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C 反应蛋白与白蛋白比值是预测食管癌手术后吻合口漏的预测模型中的关键指标:分类回归树分析的应用。

C-reactive protein to albumin ratio is a key indicator in a predictive model for anastomosis leakage after esophagectomy: Application of classification and regression tree analysis.

机构信息

Department of Cardiothoracic Surgery, Jingling Hospital, Jingling School of Clinical Medicine, Nanjing Medical University, Nanjing, China.

Department of Cardiothoracic Surgery, Jingling Hospital, Medical School of Nanjing University, Nanjing, China.

出版信息

Thorac Cancer. 2019 Apr;10(4):728-737. doi: 10.1111/1759-7714.12990. Epub 2019 Feb 7.

DOI:10.1111/1759-7714.12990
PMID:30734487
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6449232/
Abstract

BACKGROUND

Anastomotic leakage (AL), a serious complication after esophagectomy, might impair patient quality of life, prolong hospital stay, and even lead to surgery-related death. The aim of this study was to show a novel decision model based on classification and regression tree (CART) analysis for the prediction of postoperative AL among patients who have undergone esophagectomy.

METHODS

A total of 450 patients (training set: 356; test set: 94) with perioperative information were included. A decision tree model was established to identify the predictors of AL in the training set, which was validated in the test set. A receiver operating characteristic curve was also created to illustrate the diagnostic ability of the decision model.

RESULTS

A total of 12.2% (55/450) of the 450 patients suffered AL, which was diagnosed at median postoperative day 7 (range: 6-16). The decision tree model, containing surgical duration, postoperative lymphocyte count, and postoperative C-reactive protein to albumin ratio, was established by CART analysis. Among the three variables, the postoperative C-reactive protein to albumin ratio was identified as the most important indicator in the CART model with normalized importance of 100%. According to the results validated in the test set, the sensitivity, specificity, positive and negative predictive value, and diagnostic accuracy of the prediction model were 80%, 98.8%, 88.9%, 97.6%, and 96.8%, respectively. Moreover, the area under the receiver operating characteristic curve was 0.95.

CONCLUSION

The decision model based on CART analysis presented good performance for predicting AL, and might allow the early identification of patients at high risk.

摘要

背景

吻合口瘘(AL)是食管切除术后的一种严重并发症,可能会降低患者的生活质量、延长住院时间,甚至导致与手术相关的死亡。本研究旨在展示一种基于分类回归树(CART)分析的新型决策模型,用于预测接受食管切除术的患者术后 AL 的发生。

方法

共纳入 450 例具有围手术期信息的患者(训练集:356 例;测试集:94 例)。在训练集中建立决策树模型以识别 AL 的预测因子,并在测试集中进行验证。还创建了受试者工作特征曲线以说明决策模型的诊断能力。

结果

450 例患者中有 12.2%(55/450)发生了 AL,中位术后第 7 天(范围:6-16 天)确诊。该决策树模型通过 CART 分析包含手术持续时间、术后淋巴细胞计数和术后 C 反应蛋白与白蛋白比值。在这三个变量中,术后 C 反应蛋白与白蛋白比值被确定为 CART 模型中最重要的指标,归一化重要性为 100%。根据在测试集中验证的结果,预测模型的敏感性、特异性、阳性预测值、阴性预测值和诊断准确性分别为 80%、98.8%、88.9%、97.6%和 96.8%。此外,受试者工作特征曲线下面积为 0.95。

结论

基于 CART 分析的决策模型在预测 AL 方面表现出良好的性能,可能有助于早期识别高危患者。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/bf02d61d0cbe/TCA-10-728-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/9c550d8bed39/TCA-10-728-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/39f2ce6a122b/TCA-10-728-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/d25cebfe265b/TCA-10-728-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/bf02d61d0cbe/TCA-10-728-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/9c550d8bed39/TCA-10-728-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/39f2ce6a122b/TCA-10-728-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/d25cebfe265b/TCA-10-728-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3390/6449232/bf02d61d0cbe/TCA-10-728-g004.jpg

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