Development and Validation of a Competitive Risk Model in Elderly Patients with Transitional Cell Bladder Carcinoma.

IF 2.1 4区 医学 Q1 Medicine Medical Science Monitor Pub Date : 2025-01-29 DOI:10.12659/MSM.946332
Libin Yang, Chao Chen, Qianghui Wang, Zhiliang Zhuang, Tao Sun
{"title":"Development and Validation of a Competitive Risk Model in Elderly Patients with Transitional Cell Bladder Carcinoma.","authors":"Libin Yang, Chao Chen, Qianghui Wang, Zhiliang Zhuang, Tao Sun","doi":"10.12659/MSM.946332","DOIUrl":null,"url":null,"abstract":"<p><p>BACKGROUND Transitional cell bladder carcinoma (tcBC) is the predominant form of bladder cancer, making up around 95% of reported cases. Prognostic factors for older individuals with tcBC differ from those affecting younger patients. The main purpose of this study was to establish a prognostic competing risk model for elderly patients with tcBC. MATERIAL AND METHODS We conducted a retrospective analysis using data from the SEER database, randomly assigning patients to training and validation groups. We applied proportional subdistribution hazard (SH) to assess risk factors for cancer-related mortality (CSM). A competitive risk model was created to predict cancer-specific survival in elderly patients with tcBC. Model validation involved evaluating the area under the receiver operating curve, the consistency index, and a calibration curve. The Kaplan-Meier (K-M) curve was then used to compare mortality risk between high-risk and low-risk groups identified by the model. RESULTS This study randomly assigned 61 293 patients from the SEER database into training (42 905 patients) and validation (18 388 patients) groups in a 7: 3 ratio. Using a proportional subdistribution hazards model, we identified prognostic risk factors such as age, race, sex, marital status, TNM staging, grade, and metastatic status in brain, bone, liver, and lung. We developed a competitive risk model to predict 5-year cancer-specific survival (CSS) in elderly tcBC patients, achieving consistency index (C-index) values of 0.814 and 0.815 for the training and validation groups, respectively. Kaplan-Meier (K-M) analysis revealed 5-year survival probabilities of 35.1% (high-risk) and 42.2% (low-risk) in the training group, with similar rates of 35.7% and 42.0% in the validation group, both showing statistically significant differences (log-rank P<0.01). CONCLUSIONS We successfully established a competitive risk model for forecasting cancer-specific survival in elderly tcBC patients, primarily relying on these identified risk factors. The validation outcomes indicate the model's accuracy and dependability, making it a highly efficient predictive instrument. This tool enables making personalized clinical decisions for both medical professionals and patients.</p>","PeriodicalId":48888,"journal":{"name":"Medical Science Monitor","volume":"31 ","pages":"e946332"},"PeriodicalIF":2.1000,"publicationDate":"2025-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11789422/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medical Science Monitor","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.12659/MSM.946332","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 0

Abstract

BACKGROUND Transitional cell bladder carcinoma (tcBC) is the predominant form of bladder cancer, making up around 95% of reported cases. Prognostic factors for older individuals with tcBC differ from those affecting younger patients. The main purpose of this study was to establish a prognostic competing risk model for elderly patients with tcBC. MATERIAL AND METHODS We conducted a retrospective analysis using data from the SEER database, randomly assigning patients to training and validation groups. We applied proportional subdistribution hazard (SH) to assess risk factors for cancer-related mortality (CSM). A competitive risk model was created to predict cancer-specific survival in elderly patients with tcBC. Model validation involved evaluating the area under the receiver operating curve, the consistency index, and a calibration curve. The Kaplan-Meier (K-M) curve was then used to compare mortality risk between high-risk and low-risk groups identified by the model. RESULTS This study randomly assigned 61 293 patients from the SEER database into training (42 905 patients) and validation (18 388 patients) groups in a 7: 3 ratio. Using a proportional subdistribution hazards model, we identified prognostic risk factors such as age, race, sex, marital status, TNM staging, grade, and metastatic status in brain, bone, liver, and lung. We developed a competitive risk model to predict 5-year cancer-specific survival (CSS) in elderly tcBC patients, achieving consistency index (C-index) values of 0.814 and 0.815 for the training and validation groups, respectively. Kaplan-Meier (K-M) analysis revealed 5-year survival probabilities of 35.1% (high-risk) and 42.2% (low-risk) in the training group, with similar rates of 35.7% and 42.0% in the validation group, both showing statistically significant differences (log-rank P<0.01). CONCLUSIONS We successfully established a competitive risk model for forecasting cancer-specific survival in elderly tcBC patients, primarily relying on these identified risk factors. The validation outcomes indicate the model's accuracy and dependability, making it a highly efficient predictive instrument. This tool enables making personalized clinical decisions for both medical professionals and patients.

