Pre-Treatment DCE-MRI AI Models Predict Neoadjuvant Chemotherapy Response in HR+/HER2- Breast Cancer
Recruiting now
Conditions studied: HR+/HER2- Breast Cancer, Breast Neoplasms
In brief
This study is a multicenter, prospective, observational cohort study to evaluate the predictive performance of pre-treatment DCE-MRI-based artificial intelligence (AI) models for neoadjuvant chemotherapy benefit in HR+/HER2- breast cancer. The study plans to enroll eligible HR+/HER2- breast cancer patients receiving routine standard neoadjuvant chemotherapy and stratify participants into high-benefit and low-benefit subgroups via the established AI model based on baseline breast DCE-MRI images. All enrolled patients will undergo systematic collection of baseline clinical-pathological data, pre-treatment DCE-MRI scans, neoadjuvant chemotherapy regimens, postoperative residual cancer burden (RCB) classification, objective response rate (ORR), and long-term survival endpoints including disease-free survival (DFS) and overall survival (OS). The primary objective compares the rate of RCB 0-1 between AI-defined high-benefit patients and published historical control data; secondary analyses compare ORR, RCB 0-1 proportion, DFS and OS between AI-stratified high-benefit and low-benefit subgroups to comprehensively verify the clinical value of this imaging AI model for individualized neoadjuvant chemotherapy selection.
Key facts
- Study ID
- NCT07702708
- Run by
- Fujian Cancer Hospital
- People needed
- 100
- Starts
- 2026-06-01
- Expected to finish
- 2027-06-30
- Last updated by the study team
- 2026-07-14
Who can join
Age: 18 and older. Sex: female. Healthy volunteers: not accepted.
You may qualify if…
- Female patients aged ≥ 18 years old.
- Histopathologically confirmed invasive breast carcinoma.
- Hormone receptor positive (ER and/or PR ≥1%), HER2-negative status (IHC 0-1+, or IHC 2+ with negative FISH result).
- Clinical stage II-III breast cancer per the 8th AJCC staging system, with clinical indication for neoadjuvant chemotherapy or primary surgery.
- Standard pre-treatment breast DCE-MRI performed before neoadjuvant chemotherapy, with image quality eligible for AI model analysis.
- ECOG performance status 0 or 1; adequate function of major vital organs to tolerate planned clinical treatment.
- Voluntary participation with written informed consent obtained.
You may not qualify if…
- Prior systemic anti-tumor therapy for breast cancer other than planned neoadjuvant chemotherapy.
- Inflammatory breast cancer or distant metastatic disease (M1).
- Concurrent active malignant tumors of other origins.
- Contraindications to MRI examination or unqualified MRI images that cannot support model analysis.
- Severe comorbidities incompatible with neoadjuvant chemotherapy or surgical resection.
- Any other conditions judged ineligible for enrollment by the investigator.
Where it is running
- Fujian Cancer Hospital — Fuzhou, Fujian, China (enrolling)
- Fujian Provincial Hospital — Fuzhou, Fujian, China (enrolling)
- The Second Affiliated Hospital of Fujian Medical University — Quanzhou, Fujian, China (enrolling)
- Ningde First Hospital — Ningde, Ningde, China (enrolling)
- Sanming Second Hospital — Sanming, Sanming, China (enrolling)
Full record on ClinicalTrials.gov
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