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Updated: Jun 11, 2025

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Competing-Risk Nomogram for Predicting Cancer-Specific Survival in Multiple Primary Colorectal Cancer Patients after Surgery
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223
Novel multifactor predictive model for postoperative survival in gallbladder cancer: a multi-center study
Kaige Deng1, Jiali Xing1, Gang Xu2
1Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, 1 Shuaifuyuan, Dongcheng District, Beijing, 100730, China.
World Journal of Surgical Oncology
|October 1, 2024
Summary
A new nomogram accurately predicts overall survival for gallbladder cancer (GBC) patients after surgery. This tool integrates key factors to improve prognostic accuracy and aid clinical decisions for GBC management.
Area of Science:
- Oncology
- Surgical Oncology
- Biostatistics
Background:
- Gallbladder cancer (GBC) is an aggressive malignancy with poor survival rates post-surgery.
- Accurate prediction of postoperative overall survival (OS) is crucial for GBC patient management.
Purpose of the Study:
- To develop and validate a practical nomogram model for predicting postoperative OS in GBC patients.
- To identify key prognostic factors for GBC survival.
Main Methods:
- Multivariate Cox regression analysis was used for feature selection from data of 202 patients (development/internal validation) and 85 patients (external testing).
- A nomogram was constructed to predict 1-, 3-, and 5-year survival rates.
- Model performance was assessed using C-index, ROC curves, calibration, Kaplan-Meier, and decision curves.
Main Results:
- Eight factors including TNM stage, age-adjusted Charlson Comorbidity Index (aCCI), BMI, R0 resection, platelet count, albumin, CA125, and CA199 were identified.
- The nomogram demonstrated strong predictive performance with a time-dependent C-index >0.70 and AUC >75% for 1-, 3-, and 5-year survival.
- The model showed good generalizability in an external validation set and outperformed TNM staging and CA199 alone.
Conclusions:
- The developed nomogram is a promising tool for predicting GBC patient survival.
- It offers robust prognostic efficacy and generalizability, aiding clinical decision-making for GBC.
- The nomogram provides a practical approach to enhance prognostic accuracy in gallbladder cancer.

