Development and external validation of a prognostic model for new-onset atrial fibrillation complicating acute myocardial infarction: insights from the NOAFCAMI-China registry.

IF 4.6 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS
Jiachen Luo, Xiaoming Qin, Yuan Fang, Xingxu Zhang, Yiwei Zhang, Jieyun Liu, Yaoxin Wang, Guojun Zhao, Lili Xiao, Wentao Shi, Lei Qin, Baoxin Liu, Yidong Wei
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引用次数: 0

Abstract

Background: There is no specifically developed model to predict the risk of major adverse cardiac events (MACEs) in patients with new-onset atrial fibrillation (NOAF) complicating acute myocardial infarction (AMI). We aimed to develop and validate a prediction model for 5-year risk of MACE in patients with post-MI NOAF.

Methods: The derivation cohort comprised 457 patients, and the external validation cohort consisted of 206 patients between January 2014 and January 2022. Stepwise multivariable Cox regression analysis was used to identify candidate predictors and to establish the model for 5-year MACE prediction. Model performance was assessed using time-dependent area under the receiver-operating characteristic curve (AUC), C-index, and calibration curves.

Results: According to the stepwise multivariable Cox regression analysis, 7 variables were included in the prediction model (NOAFCAMI score): age, prior HF, Killip class, undergoing percutaneous coronary intervention, peak level of NT-pro BNP, AF burden, and symptomatic AF. The 5-year AUC was 0.83 (95% confidence interval [CI]: 0.77 to 0.88). Internal validation by optimism bootstrap-corrected C-index was 0.72 (95% CI: 0.68 to 0.76). External validation showed a 5-year AUC of 0.79 (95% CI: 0.69 to 0.89). The calibration of the NOAFCAMI score for 5-year MACE prediction was acceptable in the derivation (Brier score: 0.17 [95%CI: 0.15 to 0.19]) and the external validation (Brier score: 0.19 [95%CI: 0.16 to 0.22]) cohorts, respectively.

Conclusions: The NOAFCAMI score is the first externally validated prediction model to personalize MACE risk assessment in patients with post-MI NOAF, offering actionable insights for tailored management.

新发房颤并发急性心肌梗死预后模型的开发和外部验证:来自NOAFCAMI-China注册的见解
背景:目前还没有专门开发的模型来预测新发心房颤动(NOAF)合并急性心肌梗死(AMI)患者的主要不良心脏事件(mace)风险。我们旨在建立并验证心肌梗死后NOAF患者5年MACE风险的预测模型。方法:衍生队列包括457例患者,外部验证队列包括206例患者,时间为2014年1月至2022年1月。采用逐步多变量Cox回归分析确定候选预测因子,建立5年MACE预测模型。使用接收器工作特征曲线(AUC)、c指数和校准曲线下的时间依赖面积来评估模型的性能。结果:根据逐步多变量Cox回归分析,预测模型(NOAFCAMI评分)纳入7个变量:年龄、既往HF、Killip分级、接受经皮冠状动脉介入治疗、NT-pro BNP峰值水平、房事负担、有症状房事。5年AUC为0.83(95%可信区间[CI]: 0.77 ~ 0.88)。乐观引导校正c指数的内部验证为0.72 (95% CI: 0.68至0.76)。外部验证显示5年AUC为0.79 (95% CI: 0.69 ~ 0.89)。在推导组(Brier评分:0.17 [95%CI: 0.15至0.19])和外部验证组(Brier评分:0.19 [95%CI: 0.16至0.22])中,NOAFCAMI评分用于5年MACE预测的校准均可接受。结论:NOAFCAMI评分是第一个外部验证的预测模型,用于对心肌梗死后NOAF患者进行个性化MACE风险评估,为量身定制的管理提供可操作的见解。
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来源期刊
CiteScore
8.50
自引率
4.90%
发文量
325
期刊介绍: The European Heart Journal - Acute Cardiovascular Care (EHJ-ACVC) offers a unique integrative approach by combining the expertise of the different sub specialties of cardiology, emergency and intensive care medicine in the management of patients with acute cardiovascular syndromes. Reading through the journal, cardiologists and all other healthcare professionals can access continuous updates that may help them to improve the quality of care and the outcome for patients with acute cardiovascular diseases.
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