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基于贝叶斯网络模型的可治愈性切除胆囊腺癌的最佳淋巴结清扫数目。

Optimal number of harvested lymph nodes for curatively resected gallbladder adenocarcinoma based on a Bayesian network model.

机构信息

Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.

Department of Industrial Engineering, School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, China.

出版信息

J Surg Oncol. 2020 Dec;122(7):1409-1417. doi: 10.1002/jso.26168. Epub 2020 Aug 20.

Abstract

BACKGROUND AND OBJECTIVES

To identify the optimal range and the minimum number of lymph nodes (LNs) to be examined to maximize survival time of patients with curatively resected gallbladder adenocarcinoma (GBAC).

METHODS

Data were collected from the surveillance, epidemiology, and end results database on patients with GBAC who underwent curative resection between 2004 and 2015. A Bayesian network (BN) model was constructed to identify the optimal range of harvested LNs. Model accuracy was evaluated using the confusion matrix and receiver operating characteristic (ROC) curve.

RESULTS

A total of 1268 patients were enrolled in this study. Accuracy of the BN model was 72.82%, and the area under the curve of the ROC for the testing dataset was 78.49%. We found that at least seven LNs should be harvested to maximize survival time, and that the optimal count of harvested LNs was in the range of 7 to 10 overall, with an optimal range of 10 to 11 for N+ patients, 7 to 10 for stage T1-T2 patients, and 7 to 11 for stage T3-T4 patients.

CONCLUSIONS

According to a BN model, at least seven LNs should be retrieved for GBAC with curative resection, with an overall optimal range of 7 to 10 harvested LNs.

摘要

背景与目的

为了确定可切除胆囊腺癌(GBAC)患者的最佳淋巴结(LN)检出范围和最小检出数量,以实现生存时间的最大化。

方法

从 2004 年至 2015 年接受根治性切除术的 GBAC 患者的监测、流行病学和结局数据库中收集数据。构建贝叶斯网络(BN)模型以确定检出 LN 的最佳范围。使用混淆矩阵和受试者工作特征(ROC)曲线评估模型准确性。

结果

本研究共纳入 1268 例患者。BN 模型的准确性为 72.82%,测试数据集的 ROC 曲线下面积为 78.49%。我们发现,至少需要检出 7 枚 LN 才能最大程度地延长生存时间,总体上最佳的检出 LN 数量范围为 7-10 枚,N+患者的最佳检出范围为 10-11 枚,T1-T2 期患者为 7-10 枚,T3-T4 期患者为 7-11 枚。

结论

根据 BN 模型,对于可切除的 GBAC,至少应检出 7 枚 LN,总体上最佳的检出 LN 数量范围为 7-10 枚。

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