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Construction of a nomogram for the prediction of prognosis in patients with resectable gastric cancer undergoing fewer than sixteen lymph node biopsies

机译:构建可用于可切除胃癌且淋巴结活检少于十六次的可切除胃癌患者预后的列线图

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Background: Lymph node metastases evaluation is important for assessing gastric cancer prognosis. In patients not undergoing adequate lymph node biopsy, lymph node stage migration occurs with the use of the existing staging system. This study established a prediction model to improve prognostication in patients undergoing fewer than 16 lymph nodes biopsy. Patients and methods: In total, 3036 eligible patients from the Surveillance, Epidemiology, and End Results Program database were evaluated. They were randomized into development and validation sets in a 1:1 ratio (n=1520 and 1516, respectively). To avoid model overfitting and loss of important factors, prognostic factors related to overall survival (OS) were screened according to the Akaike information criterion. The nomogram was assessed using discrimination and consistency tests in the development and validation sets; the concordance index (C-index), calibration curves, and receiver operating characteristic (ROC) curves were also evaluated. Comparison with the 7th American Joint Committee on Cancer (AJCC) staging system was based on Kaplan–Meier curves, ROC, risk stratification, and decision curve analysis (DCA). Results: Age, race, degree of differentiation, invasion depth, chemotherapy, radiotherapy, and lymph node ratio were independent prognostic factors in OS. C-indices of the development and validation sets were 0.759 (95% CI: 0.741–0.777) and 0.742 (95% CI: 0.713–0.771), respectively; calibration curves were approximately 45° diagonal, indicating good predictive ability of the nomogram. In contrast to the 7th AJCC staging system, the Kaplan–Meier curves and risk stratification of the nomogram had better discrimination ability, the ROC curves of the nomogram achieved more predictive accuracy, and the DCA indicated that the nomogram conferred higher net benefit. Conclusion: Our constructed nomogram predicts the prognosis of patients with resectable gastric cancer undergoing biopsy of fewer than 16 lymph nodes more precisely and has better clinical applicability than the 7th AJCC staging system.
机译:背景:淋巴结转移评估对于评估胃癌的预后非常重要。在未进行充分淋巴结活检的患者中,使用现有的分期系统会发生淋巴结分期迁移。这项研究建立了一种预测模型,以改善行淋巴结活检少于16例的患者的预后。患者和方法:总共评估了3036名来自监测,流行病学和最终结果计划数据库的合格患者。将它们以1:1的比例随机分为开发和验证集(分别为n = 1520和1516)。为了避免模型过度拟合和重要因素的损失,根据Akaike信息标准筛选了与总体生存期(OS)相关的预后因素。在开发和验证集中使用歧视和一致性测试评估了诺模图;还评估了一致性指数(C指数),校准曲线和接收器工作特性(ROC)曲线。与第七届美国癌症联合委员会(AJCC)分期系统的比较是基于Kaplan–Meier曲线,ROC,风险分层和决策曲线分析(DCA)。结果:年龄,种族,分化程度,浸润深度,化学疗法,放射疗法和淋巴结比率是OS的独立预后因素。开发和验证集的C指数分别为0.759(95%CI:0.741-0.777)和0.742(95%CI:0.713-0.771)。校准曲线对角线约为45°,表明列线图具有良好的预测能力。与第七届AJCC分期系统相比,Kaplan–Meier曲线和诺模图的风险分层具有更好的判别能力,诺模图的ROC曲线具有更高的预测准确性,而DCA表示诺模图具有更高的净收益。结论:我们构建的列线图预测了可切除的胃癌患者行少于16个淋巴结活检的预后,比第7 AJCC分期系统具有更好的临床适用性。

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