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Construction of an Assistant Forecast System for Oncotype DX Recurrence Risk of Breast Cancer by Machine Learning: A Population-Based Cohort Study

Construction of an Assistant Forecast System for Oncotype DX Recurrence Risk of Breast Cancer by Machine Learning: A Population-Based Cohort Study

Status
Active, not recruiting
Phases
Early Phase 1
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2300068861
Enrollment
Unknown
Registered
2023-03-01
Start date
2023-03-01
Completion date
Unknown
Last updated
2023-05-22

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:Oncotype DX (ODX
Genomic Health, Redwood City, CA) breast cancer recurrence risk
Index test:An intelligent prediction system for breast cancer ODX risk level developed by our research group based on clinical big data and using artificial intelligence.

Sponsors

National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College
Lead Sponsor

Eligibility

Sex/Gender
Female
Age
26 Years to 78 Years

Inclusion criteria

Inclusion criteria: 1. Invasive breast cancer was clearly confirmed by puncture pathology or biopsy pathology at the Breast Surgery Department of Cancer Hospital, Chinese Academy of Medical Sciences; 2. Surgical treatment (simple resection + sentinel lymph node biopsy or breast-conserving surgery + sentinel lymph node biopsy) at the Breast Surgery Department of Cancer Hospital, Chinese Academy of Medical Sciences; 3. Negative sentinel lymph node biopsy (no metastatic breast cancer cells seen); 4. Estrogen receptor (ER) positive; 5. Her2 negative; 6. Tumor AJCC pathological stage T0~2N0M0.

Exclusion criteria

Exclusion criteria: 1. Received neoadjuvant chemotherapy or endocrine therapy before operation; 2. The follow-up information is incomplete; 3. Positive lymph nodes; 4. The maximum diameter of the tumor is >5cm; 5. There is distant metastasis; 6. Carcinoma in situ, inflammatory breast cancer, phyllodes tumor and other breast tumors except invasive breast cancer; 7. Patients with severe cardiovascular disease, respiratory system disease, malnutrition, autoimmune disease, diabetes, liver disease, kidney disease, history of deep vein thrombosis, coagulation mechanism disorder, etc. who cannot tolerate surgery; 8. Life expectancy at the time of surgery < 12 months; 9. The patient or relatives refuse to participate in the clinical trial.

Design outcomes

Primary

MeasureTime frame
ODX breast cancer recurrence risk;sensitivity;specificity;positive predictive value;negative predictive value;

Countries

China

Contacts

Public ContactXiangyi Kong

This study was a single-arm study without controls.

kongxiangyikxy@gmail.com+86 136 6116 0297

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026