Development and validation of survival prediction nomograms for patients with early-stage rectal cancer: a population-based study.

IF 1.5 4区 医学 Q4 ONCOLOGY
Translational cancer research Pub Date : 2025-04-30 Epub Date: 2025-04-14 DOI:10.21037/tcr-24-1888
Sirui Zhu, Yuncan Xing, Jiawei Tu, Wei Pei, Jianjun Bi, Zhaoxu Zheng, Qiang Feng
{"title":"Development and validation of survival prediction nomograms for patients with early-stage rectal cancer: a population-based study.","authors":"Sirui Zhu, Yuncan Xing, Jiawei Tu, Wei Pei, Jianjun Bi, Zhaoxu Zheng, Qiang Feng","doi":"10.21037/tcr-24-1888","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The incidence of colorectal cancer (CRC) has been rising in recent years, with a concurrent increase in early-stage rectal cancer (ESRC) cases. This study aimed to investigate risk factors and developed nomograms to predict overall survival (OS) and cancer-specific survival (CSS) in ESRC patients in order to improve clinical outcomes across diverse patient subgroups.</p><p><strong>Methods: </strong>Risk factors were investigated in ESRC patients by analyzing data from the Surveillance, Epidemiology, and End Results (SEER) database. We developed and validated nomograms to predict OS and CSS after dividing patients into two risk groups. Then we assessed the potential benefits of various therapies across subgroups after propensity score-matching (PSM).</p><p><strong>Results: </strong>T stage, tumor grade, age, carcinoembryonic antigen (CEA) levels, tumor size, and surgical options emerged as independent risk factors through univariate and multivariate Cox regression analyses, contributing to the OS nomogram; while for CSS, the identified risk factors were tumor grade, age, elevated CEA levels and surgical options. The Concordance-index of the nomogram surpassed that of the American Joint Committee on Cancer (AJCC) 7<sup>th</sup> staging system, with values of 0.69 (C-index, 0.64-0.74) in the training set and 0.65 (C-index, 0.62-0.68) in the testing set. The receiver operating characteristic (ROC) analysis revealed area under the curve (AUC) values of 0.70, 0.70, and 0.67 for 1-, 3-, and 5-year OS in the development cohort, with comparable results in the validation cohort. Calibration plots demonstrated strong alignment between predicted and observed outcomes. Decision curve analysis (DCA) confirmed the nomogram's superior clinical utility relative to the AJCC 7<sup>th</sup> staging system, with similar findings for CSS. Kaplan-Meier curves illustrated significant differences in OS and CSS between low- and high-risk groups. Notably, radiation and chemotherapy conferred no benefit, while low-risk patients, especially younger individuals, may benefit from local resection.</p><p><strong>Conclusions: </strong>This study presents a comprehensive prognostic analysis of patients with ESRC and developed predictive nomograms for OS and CSS. Subgroup analyses highlight the potential benefits of local resection in younger patients with low risk.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":"14 4","pages":"2367-2380"},"PeriodicalIF":1.5000,"publicationDate":"2025-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12079600/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Translational cancer research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.21037/tcr-24-1888","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/4/14 0:00:00","PubModel":"Epub","JCR":"Q4","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: The incidence of colorectal cancer (CRC) has been rising in recent years, with a concurrent increase in early-stage rectal cancer (ESRC) cases. This study aimed to investigate risk factors and developed nomograms to predict overall survival (OS) and cancer-specific survival (CSS) in ESRC patients in order to improve clinical outcomes across diverse patient subgroups.

Methods: Risk factors were investigated in ESRC patients by analyzing data from the Surveillance, Epidemiology, and End Results (SEER) database. We developed and validated nomograms to predict OS and CSS after dividing patients into two risk groups. Then we assessed the potential benefits of various therapies across subgroups after propensity score-matching (PSM).

