Development and External Validation of Survival Prediction Model for Pancreatic Cancer Using Two Nationwide Database: Surveillance, Epidemiology and End Results (SEER) and Korea Tumor Registry System-Biliary Pancreas (KOTUS-BP)

  • Kang, Jae Seung
  • Mok, Lydia
  • Heo, Jin Seok
  • Han, In Woong
  • Shin, Sang Hyun
  • ... Yu, Young-Dong
  • 외 24명
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초록

Background/Aims: Several prediction models for evaluating the prognosis of nonmetastatic resected pancreatic ductal adenocarcinoma (PDAC) have been developed, and their perfor-mances 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 uti-lized 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 de-velopment 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 develop-ment, 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 sur-vival probabilities with reliable performance. External validation studies with other nationwide databases are needed to evaluate the performance of this model. (Gut Liver, Published online May 7, 2021)

키워드

Pancreatic&nbspneoplasmsSurvival&nbspProognosisCELL LUNG-CANCERPROGNOSTIC-FACTORSURGERYDIFFERENTIATIONADENOCARCINOMAMORTALITYNOMOGRAMGRADEHEAD
제목
Development and External Validation of Survival Prediction Model for Pancreatic Cancer Using Two Nationwide Database: Surveillance, Epidemiology and End Results (SEER) and Korea Tumor Registry System-Biliary Pancreas (KOTUS-BP)
저자
Kang, Jae SeungMok, LydiaHeo, Jin SeokHan, In WoongShin, Sang HyunYoon, Yoo-SeokHan, Ho-SeongHwang, Dae WookLee, Jae HoonLee, Woo JungPark, Sang JaePark, Joon SeongKim, YonghoonLee, HuisongYu, Young-DongDo Yang, JaeLee, Seung EunPark, Il YoungJeong, Chi-YoungRoh, YounghoonKim, Seong-RyongMoon, Ju IkLee, Sang KuonKim, Hee JoonLee, SeungyeounKim, HongbeomKwon, WooilLim, Chang-SupJang, Jin-YoungPark, Taesung
DOI
10.5009/gnl20306
발행일
2021-11
유형
Article
저널명
Gut and Liver
15
6
페이지
912 ~ 921