Gemcitabine Hydrochloride, and Radiation Therapy in Patients With Borderline Resectable Pancreatic Cancer

Inclusion Criteria: * Histologically or cytologically confirmed adenocarcinoma of the pancreas * Only patients that have not received any prior treatment for pancreas cancer are eligible for this treatment protocol * Patients are not required to have measurable disease by traditional Response Evaluation Criteria in Solid Tumors (RECIST) criteria, as lesions in the pancreas are notoriously hard to measure radiographically; however, patients must have disease which is evaluable for resection * Disease should be determined as "borderline resectable" according to the Expert Consensus Statement published by Callery et al: * No distant metastasis * Venous involvement of the superior mesenteric vein (SMV)/portal vein demonstrating tumor abutment with or without impingement and narrowing of the lumen, encasement of the SMV/portal vein but without encasement of the nearby arteries, or short segment venous occlusion resulting from either tumor thrombus or encasement but with suitable vessel proximal and distal to the area of vessel involvement, allowing for safe resection and reconstruction * Gastroduodenal artery encasement up to the hepatic artery with either short segment encasement or direct abutment of the hepatic artery, without extension to the celiac axis * Tumor abutment of the superior mesenteric artery (SMA) not to exceed greater than 180 degrees of the circumference of the vessel wall * Life expectancy of greater than 6 months * Eastern Cooperative Oncology Group (ECOG) performance status =\< 1 (Karnofsky \>= 80%) * Leukocytes \>= 3,000/microliter (mcL) * Absolute neutrophil count \>= 1,500/mcL * Platelets \>= 100,000/mcL * Total bilirubin =\< 2 mg/dl * Aspartate aminotransferase (AST) (serum glutamic oxaloacetic transaminase \[SGOT\])/alanine aminotransferase (ALT) (serum glutamate pyruvate transaminase \[SGPT\]) =\< 2.5 X institutional upper limit of normal * Creatinine within normal institutional limits OR creatinine clearance \>= 60 mL/min/1.73 m\^2 for patients with creatinine levels above institutional normal * Ability to understand and the willingness to sign a written informed consent document * Patients may not be receiving any other concurrent chemotherapy, immunotherapy, or radiotherapy Exclusion Criteria: * Patients who have had prior chemotherapy or radiotherapy for the treatment of pancreas cancer * Patients may not be receiving any other investigational agents * Evidence of extent of pancreatic cancer beyond that defined as "borderline resectable" above (locally advanced or distant disease); peripancreatic lymph node involvement, either confirmed or suspected, will not be considered distant disease unless the lymph node involvement extends outside of the field of resection * Patients with known brain metastases should be excluded from this clinical trial * History of allergic reactions attributed to compounds of similar chemical or biologic composition to 5-fluorouracil, oxaliplatin, irinotecan or gemcitabine * Any concurrent active malignancy other than non-melanoma skin cancers or carcinoma-in-situ of the cervix; patients with previous malignancies but without evidence of disease for \> 3 years will be allowed to enter the trial; patients with a history of a T1a or b prostate cancer (detected incidentally at transurethral resection of the prostate \[TURP\] and comprising less than 5% of resected tissue) may participate if the prostate-specific antigen (PSA) remained within normal limits since TURP removal * Uncontrolled intercurrent illness including, but not limited to, ongoing or active infection, symptomatic congestive heart failure, unstable angina pectoris, cardiac arrhythmia, or psychiatric illness/social situations that would limit compliance with study requirements * Pregnant women are excluded from this study; breastfeeding should be discontinued if the mother is treated * Human immunodeficiency virus (HIV)-positive patients on combination antiretroviral therapy are ineligible