Safety and Efficacy of Fruquintinib Plus Nab-Paclitaxel and Iparomlimab and Tuvonralimab Injection in the Second-Line Treatment for Immunotherapy-experienced Advanced Gastric Cancer

Inclusion Criteria: 1. ≥ 18 years 2. Pathologically or cytologically confirmed diagnosis of gastric cancer (GC) or gastroesophageal junction (GEJ) cancer. 3. Failure of first-line treatment with PD-1/PD-L1 inhibitors 4. With measurable lesions according to RECIST 1.1 criteria. 5. ECOG performance status of 0-1 6. Expected survival ≥3 months; 7. Major organ functions meet the following requirements : * Absolute neutrophil count (ANC) ≥ 1,500/mm³ (1.5 × 10⁹/L) (no growth factors used within 14 days). * Platelet count (PLT) ≥ 100,000/mm³ (100 × 10⁹/L) (no correction therapy used within 7 days). * Hemoglobin (Hb) ≥ 9 g/dL (90 g/L) (no correction therapy used within 7 days). * Serum creatinine ≤ 1.5 × upper limit of normal (ULN). * Total bilirubin (BIL) ≤ 1.5 × upper limit of normal (ULN). * Aspartate aminotransferase (AST/SGOT) and alanine aminotransferase (ALT/SGPT) levels ≤ 2.5 × upper limit of normal (ULN); ≤ 5 × upper limit of normal (ULN) for patients with liver metastases. * Urinalysis is normal, or urine protein \< (++), or 24-hour urine protein level \< 1.0 g. 8. Normal coagulation function, with no history of active bleeding or thrombotic diseases: * International normalized ratio (INR) ≤ 1.5 × ULN. * Activated partial thromboplastin time (APTT) ≤ 1.5 × ULN. * Prothrombin time (PT) ≤ 1.5 × ULN. 9. For patients with potential fertility, the following requirements must be met: * Adopt a medically acceptable contraceptive method (e.g., intrauterine device, oral contraceptives, or condoms) during the study treatment period and for 3 months after the completion of study treatment. * Serum human chorionic gonadotropin (β-HCG) test must be negative within 72 hours prior to study enrollment. * Must not be breastfeeding. 10. Patients must have provided written informed consent, and be willing and able to comply with the scheduled visits, study treatment plan, laboratory tests, and other trial procedures. Exclusion Criteria: 1. History of gastrointestinal perforation and/or fistula within 6 months prior to the first dose of study medication. 2. Uncontrolled pleural, pericardial, or peritoneal effusions requiring repeated drainage. 3. Hypersensitivity to any component of monoclonal antibodies, fruquintinib, or albumin-bound paclitaxel. 4. Receipt of any of the following treatments: 1. Severe adverse reactions to prior immunotherapy. 2. Prior treatment with CTLA4 inhibitors. 3. Any study medication within 4 weeks prior to the first dose of study medication. 4. Concurrent enrollment in another clinical study (excluding observational studies or survival follow-ups of interventional studies). 5. Last dose of anti-cancer therapy ≤ 3 weeks prior to the first study medication, or fixed-field palliative radiotherapy ≤ 2 weeks prior to study intervention. 6. Corticosteroid use (\>10 mg prednisone equivalent/day) within 2 weeks prior to study medication; the investigator may decide on eligibility in special cases. Inhaled/topical steroids and adrenal replacement at \>10 mg/day prednisone equivalent are permitted in the absence of active autoimmune diseases. 7. Anti-tumor vaccines or live vaccines within 4 weeks prior to study medication. 8. Major surgery or severe trauma within 4 weeks prior to study medication. 5. Previous anti-tumor treatment toxicities not recovered to ≤ CTCAE Grade 1 (excluding alopecia) or the specified inclusion/exclusion criteria levels. 6. Central nervous system metastases. 7. History of active autoimmune diseases (e.g., interstitial pneumonia, colitis, hepatitis, hypophysitis, vasculitis, nephritis, hyperthyroidism, hypothyroidism) or a history of such diseases (excluding vitiligo, or childhood asthma/allergies cured and requiring no intervention in adulthood; autoimmune hypothyroidism on stable thyroid replacement; type 1 diabetes on stable insulin). 8. Immunodeficiency history (including HIV-positive status, acquired/congenital immunodeficiency, organ transplantation, or allogeneic bone marrow transplantation). 9. Inadequately controlled cardiovascular symptoms/diseases, including: (1) NYHA Class II or higher heart failure; (2) Unstable angina; (3) Myocardial infarction within 1 year; (4) Clinically significant supraventricular/ventricular arrhythmias (uncontrolled with clinical intervention). 10. Urinalysis showing urine protein ≥++ and confirmed 24-hour urine protein \>1.0 g. 11. Abnormal coagulation (INR \>1.5×ULN or PT \>ULN+4s), with bleeding tendency or thrombolytic/anticoagulant therapy (small-dose low-molecular-weight heparin or oral aspirin for prophylaxis permitted during the trial). 12. Significant clinical bleeding or definite bleeding tendency within 3 months (e.g., gastrointestinal bleeding, hemorrhagic gastric ulcer, vasculitis). If baseline occult blood in stool is positive, re-testing is allowed; endoscopy may be performed based on clinical judgment if positive after re-testing. 13. Active ulcers, unhealed wounds, or fractures. 14. Hypertension inadequately controlled by anti-hypertensive medication (systolic BP ≥140 mmHg or diastolic BP ≥90 mmHg). 15. Severe infection (CTCAE \>Grade 2) within 4 weeks prior to study medication (e.g., severe pneumonia, bacteremia, infectious complications requiring hospitalization); baseline chest imaging showing active pulmonary inflammation, or infection symptoms/signs requiring oral/IV antibiotics within 2 weeks prior to study medication (excluding prophylactic antibiotics). 16. History of interstitial lung disease (excluding radiation pneumonitis or non-infectious pneumonitis not treated with steroids). 17. Active tuberculosis (confirmed by history/CT) or history of active tuberculosis within 1 year prior to enrollment, or untreated active tuberculosis more than 1 year prior to enrollment. 18. History of any other malignant tumor within 5 years prior to study medication (excluding low-risk tumors with \>90% 5-year survival rate, e.g., adequately treated