A nomogram for individualized prediction of new-onset postoperative atrial fibrillation in acute type A aortic dissection patients: a retrospective study.

IF 2.8 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Frontiers in Cardiovascular Medicine Pub Date : 2024-08-21 eCollection Date: 2024-01-01 DOI:10.3389/fcvm.2024.1429680
Zhihao Yang, Chunxiao Liu, Chao Fu, Xin Zhao
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Abstract

Objective: The objective of this study is to explore the risk factors associated with new-onset postoperative atrial fibrillation (POAF) following Sun's surgery(total arch replacement using a tetrafurcate graft with stented elephant trunk implantation) for acute type A aortic dissection(AAAD) and to develop a predictive model for assessing the likelihood of new-onset POAF in patients undergoing Sun's surgery for AAAD.

Methods: We reviewed the clinical parameters of patients diagnosed with AAAD who underwent Sun's surgery at Qilu Hospital between December 1, 2017 and December 31, 2022. The data was analyzed through univariable and multivariable logistic regression analysis. Variance inflation factor was used to investigate for variable collinearity. A nomogram for predicting new-onset POAF was developed and verified by bootstrap resampling. In addition, the calibration of our model was evaluated by the calibration curve and Hosmer-Lemeshow test. Furthermore, the clinical utility of our model was evaluated using the net benefit curve.

Results: This study focused on a cohort of 242 patients with AAAD, among whom 42 experienced new-onset POAF, indicating an incidence rate of 17.36%. Age, left atrial diameter (LA), right atrial diameter (RA), preoperative red blood cells (RBC), and previous acute coronary syndrome (preACS) emerged as independent influences on new-onset POAF following Sun's surgery, as identified by univariable and multivariable logistic regression analysis. Collinearity analysis with demonstrated no collinearity among the variables. A user-friendly prediction nomogram for new onset POAF following Sun's surgery was formulated. The model demonstrated commendable diagnostic accuracy with an area under the curve (AUC) of 0.7852. Validation of the model through bootstrapping (1,000 repetitions) yielded an AUC of 0.8080 (95% CI: 0.8056-0.8104). affirming its robustness. Additionally, the model exhibited favorable fit, calibration, and positive net benefits in decision curve analysis.

Conclusions: Drawing upon these findings, we have developed a predictive model for the occurrence of new-onset POAF. These results suggest the potential efficacy of this prediction model for identifying patients at risk of developing POAF. The visualization of this model empowers healthcare professionals to conveniently and promptly assess the risk of AF in patients, thereby facilitating the timely intervention implementation.

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用于个性化预测急性 A 型主动脉夹层患者术后新发心房颤动的提名图:一项回顾性研究。
研究目的本研究旨在探讨急性A型主动脉夹层(AAAD)患者接受孙氏手术(使用四瓣膜移植物进行全弓置换术并植入支架的象鼻支架)后新发术后房颤(POAF)的相关风险因素,并建立一个预测模型来评估接受孙氏手术治疗AAAD的患者新发POAF的可能性:我们回顾性分析了2017年12月1日至2022年12月31日期间在齐鲁医院接受孙氏手术的AAAD患者的临床参数。通过单变量和多变量逻辑回归分析对数据进行分析。方差膨胀因子用于调查变量的共线性。开发了预测新发 POAF 的提名图,并通过引导重采样进行了验证。此外,我们还通过校准曲线和 Hosmer-Lemeshow 检验对模型的校准进行了评估。此外,我们还利用净收益曲线评估了模型的临床实用性:本研究以 242 例 AAAD 患者为研究对象,其中 42 例为新发 POAF,发病率为 17.36%。通过单变量和多变量逻辑回归分析发现,年龄、左心房直径(LA)、右心房直径(RA)、术前红细胞(RBC)和既往急性冠状动脉综合征(preACS)是孙氏手术后新发 POAF 的独立影响因素。共线性分析表明各变量之间不存在共线性。针对孙氏手术后新发 POAF,制定了一个方便用户使用的预测提名图。该模型的诊断准确性值得称赞,曲线下面积(AUC)为 0.7852。通过引导(1,000 次重复)对模型进行验证,得出 AUC 为 0.8080(95% CI:0.8056-0.8104)。此外,该模型在决策曲线分析中表现出良好的拟合、校准和正净效益:根据这些研究结果,我们建立了一个预测新发 POAF 的模型。这些结果表明,该预测模型对识别有罹患 POAF 风险的患者具有潜在功效。该模型的可视化使医护人员能够方便、及时地评估患者的房颤风险,从而促进干预措施的及时实施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Frontiers in Cardiovascular Medicine
Frontiers in Cardiovascular Medicine Medicine-Cardiology and Cardiovascular Medicine
CiteScore
3.80
自引率
11.10%
发文量
3529
审稿时长
14 weeks
期刊介绍: Frontiers? Which frontiers? Where exactly are the frontiers of cardiovascular medicine? And who should be defining these frontiers? At Frontiers in Cardiovascular Medicine we believe it is worth being curious to foresee and explore beyond the current frontiers. In other words, we would like, through the articles published by our community journal Frontiers in Cardiovascular Medicine, to anticipate the future of cardiovascular medicine, and thus better prevent cardiovascular disorders and improve therapeutic options and outcomes of our patients.
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