Perioperative Chemotherapy Plus Trastuzumab Plus Toripalimab in HER2 Positive Locally Advanced Gastric or Esophagogastric Junction Adenocarcinoma

Inclusion Criteria: * Voluntary participation in the clinical study; fully understands and is informed of the study and has signed the Informed Consent Form (ICF). * The gender is not limited. Age: ≥ 18 years and ≤ 80 years old. * Gastric or esophagogastric junction adenocarcinoma confirmed by pathology. * HER2-positive status defined as either IHC score of 3+ or IHC 2+ with amplification proven by fluorescent in situ hybridization (FISH) based on pretreatment endoscopic biopsies. * Clinical stage at presentation: cT2-T4b, N+/-, M0 as determined by AJCC staging system, 8th edition. * The definition of metastatic lymph nodes: a lymph node must be ≥ 10mm in short axis when assessed by CT scan (CT scan slice thickness recommended to be no greater than 5 mm) according to the guideline of Response Evaluation Criteria in Solid Tumours (RECIST version 1.1) * Participants with a performance status of 0 \~ 1 on the Eastern Cooperative Oncology Group (ECOG) within 7 days before the first dose of study treatment. * Life expectancy ≥ 6 months. * Agreement of providing pretreatment endoscopic biopsies specimens and surgical specimens for biomarker analysis, as well as the peripheral blood, feces and urine sample. * The functions of the vital organs meet requirements as follow (within 14 days before the first dose of study treatment, participant has not received treatment of recombinant human thrombopoietin or granulocyte stimulating factor): 1. Hematological function： * White blood cell count (WBC): 3.5 × 10 \^ 9 / L \~12.0 × 10 \^ 9 / L； * Absolute neutrophil count (ANC) ≥ 1.5 × 10 \^ 9 / L； * Platelet count (PLT) ≥ 100 × 10 \^ 9 / L； * Hemoglobin (Hb) ≥ 90 g / L. 2. Hepatic function： * Total bilirubin (TBIL) ≤ 1.5 × ULN (upper limit of normal); * Aspartate aminotransferase (AST) ≤ 2.5 × ULN; * Alanine aminotransferase (ALT) ≤ 2.5 × ULN; * Albumin (ALB) ≥ 30 g / L. 3. Renal function： * Creatinine (Cr) ≤ 1.5 × ULN, or creatinine clearance ≥ 60 ml / min for those with creatinine level \> 1.5 × ULN. 4. Coagulation function： * International normalized ratio (INR) ≤ 1.5; * Prothrombin time (PT) and activated partial thromboplastin time (APTT) ≤ 1.5 × ULN. 5. Cardiac function: * The left ventricular ejection fraction (LVEF) value ≥ 55 %, as assessed by echocardiography * Female of childbearing age must meet requirements: urine or serum pregnancy test must be negative within 7 days before the first dose of study treatment, and she must agree to use adequate contraception methods or keep abstinence (starting with the ICF is signed through 120 days after the last dose of toriplimab, or 210 days after the last dose of trastuzumab, or 180 days after the last dose of chemotherapy, whichever is longer, and should not be breastfeeding. For the male participants must meet requirements: agree to use adequate contraception methods or keep abstinence (starting with the ICF is signed through 120 days after the last dose of toriplimab, or 210 days after the last dose of trastuzumab, or 180 days after the last dose of chemotherapy, whichever is longer). Exclusion Criteria: * Prior systemic therapy for treatment of gastric cancer (surgery, chemotherapy, radiotherapy, targeted therapy or immunotherapy). * Previous or concurrent have other active malignant tumors within the past 5 years (except for basal cell or squamous cell carcinoma of the skin, superficial bladder cancer, prostate cancer or cervical cancer or breast cancer in situ that has undergone curative therapy). * Participants with gastric outlet obstruction, or unable for oral take, or severe gastrointestinal bleeding. * Myocardial infarction within 6 months before the first dose of study treatment, uncontrolled angina, arrhythmia which need medical intervention (including but not limited to cardiac pacemaker), congestive heart failure (New York Heart Association (NYHA) class III or IV). * Existence of chronic diarrhea (watery diarrhea: ≥ 5 times per day). * Participants with active infection within 14 days before the first dose of study treatment which need medical intervention. * Participants with active tuberculosis. * Previous or concurrent diagnosed with interstitial lung disease by imaging or symptoms. * Any of the following test is positive: Human Immunodeficiency Virus (HIV) antibody, Hepatitis B surface Antigen (HBsAg), or Hepatitis C Virus (HCV) antibody. * Participants who need long-term systemic steroid therapy (\> 10 mg/d prednisone equivalent) or any other form of immunosuppressive therapy within 14 days before the first dose of study treatment or during the study period. * Concurrent or previous have severe allergic reaction to any antibody-based drugs. * Existence of any concurrent autoimmune disease, excepting participants with diabetes mellitus type I, hypothyroidism requiring only hormone replacement therapy. * Receive live vaccines within 28 days before the first dose of study treatment or during the study period, excepting inactivated viral vaccines for seasonal influenza. * Known history of allogeneic organ transplantation and allogeneic hematopoietic stem cell transplantation. * Existence of systemic disease that is difficult to control despite treatment with several agents, for example, diabetes mellitus, hypertension, etc. * Existence of other serious physical or mental diseases or serious laboratory abnormalities that may increase the risk of participating in the study. Participants who were judged unsuitable as subjects of this trial by investigator.