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高级别上尿路尿路上皮癌患者无复发生存的术后列线图。

Postoperative Nomogram for Relapse-Free Survival in Patients with High Grade Upper Tract Urothelial Carcinoma.

机构信息

Department of Urology, University of Muenster Medical Center, Muenster, Germany; Department of Urology, UT Southwestern Medical Center, Dallas, Texas.

Department of Urology, University Hospital of Cologne, Cologne, Germany; Department of Urology, Stanford University School of Medicine, Stanford, California.

出版信息

J Urol. 2017 Mar;197(3 Pt 1):580-589. doi: 10.1016/j.juro.2016.09.078. Epub 2016 Sep 23.

Abstract

PURPOSE

We developed a prognostic nomogram for patients with high grade urothelial carcinoma of the upper urinary tract after extirpative surgery.

MATERIALS AND METHODS

Clinical data were available for 2,926 patients diagnosed with high grade urothelial carcinoma of the upper urinary tract who underwent extirpative surgery. Cox proportional hazard regression models identified independent prognosticators of relapse in the development cohort (838). A backward step-down selection process was applied to achieve the most informative nomogram with the least number of variables. The L2-regularized logistic regression was applied to generate the novel nomogram. Harrell's concordance indices were calculated to estimate the discriminative accuracy of the model. Internal validation processes were performed using bootstrapping, random sampling, tenfold cross-validation, LOOCV, Brier score, information score and F1 score. External validation was performed on an external cohort (2,088). Decision tree analysis was used to develop a risk classification model. Kaplan-Meier curves were applied to estimate the relapse rate for each category.

RESULTS

Overall 35.3% and 30.7% of patients experienced relapse in the development and external validation cohort. The final nomogram included age, pT stage, pN stage and architecture. It achieved a discriminative accuracy of 0.71 and 0.76, and the AUC was 0.78 and 0.77 in the development and external validation cohort, respectively. Rigorous testing showed constant results. The 5-year relapse-free survival rates were 88.6%, 68.1%, 40.2% and 12.5% for the patients with low risk, intermediate risk, high risk and very high risk disease, respectively.

CONCLUSIONS

The current nomogram, consisting of only 4 variables, shows high prognostic accuracy and risk stratification for patients with high grade urothelial carcinoma of the upper urinary tract following extirpative surgery, thereby adding meaningful information for clinical decision making.

摘要

目的

我们开发了一个用于根治性手术治疗后高级别上尿路上皮癌患者的预后列线图。

材料与方法

我们收集了 2926 例接受根治性手术治疗的高级别上尿路上皮癌患者的临床资料。在开发队列(838 例)中,应用 Cox 比例风险回归模型确定了复发的独立预后因素。采用逐步后退选择过程,以获得信息量最少的最具信息的列线图。应用 L2 正则化逻辑回归生成新的列线图。计算 Harrell 的一致性指数以评估模型的判别准确性。通过bootstrap、随机抽样、十折交叉验证、LOOCV、Brier 评分、信息评分和 F1 评分进行内部验证。在外部队列(2088 例)上进行外部验证。应用决策树分析建立风险分类模型。应用 Kaplan-Meier 曲线估计每个类别的复发率。

结果

在开发和外部验证队列中,分别有 35.3%和 30.7%的患者发生复发。最终的列线图包括年龄、pT 分期、pN 分期和组织学形态。它在开发和外部验证队列中的判别准确性分别为 0.71 和 0.76,AUC 分别为 0.78 和 0.77。严格测试结果一致。低危、中危、高危和极高危疾病患者的 5 年无复发生存率分别为 88.6%、68.1%、40.2%和 12.5%。

结论

该列线图仅包含 4 个变量,对于根治性手术治疗后高级别上尿路上皮癌患者具有较高的预后准确性和风险分层能力,为临床决策提供了有意义的信息。

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