1. Insights into the performance of PREDICT tool in a large Mainland Chinese breast cancer cohort: a comparative analysis of versions 3.0 and 2.2.
- Author
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Chen, Endong, Chen, Chen, Chen, Yingying, You, Jie, Jin, Chun, Huang, Zhenxuan, Zhang, Jiayi, Wang, Qingxuan, Cai, Yefeng, Hu, Xiaoqu, and Li, Quan
- Subjects
BREAST cancer prognosis ,BREAST tumor risk factors ,RISK assessment ,PREDICTION models ,ACADEMIC medical centers ,RECEIVER operating characteristic curves ,RESEARCH funding ,BREAST tumors ,RESEARCH methodology evaluation ,TREATMENT effectiveness ,CHI-squared test ,DESCRIPTIVE statistics ,LONGITUDINAL method ,METASTASIS ,SURVIVAL analysis (Biometry) ,COMPARATIVE studies ,OVERALL survival - Abstract
Background PREDICT is a web-based tool for forecasting breast cancer outcomes. PREDICT version 3.0 was recently released. This study aimed to validate this tool for a large population in mainland China and compare v3.0 with v2.2. Methods Women who underwent surgery for nonmetastatic primary invasive breast cancer between 2010 and 2020 from the First Affiliated Hospital of Wenzhou Medical University were selected. Predicted and observed 5-year overall survival (OS) for both v3.0 and v2.2 were compared. Discrimination was compared using receiver-operator curves and DeLong test. Calibration was evaluated using calibration plots and chi-squared test. A difference greater than 5% was deemed clinically relevant. Results A total of 5424 patients were included, with median follow-up time of 58 months (IQR 38-89 months). Compared to v2.2, v3.0 did not show improved discriminatory accuracy for 5-year OS (AUC: 0.756 vs 0.771), same as ER-positive and ER-negative patients. However, calibration was significantly improved in v3.0, with predicted 5-year OS deviated from observed by −2.0% for the entire cohort, −2.9% for ER-positive and −0.0% for ER-negative patients, compared to −7.3%, −4.7% and −13.7% in v2.2. In v3.0, 5-year OS was underestimated by 9.0% for patients older than 75 years, and 5.8% for patients with micrometastases. Patients with distant metastases postdiagnosis was overestimated by 10.6%. Conclusions PREDICT v3.0 reliably predicts 5-year OS for the majority of Chinese patients with breast cancer. PREDICT v3.0 significantly improved the predictive accuracy for ER-negative groups. Furthermore, caution is advised when interpreting 5-year OS for patients aged over 70, those with micrometastases or metastases postdiagnosis. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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