基于阳性淋巴结对数赔率预测老年胃腺癌根治性手术后癌症特异性生存的新型nomogram构建与验证

IF 2.5 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Lei Wang, Jingjing Ge, Yihua Fang, Huiqiong Han, Yanru Qin
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引用次数: 0

摘要

目的:探讨淋巴结阳性对数赔率(LODDS)在老年胃腺癌(GAC)患者胃切除术后生存预测中的应用价值,并建立相应的生存预测模型。方法:在本研究中,从中国一家医院的监测、流行病学和最终结果(SEER)数据库和医疗记录数据库中收集患者数据。采用最小绝对收缩和选择算子(LASSO)回归和多变量Cox分析确定癌症特异性生存(CSS)的独立危险因素,并根据多变量Cox回归结果构建nomogram。采用一致性指数(C-index)、校准曲线、时变受者工作特征曲线(tdROC)和决策曲线分析(DCA)对nomogram预测性能进行评价。生成Kaplan-Meier生存曲线,显示不同组间CSS的差异。结果:多因素Cox分析显示,种族、部位、T分期、体型和LODDS与CSS独立相关。nomogram C-index和AUC均超过0.71,校正曲线表明nomogram能够准确预测CSS。此外,DCA曲线结果显示nomogram临床净收益优于TNM分期。与低风险患者相比,预测模型确定的高危患者表现出较差的生存结果。此外,组间比较显示,只有高危患者或高lodds组才能受益于化疗和放疗。结论:LODDS是老年GAC患者胃切除术后的独立预后因素。基于LODDS的nomogram预测能力优于传统的TNM分期系统,可辅助临床医生评估患者预后,指导治疗。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Construction and validation of a novel nomogram based on the log odds of positive lymph nodes to predict cancer-specific survival in elderly patients with gastric adenocarcinoma after radical surgery.

Objective: We aimed to evaluate the efficacy of the log odds of positive lymph nodes (LODDS) in survival prediction of elderly patients with gastric adenocarcinoma (GAC) after gastrectomy, and to construct a relevant survival prediction model.

Methods: In this study, patient data was collected from both the Surveillance, Epidemiology, and End Results (SEER) database and a medical records database at a hospital in China. Least absolute shrinkage and selection operator (LASSO) regression and multivariate Cox analysis were used to identify independent risk factors for cancer-specific survival (CSS) and a nomogram was constructed based on the results of multivariate Cox regression. Using consistency index (C-index), calibration curve, time-dependent receiver operating characteristic curve (tdROC) and decision curve analysis (DCA) to evaluate the predictive performance of nomogram. Generating Kaplan-Meier survival curves to show the difference in CSS between different groups.

Results: Multivariate Cox analysis indicated that race, site, T stage, size, and LODDS were independently associated with the CSS. The C-index and AUC of the nomogram both exceed 0.71, while the calibration curve suggests that the nomogram accurately predicts CSS. Additionally, DCA curve results demonstrate superior clinical net benefits of the nomogram over TNM staging. High-risk patients identified by the predictive model exhibit inferior survival outcomes compared to low-risk patients. In addition, group comparison showed that only high-risk patients or high-LODDS group could benefit from chemotherapy and radiotherapy.

Conclusions: The LODDS is an independent prognostic factor for elderly GAC patients after gastrectomy. The nomogram based on LODDS has better predictive ability than the traditional TNM staging system, assisting clinical doctors in evaluating patient prognosis and guiding treatment.

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来源期刊
BMC Gastroenterology
BMC Gastroenterology 医学-胃肠肝病学
CiteScore
4.20
自引率
0.00%
发文量
465
审稿时长
6 months
期刊介绍: BMC Gastroenterology is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of gastrointestinal and hepatobiliary disorders, as well as related molecular genetics, pathophysiology, and epidemiology.
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