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Development and External Validation of Survival Prediction Model for Pancreatic Cancer Using Two Nationwide Databases: Surveillance, Epidemiology and End Results (SEER) and Korea Tumor Registry System-Biliary Pancreas (KOTUS-BP)
- Source :
- Gut and Liver
- Publication Year :
- 2021
- Publisher :
- Editorial Office of Gut and Liver, 2021.
-
Abstract
- Background/aims Several prediction models for evaluating the prognosis of nonmetastatic resected pancreatic ductal adenocarcinoma (PDAC) have been developed, and their performances were reported to be superior to that of the 8th edition of the American Joint Committee on Cancer (AJCC) staging system. We developed a prediction model to evaluate the prognosis of resected PDAC and externally validated it with data from a nationwide Korean database. Methods Data from the Surveillance, Epidemiology and End Results (SEER) database were utilized for model development, and data from the Korea Tumor Registry System-Biliary Pancreas (KOTUS-BP) database were used for external validation. Potential candidate variables for model development were age, sex, histologic differentiation, tumor location, adjuvant chemotherapy, and the AJCC 8th staging system T and N stages. For external validation, the concordance index (C-index) and time-dependent area under the receiver operating characteristic curve (AUC) were evaluated. Results Between 2004 and 2016, data from 9,624 patients were utilized for model development, and data from 3,282 patients were used for external validation. In the multivariate Cox proportional hazard model, age, sex, tumor location, T and N stages, histologic differentiation, and adjuvant chemotherapy were independent prognostic factors for resected PDAC. After an exhaustive search and 10-fold cross validation, the best model was finally developed, which included all prognostic variables. The C-index, 1-year, 2-year, 3-year, and 5-year time-dependent AUCs were 0.628, 0.650, 0.665, 0.675, and 0.686, respectively. Conclusions The survival prediction model for resected PDAC could provide quantitative survival probabilities with reliable performance. External validation studies with other nationwide databases are needed to evaluate the performance of this model.
- Subjects :
- Prognostic variable
medicine.medical_specialty
Hepatology
Receiver operating characteristic
Database
Survival
business.industry
Proportional hazards model
Liver, Pancreas and Biliary Tract
Gastroenterology
Cancer
medicine.disease
computer.software_genre
Prognosis
Cross-validation
Pancreatic Neoplasms
Pancreatic cancer
Epidemiology
Surveillance, Epidemiology, and End Results
Medicine
Humans
Original Article
business
computer
Subjects
Details
- Language :
- English
- ISSN :
- 20051212 and 19762283
- Volume :
- 15
- Issue :
- 6
- Database :
- OpenAIRE
- Journal :
- Gut and Liver
- Accession number :
- edsair.doi.dedup.....d5b0cff869216f9edc6624521c4f51d6