Drug Sensitivity Testing-Based Tumor Organoids to Guide Adjuvant Therapy After Hepatectomy for Primary Liver Cancer

Inclusion Criteria: 1. Male or female, aged 18 to 70 years. 2. Diagnosed with primary liver cancer according to the diagnostic criteria of the primary liver cancer (e.g., Guidelines for Diagnosis and Treatment of Primary Liver Cancer), with post-operative pathological confirmation of hepatocellular carcinoma (HCC). Patients must have at least one of the following high-risk pathological features: tumor diameter \>5 cm, more than 3 tumors, presence of microvascular invasion, presence of minor macrovascular invasion, or poor pathological differentiation (Grade 3/4). 3. The subject or their legal guardian understands and voluntarily signs the informed consent form, and is willing and able to complete the scheduled visits, treatment plan, and laboratory tests as required by the protocol. 4. Life expectancy of more than 6 months. 5. No radiotherapy within 12 weeks prior to the first dose of study drug. 6. Liver function classified as Child-Pugh Class A or Class B with a score of 7. 7. Eastern Cooperative Oncology Group (ECOG) performance status of 0 or 1. 8. Adequate organ and bone marrow function, defined as laboratory values meeting the following criteria within 7 days prior to randomization (without the support of blood transfusions, hematopoietic growth factors, albumin, or other corrective drugs within 14 days prior to obtaining the laboratory tests): 8.1. Hematological: 8.1. 2. Absolute Neutrophil Count (ANC) ≥1.5 × 10⁹/L 8.1. 3. Platelet count (PLT) ≥75 × 10⁹/L 8.1. 4. Hemoglobin (HGB) ≥9.0 g/dL 8.2. Hepatic: 8.2.1. Total Bilirubin (TBIL) ≤3 × Upper Limit of Normal (ULN) 8.2.2. Alanine Aminotransferase (ALT), Aspartate Aminotransferase (AST), and Alkaline Phosphatase (ALP) ≤5 × ULN 8.2.3. Serum Albumin ≥28 g/L 8.3. Renal: 8.3.1. Serum Creatinine (Cr) ≤ 1.5 × ULN or Creatinine Clearance (CCr) ≥ 50 mL/min (calculated by Cockcroft-Gault formula) 8.3.2. Urinalysis shows urine protein \< 2+; if baseline urinalysis shows urine protein ≥ 2+, a 24-hour urine collection must demonstrate 24-hour urine protein quantification \<1 g. 8.4. Coagulation: 8.4.1. International Normalized Ratio (INR) and Activated Partial Thromboplastin Time (APTT) ≤ 1.5 × ULN 9. For women of childbearing potential (WOCBP), a negative urine or serum pregnancy test must be confirmed within 3 days prior to receiving the first dose of study drug (Cycle 1, Day 1). If the urine pregnancy test is inconclusive, a serum pregnancy test is required. WOCBP and male subjects must agree to use adequate contraception during the observation period and for at least 8 weeks after the last dose of the study drug. A woman is considered not of childbearing potential if she is postmenopausal (≥1 year without menses) or has undergone surgical sterilization (bilateral oophorectomy, hysterectomy, or bilateral tubal ligation). Subjects (both male and female) with risk of pregnancy must use highly effective contraception (with a failure rate of \<1% per year) during the entire treatment period and for 120 days after the last dose of study drug (or 180 days after the last dose of chemotherapy agents). Exclusion Criteria: 1. Uncorrectable coagulopathy or significant bleeding tendency. 2. Evidence of any concurrent malignant disease. 3. Diagnosed with another malignancy within 3 years prior to the first dose, except for radically treated basal cell carcinoma of the skin, squamous cell carcinoma of the skin, and/or carcinoma in situ that has undergone curative resection. 4. Requiring long-term anticoagulant or antiplatelet therapy that cannot be discontinued. 5. Presence of hepatic encephalopathy or refractory pleural effusion/ascites requiring therapeutic intervention. 6. Received other anti-tumor or systemic therapies within 2 weeks prior to enrollment, including: 6.1. Chinese herbal medicines with clear anti-tumor properties. 6.2. Chinese herbal medicines with anti-tumor indications or drugs with immunomodulatory effects (including thymosin, interferon, interleukin, except for local use to control pleural effusion). 7. History of systemic treatment for active autoimmune disease or ongoing immunosuppressive therapy: 7.1. autoimmune disease requiring systemic treatment (e.g., disease-modifying agents, corticosteroids, or immunosuppressants) within 2 years prior to the first dose. Replacement therapy (e.g., thyroxine, insulin, or physiologic corticosteroid replacement) is not considered a form of systemic treatment. 7.2. Systemic corticosteroid therapy (excluding topical, nasal, inhaled, or other non-systemic routes) or any other form of immunosuppressive therapy within 7 days prior to the first study dose. The use of physiologic doses of corticosteroids (≤10 mg/day prednisone or equivalent) is permitted. 8. Severe hepatic or renal insufficiency. 9. Presence of any severe or uncontrolled systemic disease, including but not limited to: 9.1. Clinically significant, poorly controlled resting ECG abnormalities (e.g., complete left bundle branch block, second-degree or higher atrioventricular block, ventricular arrhythmias, or atrial fibrillation). 9.2. Unstable angina, congestive heart failure (New York Heart Association (NYHA) Class ≥ II). 9.3. Myocardial infarction within 6 months prior to randomization. 9.4. History of esophageal or gastric variceal bleeding within 6 months prior to enrollment. 9.5. Poorly controlled hypertension (systolic blood pressure \>140 mmHg and/or diastolic blood pressure \>90 mmHg). 9.6. History of non-infectious pneumonitis requiring corticosteroid treatment within 1 year prior to the first dose, or current clinically active interstitial lung disease. 9.7. Active tuberculosis. 9.8. Active or uncontrolled infection requiring systemic therapy. 9.9. Clinically active diverticulitis, intra-abdominal abscess, or gastrointestinal obstruction. 9.10. Decompensated liver disease, acute or chronic active hepatitis. 9.11. Unstable or active peptic ulcer disease, or patients with gastrointestinal bleeding. 9.12. Poorly controlled diabetes mellitus (fasting blood glucose \>10 mmol/L). 9.13. Urinalysis showing urine protein ≥ ++ and confirmed 24-hour urine protein \>1.0 g. 9.14. Uncontrolled hypercalcemia (\>1.5 mmol/L ionized calcium, or calcium \>12 mg/dL, or corrected serum calcium \> ULN), or symptomatic hypercalcemia requiring continued bisphosphonate therapy. 9.15. Non-healing wound(s) or fracture(s). 9.16. Psychiatric disorder that compromises the ability to comply with the treatment protocol. 10. Female subjects who are breastfeeding or pregnant. 11. Assessed by the investigator as being unable or unwilling to comply with the requirements of the study protocol. 12. Known allergy to any of the study drug(s) used in this trial.