Inclusion Criteria:
* Sign on the informed consent form (ICF)
* Histologically confirmed esophagogastric junction Adenocarcinoma (AEG, Type Siewert I/II/ III), the stage is locally advanced cT1b-2N+ or T3-4Nany that the investigator judges it to be resectable (1. CT or MRI assessment shows no invasion of adjacent organs or tissues, 2. No peritoneal metastasis occurs, 3. There are surgical indications) (Note: If bone lesions are suspected, a bone scan is required; if peritoneal carcinomatosis is suspected, laparoscopy is required to confirm; if T3-T4 subjects have diffuse tissue types, diagnostic laparoscopy is also required))
* No previous systematic treatment
* At least one measurable lesion according to RECIST 1.1.
* ECOG PS: 0-1
* The functions of important organs meet the following requirements：Absolute neutrophil count ≥ 1.5 × 109/L； Platelet ≥ 100 × 109/L； Hemoglobin ≥ 90g / l; ALT and AST ≤ 2.5 times ULN; TBIL ≤ 1.5 times ULN; Serum creatinine ≤ 1.5 times ULN or creatinine clearance ≥ 60ml / min; INR ≤ 1.5, APTT ≤ 1.5 times ULN; No obvious abnormality on electrocardiogram.
* Male subjects and women of childbearing age must take contraceptive measures from the first dose to the last 3 months of use of the study drug.
Exclusion Criteria:
* Histologically confirmed Squamous cell carcinoma or mixed type.
* Distant metastasis: If peritoneal cancer or ascites is suspected by imaging, histological or cytological confirmation such as laparoscopic exploration is required.
* Medical history and complications: 1.Having contraindications to surgical resection of esophagogastric junction cancer 2.Having any known active autoimmune diseases 3.Having any complications that require systemic treatment with glucocorticoids such as prednisone (\>10 mg/day) or have used immunosuppressive drugs within 14 days before the first dose
* Having received tumor vaccines or other immune-activating anti-tumor drugs (such as interferon, interleukin, thymosin or immune cell therapy) within 1 month before the first dose 4.Having participated in other clinical trials or have received drug interventions from other clinical trials within 4 weeks before the first dose 5.Having other malignant tumors that need treatment 6.Having a history of severe cardiovascular disease 7.Having a known history of allogeneic organ transplantation and allogeneic hematopoietic stem cell transplantation
* Severe allergic reaction to drugs (Adbrelimab, Capecitabine, Oxaliplatin).
* The subjects were innate or acquired immunodeficiency (such as HIV), or active hepatitis (hepatitis B reference: HBsAg) positive; Hepatitis C reference: HCV antibody positive.
* According to the judgment of the researcher, the subject has other factors that may lead to the forced midway termination of this study, such as other serious diseases (including mental diseases) requiring combined treatment, serious laboratory abnormalities, accompanied by family or social factors, which will affect the safety of the subject, or the collection of data and samples.
