Development and validation of a nomogram for a prognostic model for resected pancreatic ductal adenocarcinoma.

IF 3.6 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Tian-Liang Song, Fan Zhang, Chong Zhang, Hui-Juan Cheng, Ewetse Paul Maswikiti, Cheng-Yang Ji, Hao Chen, Fu-Tian Tang, Wen-Zhi Guo, Wen-Long Zhai, Yu-Min Li
{"title":"Development and validation of a nomogram for a prognostic model for resected pancreatic ductal adenocarcinoma.","authors":"Tian-Liang Song, Fan Zhang, Chong Zhang, Hui-Juan Cheng, Ewetse Paul Maswikiti, Cheng-Yang Ji, Hao Chen, Fu-Tian Tang, Wen-Zhi Guo, Wen-Long Zhai, Yu-Min Li","doi":"10.1016/j.hbpd.2025.04.005","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Pancreatic ductal adenocarcinoma (PDAC) is a highly malignant tumor. Surgical resection is the most promising therapeutic strategy for PDAC, and how to improve the survival rate remains a vital key point. This study aimed to establish and validate a nomogram for predicting the prognosis of resected PDAC.</p><p><strong>Methods: </strong>A total of 174 patients with PDAC who underwent surgical resection at Lanzhou University Second Hospital and the First Affiliated Hospital of Zhengzhou University from January 2012 to July 2022 were enrolled. The clinicopathological characteristics and survival data were analyzed by R software (version 4.1.3). Univariate and multivariate Cox regression analyses were used to analyze the effects of clinicopathological characteristics on overall survival (OS).</p><p><strong>Results: </strong>Multivariate Cox regression showed that carbohydrate antigen 19-9 (CA19-9) ≥ 476 U/mL, carbohydrate antigen 125 (CA125) ≥ 32 U/mL, fasting blood glucose (FBG) < 6.86 mmol/L, aspartate aminotransferase (AST) ≥ 107 U/L, positive surgical margin, and more than 4 cycles of postoperative chemotherapy were independent prognostic factors for OS. Patients were divided into the high-risk and low-risk groups based on the median risk score calculated by multivariate Cox regression analysis. Kaplan-Meier survival curves revealed that the 5-year survival rates of the high-risk and low-risk groups in the training cohort were 5.79% and 24.3%, respectively, and those in the validation cohort were 0 and 19.0%, respectively (P < 0.05). Receiver operating characteristic (ROC) curve analysis revealed that area under the ROC curve (AUC) of the risk score in the training set and the validation set were 0.855 and 0.838, respectively. The C-indexes of the nomogram in the training set and validation set were 0.788 (95% CI: 0.745-0.831) and 0.773 (95% CI: 0.718-0.828), respectively.</p><p><strong>Conclusions: </strong>We developed a nomogram that predicts OS in patients with resected PDAC, and the validation results showed that the nomogram model had a strong predictive ability. Particularly, FBG < 6.86 mmol/L and more than 4 cycles of postoperative chemotherapy can predict better OS of PDAC after surgery.</p>","PeriodicalId":55059,"journal":{"name":"Hepatobiliary & Pancreatic Diseases International","volume":" ","pages":""},"PeriodicalIF":3.6000,"publicationDate":"2025-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hepatobiliary & Pancreatic Diseases International","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.hbpd.2025.04.005","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Pancreatic ductal adenocarcinoma (PDAC) is a highly malignant tumor. Surgical resection is the most promising therapeutic strategy for PDAC, and how to improve the survival rate remains a vital key point. This study aimed to establish and validate a nomogram for predicting the prognosis of resected PDAC.

Methods: A total of 174 patients with PDAC who underwent surgical resection at Lanzhou University Second Hospital and the First Affiliated Hospital of Zhengzhou University from January 2012 to July 2022 were enrolled. The clinicopathological characteristics and survival data were analyzed by R software (version 4.1.3). Univariate and multivariate Cox regression analyses were used to analyze the effects of clinicopathological characteristics on overall survival (OS).

