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Inclusion Criteria:

1. Female patients aged ≥18 and ≤75 years at the time of signing informed consent.
2. ECOG PS status of 0-1.
3. Histologically confirmed non-metastatic (M0) breast cancer, meeting all of the following:

   a) Clinical stage (per AJCC 8th edition) meeting one of the following: i. cT3N0, cT2-4N1-3, or cT1N2-3 (Stage IIB, IIIA, IIIB, or IIIC); ii. cT2N0 or cT1N1 (Stage IIA) with at least two of the following high-risk features: Histologic grade 3; Ki-67 ≥50%; Age \<50 years and premenopausal status.

   b) Imaging assessments within 28 days prior to enrollment including: abdominal CT or ultrasound, bone scan (ECT), chest CT, and brain MRI.
4. Histologically or pathologically confirmed invasive carcinoma, with all of the following:

   1. Grade 2 or 3 (confirmed by central laboratory);
   2. ER-positive (\>1% staining) and/or PR-positive (\>1% staining) by IHC;
   3. HER2-negative (IHC 0/1+ or HER2/neu FISH ratio ≤1.8);
   4. Ki-67 ≥15%.
5. Patient deemed eligible for radiotherapy after MDT evaluation.
6. No prior antitumor therapy within 1 month before enrollment.
7. Organ Function Requirements (within 7 days prior to enrollment):

   1. Complete blood count (no transfusion or hematopoietic growth factors within 7 days): ANC ≥1.5×10⁹/L; ALC ≥0.5×10⁹/L; Platelets ≥100×10⁹/L; Hemoglobin ≥90 g/L; WBC ≥3.0×10⁹/L and ≤15×10⁹/L;
   2. Blood biochemistry (no transfusion/albumin within 7 days): ALT/AST ≤2.5×ULN; ALP ≤2.5×ULN；BUN/Cr ≤1.5×ULN; Cr≥60 mL/min (Cockcroft-Gault formula);
   3. Coagulation: PT/APTT ≤1.5×ULN; INR ≤1.5×ULN (if no anticoagulant therapy);
   4. Urinalysis: Urine protein \<2+; if ≥2+, 24-hour urine protein must be ≤1g;
   5. Thyroid function:TSH ≤1×ULN; if abnormal, normal T3/T4 levels required for eligibility.
8. Women of childbearing potential must:

   1. Have a negative serum pregnancy test within 7 days before treatment;
   2. Use highly effective contraception during the study and for 180 days after the last dose.
9. Voluntarily sign informed consent, demonstrate good compliance, and commit to follow-up.

Exclusion Criteria:

1. Inflammatory Breast Cancer.
2. Comorbidities/Medical History:

   1. Autoimmune disease: patients with any known or suspected autoimmune disease, except: hypothyroidism due to autoimmune thyroiditis managed with hormone replacement therapy only, stable type-1 diabetes with well-controlled blood glucose.
   2. Cardiovascular Diseases: poorly controlled hypertension despite medication (SBP \>140 mmHg or DBP\>90 mmHg). And with the history (within 6 months prior to enrollment) of myocardial infarction, severe/unstable angina, NYHA Class ≥2 heart failure, clinically significant arrhythmias as well as symptomatic congestive heart failure.
   3. Interstitial lung disease, non-infectious pneumonitis, or other uncontrolled systemic diseases (e.g., diabetes, pulmonary fibrosis, acute pneumonia);
   4. Vaccination: receipt of live attenuated vaccines within 28 days prior to enrollment or planned during the study;
   5. Infections: HIV/AIDS, active hepatitis(HBV-DNA ≥500 IU/mL; HCV-RNA above detection limit), or co-infection with HBV and HCV, severe infections within 4 weeks prior to enrollment (e.g., bacteremia, severe pneumonia requiring hospitalization), active infection requiring systemic antibiotics (CTCAE≥Grade 2) within 2 weeks prior to treatment, active tuberculosis within 1 year prior to enrollment;
   6. Unexplained fever \>38.5°C during screening (unless deemed tumor-related by the investigator);
   7. Malignancy History: other malignancies diagnosed within 5 years prior to enrollment (except adequately treated basal cell carcinoma, squamous cell skin cancer, or cervical carcinoma in situ);
   8. Surgery:Major surgery within 28 days prior to enrollment (diagnostic biopsies or PICC line placement are allowed);
   9. Transplant: Prior or planned allogeneic bone marrow or solid organ transplant;
   10. Neurological: peripheral neuropathy ≥Grade 2;
   11. Gastrointestinal: clinically significant bowel obstruction;
   12. Thrombotic Events: arterial/venous thrombosis within 6 months prior to enrollment (e.g., stroke, transient ischemic attack, DVT, pulmonary embolism);
   13. Bleeding Risk: hemoptysis (≥2.5 mL/day) within 2 months prior to enrollment, clinically significant bleeding within 3 months prior to enrollment (e.g. gastrointestinal bleeding, hemorrhagic gastric ulcer, baseline fecal occult blood≥++), and the known bleeding/thrombotic disorders (e.g., hemophilia, coagulopathy, thrombocytopenia, hypersplenism);
   14. Coagulation abnormalities (INR \>1.5×ULN or APTT \>1.5×ULN), or requiring long-term anticoagulation (warfarin/heparin) or antiplatelet therapy (aspirin≥300 mg/day or clopidogrel ≥75 mg/day).
3. Treatment-Related Exclusions:

   1. Prior systemic targeted therapy or immunostimulants (e.g., interferon, IL-2) within 4 weeks before treatment;
   2. Known allergy to the investigational drug (recombinant humanized anti-PD-1 mAb) or its excipients.
4. Clinical Trial Participation: participation in another drug trial within 4 weeks prior to enrollment, or within 5 half-lives of the last investigational drug dose.
5. Substance Abuse: history of drug/alcohol abuse or dependency.
6. Pregnancy/Lactation: pregnant, breastfeeding, or planning pregnancy during the study.
7. Investigator' s Discretion: other conditions that may compromise subject safety or study integrity (e.g., severe lab abnormalities, social factors).

• Xi'an, Shannxi Province, China
• Xi'an, Shannxi, China