Abstract Image

Abstract Image

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
老年移行细胞膀胱癌患者竞争风险模型的建立与验证。
背景:移行细胞膀胱癌(tcBC)是膀胱癌的主要形式,约占报告病例的95%。老年tcBC患者的预后因素不同于影响年轻患者的预后因素。本研究的主要目的是建立老年tcBC患者的预后竞争风险模型。材料和方法我们使用来自SEER数据库的数据进行回顾性分析,将患者随机分配到训练组和验证组。我们应用比例亚分布风险(SH)来评估癌症相关死亡率(CSM)的危险因素。建立了一个竞争风险模型来预测老年tcBC患者的癌症特异性生存。模型验证包括评估受试者工作曲线下的面积、一致性指数和校准曲线。然后使用Kaplan-Meier (K-M)曲线比较模型确定的高风险组和低风险组之间的死亡率风险。结果:本研究将SEER数据库中的61 293例患者按7:3的比例随机分为训练组(42 905例)和验证组(18 388例)。使用比例亚分布风险模型,我们确定了预后风险因素,如年龄、种族、性别、婚姻状况、TNM分期、分级以及脑、骨、肝和肺的转移状态。我们建立了一个竞争风险模型来预测老年tcBC患者的5年癌症特异性生存(CSS),训练组和验证组的一致性指数(C-index)分别为0.814和0.815。Kaplan-Meier (K-M)分析显示,训练组的5年生存率为35.1%(高风险)和42.2%(低风险),验证组的5年生存率相似,分别为35.7%和42.0%,差异均有统计学意义(log-rank P . 0.05)
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 去求助
来源期刊
Medical Science Monitor
Medical Science Monitor MEDICINE, RESEARCH & EXPERIMENTAL-
CiteScore
6.40
自引率
3.20%
发文量
514
审稿时长
3.0 months
期刊介绍: Medical Science Monitor (MSM) established in 1995 is an international, peer-reviewed scientific journal which publishes original articles in Clinical Medicine and related disciplines such as Epidemiology and Population Studies, Product Investigations, Development of Laboratory Techniques :: Diagnostics and Medical Technology which enable presentation of research or review works in overlapping areas of medicine and technology such us (but not limited to): medical diagnostics, medical imaging systems, computer simulation of health and disease processes, new medical devices, etc. Reviews and Special Reports - papers may be accepted on the basis that they provide a systematic, critical and up-to-date overview of literature pertaining to research or clinical topics. Meta-analyses are considered as reviews. A special attention will be paid to a teaching value of a review paper. Medical Science Monitor is internationally indexed in Thomson-Reuters Web of Science, Journals Citation Report (JCR), Science Citation Index Expanded (SCI), Index Medicus MEDLINE, PubMed, PMC, EMBASE/Excerpta Medica, Chemical Abstracts CAS and Index Copernicus.
期刊最新文献
Effects of Abdominal Bracing Versus Abdominal Hollowing on Abdominal Muscle Thickness and Activation During Static and Dynamic Trunk Stabilization Tasks in Healthy Adults. Systematic Review of Case Reports and Case Series Published Between 2015 and 2025 on the Use of Biomaterials for Closure of Oroantral Fistula. Phospho-Histone H3 as a Tool for Improved Mitotic Counting and Risk Assessment in Gastrointestinal Stromal Tumors: A Study of 241 Cases. Review of Recent Advances in Implantable Brain-Computer Interfaces for the Restoration of Motor Function in Patients With Paralysis. Retracted: Impact of Pulsed Electric Field Ablation on His Bundle Conduction: A Preclinical Canine Study.
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1