Short-course Radiotherapy Followed by AK112 and CAPOX as Neoadjuvant Therapy for Locally Advanced Rectal Cancer

Inclusion Criteria: 1. The subjects voluntarily joined this study, were able to complete the signing of the informed consent form, and had good compliance； 2. Age ≥18 years and ≤75 years, without gender restriction. 3. Histopathologically confirmed locally advanced rectal adenocarcinoma. 4. Participants who are not suitable for standard therapy due to intolerable toxicity, lack of standard therapy, or refusal of standard therapy. 5. Hematological parameters at baseline\* (within 7 days prior to the first dose of study drug) must meet the following criteria: • Hemoglobin ≥90 g/L • Absolute neutrophil count (ANC) ≥1.5×10\^9/L • Platelet count ≥100×10\^9/L • Eosinophils ≤1.5×upper limit of normal (ULN). \*Participants may not have received blood products (including red cell suspensions, plateletpheresis, cryoprecipitate), erythropoietin, or colony-stimulating factor supportive treatment within 7 days prior to blood sampling. 6. Serum biochemical tests at baseline (within 7 days prior to the first dose) must meet the following criteria: • Total bilirubin ≤1.5×ULN (if total bilirubin \>1.5×ULN, direct bilirubin ≤ULN is acceptable for inclusion). • Aspartate aminotransferase (AST) or alanine aminotransferase (ALT) ≤3×ULN. • Serum creatinine ≤1.5×ULN or creatinine clearance (CCr) ≥45 mL/min, calculated using the Cockcroft-Gault formula (Appendix 4) using actual body weight. • Albumin ≥30 g/L. 7. Coagulation tests at baseline (within 7 days prior to the first dose) must meet the following criteria: • International normalized ratio (INR) ≤1.5×ULN (≤3×ULN if on stable anticoagulant therapy). • Partial thromboplastin time (PTT) or activated partial thromboplastin time (aPTT) ≤1.5×ULN (≤3×ULN if on stable anticoagulant therapy). 8. Urinalysis at baseline (within 7 days prior to the first dose) must meet the following criteria: urine protein (UPRO) \<2+ or 24-hour urinary protein \<1 g. 9. At least one measurable lesion according to RECIST v1.1 (solid tumors) criteria. 10. Eastern Cooperative Oncology Group Performance Status (ECOG PS) of 0 or 1. 11. Expected survival ≥3 months. 12. Women of childbearing potential and male participants with female partners of childbearing potential must agree to use effective contraception throughout the treatment period and for 6 months after the end of treatment. Exclusion Criteria: 1. Exclusion of patients not diagnosed with locally advanced rectal adenocarcinoma. 2. Participants who have previously received immunotherapy, including immune checkpoint inhibitors (such as anti-PD-1/L1 antibodies, anti-CTLA-4 antibodies, anti-TIGIT antibodies, anti-LAG-3 antibodies, etc.), immune checkpoint agonists (such as ICOS, CD40, CD137, GITR, OX40 antibodies, etc.), or any other treatments targeting tumor immunological mechanisms, such as immune cell therapy. 3. Pregnant or breastfeeding women, or women planning to become pregnant during the period from before the administration of the study drug, during treatment, or up to 6 months after the last dose. 4. Known history of active epilepsy, active central nervous system (CNS) metastases, spinal cord compression, carcinomatous meningitis, leptomeningeal disease, or new onset of brain or leptomeningeal metastases. 5. Significant cardiovascular diseases of clinical importance. 6. History of allergic constitution, asthma, or atopic dermatitis. 7. Participants with large pleural effusion or ascites. 8. Active autoimmune disease requiring systemic treatment (e.g., disease-modifying drugs, corticosteroids, or immunosuppressants) within 2 years prior to the first dose. Replacement therapies (e.g., thyroid hormone, insulin, or physiologic corticosteroid replacement for adrenal or pituitary insufficiency) are not considered systemic treatment. 9. Known history of allogeneic organ transplantation or allogeneic hematopoietic stem cell transplantation. 10. Participants known or suspected to be allergic to the investigational product or any of its excipients. 11. Participants with a history of significant toxicities associated with prior administration of immune checkpoint inhibitors or treatment with bevacizumab/pirfenidone-like agents that required permanent discontinuation of such treatment. 12. Participants with unresolved toxicity \> Grade 1 related to any prior anticancer therapy (excluding persistent alopecia Grade 2, peripheral neuropathy, anemia, or hypomagnesemia). 13. Active uncontrolled bleeding or known bleeding diathesis, serious non-healing wounds, ulcers, or bone fractures, such as esophageal or gastric varices requiring immediate intervention (e.g., band ligation or sclerotherapy), or signs of portal hypertension where the Investigator believes the risk of bleeding is high. 14. Participants with a history of bowel obstruction (excluding those who have undergone curative surgery or have had complete resolution) or gastrointestinal perforation risk within 28 days prior to the first dose of this study (including but not limited to acute diverticulitis, abdominal abscess, peritoneal carcinomatosis, history of gastrointestinal perforation and/or fistula within 6 months prior to study entry). 15. Current or recent (within 6 months) major gastrointestinal diseases or conditions in participants, including: 1. Clinically significant history of gastrointestinal bleeding. 2. Active peptic ulcer disease. 3. ≥Grade 2 diarrhea occurring within 2 weeks prior to the first dose of the study drug. 16. Participants who have received chemotherapy, small molecule inhibitors, immunotherapy (such as interleukins, interferons, or thymosin) for cancer treatment within 28 days before this study, or traditional Chinese medicine with anti-cancer indications within 14 days prior to dosing. 17. Known positive HIV test result, active hepatitis B, hepatitis C (HCV), tuberculosis, or a history of infection with these diseases. 18. Serious/active/uncontrolled infection or infection requiring systemic intravenous antibiotics, or fever of unkno