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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)

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dc.contributor.authorKang, Jae Seung-
dc.contributor.authorMok, Lydia-
dc.contributor.authorHeo, Jin Seok-
dc.contributor.authorHan, In Woong-
dc.contributor.authorShin, Sang Hyun-
dc.contributor.authorYoon, Yoo-Seok-
dc.contributor.authorHan, Ho-Seong-
dc.contributor.authorHwang, Dae Wook-
dc.contributor.authorLee, Jae Hoon-
dc.contributor.authorLee, Woo Jung-
dc.contributor.authorPark, Sang Jae-
dc.contributor.authorPark, Joon Seong-
dc.contributor.authorKim, Yonghoon-
dc.contributor.authorLee, Huisong-
dc.contributor.authorYu, Young-Dong-
dc.contributor.authorDo Yang, Jae-
dc.contributor.authorLee, Seung Eun-
dc.contributor.authorPark, Il Young-
dc.contributor.authorJeong, Chi-Young-
dc.contributor.authorRoh, Younghoon-
dc.contributor.authorKim, Seong-Ryong-
dc.contributor.authorMoon, Ju Ik-
dc.contributor.authorLee, Sang Kuon-
dc.contributor.authorKim, Hee Joon-
dc.contributor.authorLee, Seungyeoun-
dc.contributor.authorKim, Hongbeom-
dc.contributor.authorKwon, Wooil-
dc.contributor.authorLim, Chang-Sup-
dc.contributor.authorJang, Jin-Young-
dc.contributor.authorPark, Taesung-
dc.date.accessioned2022-03-12T23:40:50Z-
dc.date.available2022-03-12T23:40:50Z-
dc.date.created2021-12-06-
dc.date.issued2021-11-
dc.identifier.issn1976-2283-
dc.identifier.urihttps://scholar.korea.ac.kr/handle/2021.sw.korea/138781-
dc.description.abstractBackground/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)-
dc.languageEnglish-
dc.language.isoen-
dc.publisherEDITORIAL OFFICE GUT & LIVER-
dc.subjectCELL LUNG-CANCER-
dc.subjectPROGNOSTIC-FACTOR-
dc.subjectSURGERY-
dc.subjectDIFFERENTIATION-
dc.subjectADENOCARCINOMA-
dc.subjectMORTALITY-
dc.subjectNOMOGRAM-
dc.subjectGRADE-
dc.subjectHEAD-
dc.titleDevelopment 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)-
dc.typeArticle-
dc.contributor.affiliatedAuthorYu, Young-Dong-
dc.identifier.doi10.5009/gnl20306-
dc.identifier.scopusid2-s2.0-85119267153-
dc.identifier.wosid000701865200001-
dc.identifier.bibliographicCitationGUT AND LIVER, v.15, no.6, pp.912 - 921-
dc.relation.isPartOfGUT AND LIVER-
dc.citation.titleGUT AND LIVER-
dc.citation.volume15-
dc.citation.number6-
dc.citation.startPage912-
dc.citation.endPage921-
dc.type.rimsART-
dc.type.docTypeArticle-
dc.identifier.kciidART002776226-
dc.description.journalClass1-
dc.description.journalRegisteredClassscie-
dc.description.journalRegisteredClassscopus-
dc.description.journalRegisteredClasskci-
dc.relation.journalResearchAreaGastroenterology & Hepatology-
dc.relation.journalWebOfScienceCategoryGastroenterology & Hepatology-
dc.subject.keywordPlusCELL LUNG-CANCER-
dc.subject.keywordPlusPROGNOSTIC-FACTOR-
dc.subject.keywordPlusSURGERY-
dc.subject.keywordPlusDIFFERENTIATION-
dc.subject.keywordPlusADENOCARCINOMA-
dc.subject.keywordPlusMORTALITY-
dc.subject.keywordPlusNOMOGRAM-
dc.subject.keywordPlusGRADE-
dc.subject.keywordPlusHEAD-
dc.subject.keywordAuthorPancreatic&amp-
dc.subject.keywordAuthornbsp-
dc.subject.keywordAuthorneoplasms-
dc.subject.keywordAuthorSurvival&amp-
dc.subject.keywordAuthornbsp-
dc.subject.keywordAuthorProognosis-
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