm) * Recent major surgery (within 4 weeks prior to the start of cycle 1), other than for diagnosis * History or presence of an abnormal electrocardiogram (ECG) that is clinically significant in the investigator's opinion, including complete left bundle branch block, second- or third degree heart block, or evidence of prior myocardial infarction in the last 6 months * Known active bacterial, viral, fungal, mycobacterial, parasitic, or other infection (excluding fungal infections of nail beds) which requires systemic treatment. Patients may proceed with screening during treatment for infection, but systemic treatment must be completed by cycle 1 day 1. * If a subject has signs/symptoms suggestive of SARS-CoV-2 infection, the subject must have a negative molecular (e.g., polymerase chain reaction \[PCR\]) test or 2 negative antigen test results at least 24 hours apart. Subjects who do not meet SARS-CoV-2 infection eligibility criteria must be screen-failed and may only rescreen if the following have been met: * At least 10 days since first positive test result have passed in asymptomatic patients or at least 10 days since recovery, defined as resolution of fever without use of antipyretics and improvement in symptoms * Positive test results for chronic hepatitis B infection (defined as positive hepatitis B surface antigen \[HBsAg\] serology): * Patients with occult or prior hepatitis B infection (defined as positive total hepatitis B core antibody and negative HBsAg) may be included if hepatitis B virus (HBV) deoxyribonucleic acid (DNA) is undetectable at the time of screening. These patients must be willing to undergo monthly DNA testing and appropriate antiviral therapy as indicated by institutional standard * Positive test results for hepatitis C (hepatitis C virus \[HCV\] antibody serology testing) * Patients positive for HCV antibody are eligible only if polymerase chain reaction (PCR) is negative for HCV ribonucleic acid (RNA) * History of uncontrolled HIV * Patients with known diagnosis of HIV must have undetectable viral load and be on anti-retroviral therapy * Patients with a history of progressive multifocal leukoencephalopathy * Patients with known active central nervous system lymphoma * Patients needing a treatment regimen which would require use of mid-cycle high dose IV methotrexate for central nervous system (CNS) prophylaxis in the opinion of the treating provider * Pregnancy or lactation or intending to become pregnant during study