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一种用于预测射血分数降低的心力衰竭患者冠状动脉旁路移植术后院内死亡的新型列线图的开发与验证

Development and Validation of a Novel Nomogram for Preoperative Prediction of In-Hospital Mortality After Coronary Artery Bypass Grafting Surgery in Heart Failure With Reduced Ejection Fraction.

作者信息

Yan Pengyun, Liu Taoshuai, Zhang Kui, Cao Jian, Dang Haiming, Song Yue, Zheng Jubing, Zhao Honglei, Wu Lisong, Liu Dong, Huang Qi, Dong Ran

机构信息

Department of Cardiac Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.

出版信息

Front Cardiovasc Med. 2021 Sep 30;8:709190. doi: 10.3389/fcvm.2021.709190. eCollection 2021.

DOI:10.3389/fcvm.2021.709190
PMID:34660713
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8514758/
Abstract

Patients with heart failure with reduced ejection fraction (HFrEF) are among the most challenging patients undergoing coronary artery bypass grafting surgery (CABG). Several surgical risk scores are commonly used to predict the risk in patients undergoing CABG. However, these risk scores do not specifically target HFrEF patients. We aim to develop and validate a new nomogram score to predict the risk of in-hospital mortality among HFrEF patients after CABG. The study retrospectively enrolled 489 patients who had HFrEF and underwent CABG. The outcome was postoperative in-hospital death. About 70% ( = 342) of the patients were randomly constituted a training cohort and the rest ( = 147) made a validation cohort. A multivariable logistic regression model was derived from the training cohort and presented as a nomogram to predict postoperative mortality in patients with HFrEF. The model performance was assessed in terms of discrimination and calibration. Besides, we compared the model with EuroSCORE-2 in terms of discrimination and calibration. Postoperative death occurred in 26 (7.6%) out of 342 patients in the training cohort, and in 10 (6.8%) out of 147 patients in the validation cohort. Eight preoperative factors were associated with postoperative death, including age, critical state, recent myocardial infarction, stroke, left ventricular ejection fraction (LVEF) ≤35%, LV dilatation, increased serum creatinine, and combined surgery. The nomogram achieved good discrimination with C-indexes of 0.889 (95%CI, 0.839-0.938) and 0.899 (95%CI, 0.835-0.963) in predicting the risk of mortality after CABG in the training and validation cohorts, respectively, and showed well-fitted calibration curves in the patients whose predicted mortality probabilities were below 40%. Compared with EuroSCORE-2, the nomogram had significantly higher C-indexes in the training cohort (0.889 vs. 0.762, = 0.005) as well as the validation cohort (0.899 vs. 0.816, = 0.039). Besides, the nomogram had better calibration and reclassification than EuroSCORE-2 both in the training and validation cohort. The EuroSCORE-2 underestimated postoperative mortality risk, especially in high-risk patients. The nomogram provides an optimal preoperative estimation of mortality risk after CABG in patients with HFrEF and has the potential to facilitate identifying HFrEF patients at high risk of in-hospital mortality.

摘要

射血分数降低的心力衰竭(HFrEF)患者是接受冠状动脉旁路移植术(CABG)最具挑战性的患者群体之一。几种手术风险评分通常用于预测接受CABG患者的风险。然而,这些风险评分并非专门针对HFrEF患者。我们旨在开发并验证一种新的列线图评分,以预测HFrEF患者CABG术后的院内死亡风险。该研究回顾性纳入了489例患有HFrEF并接受CABG的患者。结局指标为术后院内死亡。约70%(n = 342)的患者被随机组成一个训练队列,其余患者(n = 147)组成一个验证队列。从训练队列中得出一个多变量逻辑回归模型,并将其呈现为列线图,以预测HFrEF患者的术后死亡率。根据区分度和校准度对模型性能进行评估。此外,我们在区分度和校准度方面将该模型与欧洲心脏手术风险评估系统-2(EuroSCORE-2)进行了比较。训练队列中342例患者中有26例(7.6%)发生术后死亡,验证队列中147例患者中有10例(6.8%)发生术后死亡。八个术前因素与术后死亡相关,包括年龄、危急状态、近期心肌梗死、中风、左心室射血分数(LVEF)≤35%、左心室扩张、血清肌酐升高以及联合手术。该列线图在预测训练队列和验证队列中CABG术后死亡风险时,C指数分别为0.889(95%CI,0.839 - 0.938)和0.899(95%CI,0.835 - 0.963),具有良好的区分度,并且在预测死亡概率低于40%的患者中显示出拟合良好的校准曲线。与EuroSCORE-2相比,该列线图在训练队列(0.889对0.762,P = 0.005)以及验证队列(0.899对0.816,P = 0.039)中具有显著更高的C指数。此外,在训练队列和验证队列中,该列线图的校准度和重新分类能力均优于EuroSCORE-2。EuroSCORE-2低估了术后死亡风险,尤其是在高危患者中。该列线图为HFrEF患者CABG术后的死亡风险提供了最佳的术前估计,并且有可能有助于识别院内死亡风险高的HFrEF患者。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/295364f87c08/fcvm-08-709190-g0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/bd5fb5aea761/fcvm-08-709190-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/76bc279ab35e/fcvm-08-709190-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/f6a8420048be/fcvm-08-709190-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/6e69c79544bb/fcvm-08-709190-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/295364f87c08/fcvm-08-709190-g0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/bd5fb5aea761/fcvm-08-709190-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/76bc279ab35e/fcvm-08-709190-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/f6a8420048be/fcvm-08-709190-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/6e69c79544bb/fcvm-08-709190-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57e9/8514758/295364f87c08/fcvm-08-709190-g0005.jpg

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