Results: Multivariate Cox regression showed that carbohydrate antigen 19-9 (CA19-9) ≥ 476 U/mL, carbohydrate antigen 125 (CA125) ≥ 32 U/mL, fasting blood glucose (FBG) < 6.86 mmol/L, aspartate aminotransferase (AST) ≥ 107 U/L, positive surgical margin, and more than 4 cycles of postoperative chemotherapy were independent prognostic factors for OS. Patients were divided into the high-risk and low-risk groups based on the median risk score calculated by multivariate Cox regression analysis. Kaplan-Meier survival curves revealed that the 5-year survival rates of the high-risk and low-risk groups in the training cohort were 5.79% and 24.3%, respectively, and those in the validation cohort were 0 and 19.0%, respectively (P < 0.05). Receiver operating characteristic (ROC) curve analysis revealed that area under the ROC curve (AUC) of the risk score in the training set and the validation set were 0.855 and 0.838, respectively. The C-indexes of the nomogram in the training set and validation set were 0.788 (95% CI: 0.745-0.831) and 0.773 (95% CI: 0.718-0.828), respectively.

Conclusions: We developed a nomogram that predicts OS in patients with resected PDAC, and the validation results showed that the nomogram model had a strong predictive ability. Particularly, FBG < 6.86 mmol/L and more than 4 cycles of postoperative chemotherapy can predict better OS of PDAC after surgery.

胰导管腺癌切除术预后模型nomogram发展与验证。
背景:胰导管腺癌(Pancreatic ductal adenocarticoma, PDAC)是一种高度恶性肿瘤。手术切除是PDAC最有希望的治疗策略,如何提高生存率仍是关键。本研究旨在建立并验证预测PDAC切除预后的nomogram。方法:选取2012年1月至2022年7月在兰州大学第二医院和郑州大学第一附属医院行手术切除的PDAC患者174例。采用R软件(4.1.3版)分析临床病理特征及生存资料。采用单因素和多因素Cox回归分析临床病理特征对总生存期(OS)的影响。结果:多因素Cox回归分析显示,糖抗原19-9 (CA19-9)≥476 U/mL、糖抗原125 (CA125)≥32 U/mL、空腹血糖(FBG) < 6.86 mmol/L、天冬氨酸转氨酶(AST)≥107 U/L、手术切缘阳性、术后化疗超过4个周期是OS的独立预后因素。根据多因素Cox回归分析计算的中位风险评分将患者分为高危组和低危组。Kaplan-Meier生存曲线显示,训练队列中高危组和低危组的5年生存率分别为5.79%和24.3%,验证队列中高危组和低危组的5年生存率分别为0和19.0% (P < 0.05)。受试者工作特征(ROC)曲线分析显示,风险评分在训练集和验证集的ROC曲线下面积(AUC)分别为0.855和0.838。训练集和验证集的nomogram c -index分别为0.788 (95% CI: 0.745-0.831)和0.773 (95% CI: 0.718-0.828)。结论:我们建立了预测PDAC切除患者OS的nomogram,验证结果表明该nomogram模型具有较强的预测能力。特别是FBG < 6.86 mmol/L,术后化疗周期大于4个周期,可预测PDAC术后OS较好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
5.40
自引率
6.10%
发文量
152
审稿时长
3.0 months
期刊介绍: Hepatobiliary & Pancreatic Diseases International (HBPD INT) (ISSN 1499-3872 / CN 33-1391/R) a bimonthly journal published by First Affiliated Hospital, Zhejiang University School of Medicine, China. It publishes peer-reviewed original papers, reviews and editorials concerned with clinical practice and research in the fields of hepatobiliary and pancreatic diseases. Papers cover the medical, surgical, radiological, pathological, biochemical, physiological and historical aspects of the subject areas under the headings Liver, Biliary, Pancreas, Transplantation, Research, Special Reports, Editorials, Review Articles, Brief Communications, Clinical Summary, Clinical Images and Case Reports. It also deals with the basic sciences and experimental work. The journal is abstracted and indexed in SCI-E, IM/MEDLINE, EMBASE/EM, CA, Scopus, ScienceDirect, etc.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信