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Application of deep learning based on DCE-MRI in the diagnosis of breast cancer

The application of Multimodal image Feature Fusion and deep Learning in the diagnosis and treatment of breast cancer

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2600120532
Enrollment
Unknown
Registered
2026-03-16
Start date
2026-03-16
Completion date
Unknown
Last updated
2026-03-23

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Breast cancer

Interventions

Gold Standard:Pathological findings of surgical excision or puncture
Index test:Benign and malignant, molecular subtypes

Sponsors

The 960th Hospital of the PLA Joint Logistics Support Force
Lead Sponsor

Eligibility

Sex/Gender
Female
Age
28 Years to 80 Years

Inclusion criteria

Inclusion criteria: 1. 1.5T/3.0T MRI plain scan and enhanced examination of the breast were performed before the operation or before puncture. All sequence examinations were completed and the image quality was qualified. For patients who receive neoadjuvant chemotherapy after puncture, the MRI results during chemotherapy and before the surgery after the end of chemotherapy should also be included. 2. After coarse needle puncture biopsy or surgical treatment, there are pathological puncture results or surgical pathological results, with complete immunohistochemical results, obtaining histological classification, histological grade, molecular typing, Miller & Payne grade after neoadjuvant chemotherapy, etc. 3. There are complete clinical data, including menstrual status, height, body weight, past medical history, surgical history, etc. For breast cancer patients undergoing surgical treatment, ipsilateral axillary sentinel lymph node biopsy or axillary lymph node dissection has been performed to obtain information on whether there is metastasis in the axillary lymph nodes and the number of metastases.

Exclusion criteria

Exclusion criteria: 1. Those with contraindications for MRI examination; 2. Those who are unable to undergo gadopentine meglumine (Gd-DTPA) enhanced examination; 3. Patients with recurrence after breast-conserving surgery for breast cancer; 4. Patients who have undergone surgery on the affected breast; 5. Non-mass breast lesions; 6. Suffering from other malignant tumor diseases or hematological diseases at the same time; 7. Those with poor image quality or inability to delineate the ROI of the lesion.

Design outcomes

Primary

MeasureTime frame
Area under the operating characteristic curve of the subject;

Secondary

MeasureTime frame
Accuracy;Sensitivity;Specificity;

Countries

China

Contacts

Public ContactMa Yunhan

The 960th Hospital of the PLA Joint Logistics Support Force, 25 Normal Road, Tianqiao District, Jinan City, Shandong Province, China

invater@163.com+86 131 5301 0619

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Apr 3, 2026