Results: T stage, tumor grade, age, carcinoembryonic antigen (CEA) levels, tumor size, and surgical options emerged as independent risk factors through univariate and multivariate Cox regression analyses, contributing to the OS nomogram; while for CSS, the identified risk factors were tumor grade, age, elevated CEA levels and surgical options. The Concordance-index of the nomogram surpassed that of the American Joint Committee on Cancer (AJCC) 7th staging system, with values of 0.69 (C-index, 0.64-0.74) in the training set and 0.65 (C-index, 0.62-0.68) in the testing set. The receiver operating characteristic (ROC) analysis revealed area under the curve (AUC) values of 0.70, 0.70, and 0.67 for 1-, 3-, and 5-year OS in the development cohort, with comparable results in the validation cohort. Calibration plots demonstrated strong alignment between predicted and observed outcomes. Decision curve analysis (DCA) confirmed the nomogram's superior clinical utility relative to the AJCC 7th staging system, with similar findings for CSS. Kaplan-Meier curves illustrated significant differences in OS and CSS between low- and high-risk groups. Notably, radiation and chemotherapy conferred no benefit, while low-risk patients, especially younger individuals, may benefit from local resection.

Conclusions: This study presents a comprehensive prognostic analysis of patients with ESRC and developed predictive nomograms for OS and CSS. Subgroup analyses highlight the potential benefits of local resection in younger patients with low risk.

早期直肠癌患者生存预测图的开发和验证:一项基于人群的研究
背景:近年来,结直肠癌(CRC)的发病率呈上升趋势,同时早期直肠癌(ESRC)病例也在增加。本研究旨在调查ESRC患者的危险因素,并开发nomogram来预测ESRC患者的总生存期(OS)和癌症特异性生存期(CSS),以改善不同患者亚组的临床结果。方法:通过分析来自监测、流行病学和最终结果(SEER)数据库的数据,调查ESRC患者的危险因素。在将患者分为两个风险组后,我们开发并验证了nomogram来预测OS和CSS。然后,我们评估了倾向评分匹配(PSM)后不同亚组治疗的潜在益处。结果:通过单因素和多因素Cox回归分析,T分期、肿瘤分级、年龄、癌胚抗原(CEA)水平、肿瘤大小和手术选择成为独立的危险因素,有助于形成OS nomogram;而对于CSS,确定的危险因素是肿瘤分级、年龄、CEA水平升高和手术选择。nomogram concorance -index超过了American Joint Committee on Cancer (AJCC)第7分期系统,训练集的conance -index值为0.69 (C-index, 0.64-0.74),测试集的conance -index值为0.65 (C-index, 0.62-0.68)。受试者工作特征(ROC)分析显示,在开发队列中,1年、3年和5年OS的曲线下面积(AUC)分别为0.70、0.70和0.67,验证队列中也有类似的结果。校准图显示预测结果和观测结果之间有很强的一致性。决策曲线分析(DCA)证实了nomogram相对于AJCC第7分期系统具有优越的临床应用价值,CSS也有类似的发现。Kaplan-Meier曲线显示了低高危组之间OS和CSS的显著差异。值得注意的是,放疗和化疗没有任何益处,而低风险患者,特别是年轻人,可能从局部切除中受益。结论:本研究对ESRC患者进行了全面的预后分析,并开发了OS和CSS的预测图。亚组分析强调了低风险年轻患者局部切除的潜在益处。
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
2.10
自引率
0.00%
发文量
252
期刊介绍: Translational Cancer Research (Transl Cancer Res TCR; Print ISSN: 2218-676X; Online ISSN 2219-6803; http://tcr.amegroups.com/) is an Open Access, peer-reviewed journal, indexed in Science Citation Index Expanded (SCIE). TCR publishes laboratory studies of novel therapeutic interventions as well as clinical trials which evaluate new treatment paradigms for cancer; results of novel research investigations which bridge the laboratory and clinical settings including risk assessment, cellular and molecular characterization, prevention, detection, diagnosis and treatment of human cancers with the overall goal of improving the clinical care of cancer patients. The focus of TCR is original, peer-reviewed, science-based research that successfully advances clinical medicine toward the goal of improving patients'' quality of life. The editors and an international advisory group of scientists and clinician-scientists as well as other experts will hold TCR articles to the high-quality standards. We accept Original Articles as well as Review Articles, Editorials and Brief Articles.
×
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