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External Validation of the Breast Cancer Surgery Risk Calculator (BCSRc): A Predictive Model for Postoperative
Michael M Jonczyk1, Manish Karamchandani2, Alessandra Zaccardelli3
1Department of Surgery, Lahey Hospital & Medical Center, Burlington, MA, USA. Michael.M.Jonczyk@lahey.org.
The breast cancer surgical risk calculator (BCSRc) accurately predicts complications after surgery. External validation confirms its reliability for informed patient-physician decision-making and risk stratification.
Area of Science:
- Oncology
- Surgical Outcomes Research
- Medical Informatics
Background:
- The breast cancer surgical risk calculator (BCSRc) is a tool for predicting acute complications after breast cancer surgery.
- It aids in preoperative risk stratification and informed patient-physician decision-making.
- This study aimed to externally validate the BCSRc models on a new patient cohort.
Purpose of the Study:
- To externally validate the four predictive models within the breast cancer surgical risk calculator (BCSRc).
- To assess the performance, accuracy, and calibration of the BCSRc on a large, independent cohort of breast cancer patients.
Main Methods:
- Utilized a large cohort from the National Surgical Quality Improvement Program (2019-2020) for external validation.
- Employed logistic regression models to predict overall, infectious, hematologic, and internal organ complications.
- Evaluated model performance using area under the curve, Brier score, and Hosmer-Lemeshow tests.
Main Results:
- External validation demonstrated strong performance with area under the curve values around 0.70 for all models.
- Accuracy (Brier scores) ranged from 0.003 to 0.04, indicating good predictive accuracy.
- Hosmer-Lemeshow tests showed good model calibration, with all p-values > 0.05.
Conclusions:
- The breast cancer surgical risk calculator (BCSRc) demonstrates excellent external validation measures.
- The tool effectively stratifies patients by complication risk, enhancing preoperative decision-making.
- Updated coefficients will be implemented on the BCSRc platform (www.breastcalc.org).
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