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预测心力衰竭患者的生存率:在瑞典心力衰竭注册中心的 51043 例患者中验证 MAGGIC 心力衰竭风险评分。

Predicting survival in heart failure: validation of the MAGGIC heart failure risk score in 51,043 patients from the Swedish heart failure registry.

机构信息

Department of Cardiothoracic Surgery and Anesthesiology, Karolinska University Hospital, Stockholm, Sweden; Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.

出版信息

Eur J Heart Fail. 2014 Feb;16(2):173-9. doi: 10.1111/ejhf.32. Epub 2013 Dec 14.

Abstract

AIMS

The aim of this study was to evaluate the performance of a recently developed risk score for mortality in heart failure by external validation in a national heart failure registry.

METHODS AND RESULTS

From 13 routinely available patient characteristics, the Meta-analysis Global Group in Chronic Heart Failure (MAGGIC) constructed a risk score for prediction of mortality in heart failure. We included 51 043 patients from the national Swedish Heart Failure Registry and calculated the MAGGIC risk score for each patient. The outcome measure was 3-year mortality. The predicted probability of death obtained from the calculated risk score was compared with the observed 3-year mortality, and model discrimination and calibration were assessed by formal tests and graphical means. The overall 3-year mortality in the study population was 39.4% and the MAGGIC project heart failure risk score predicted mortality was 36.4% (observed to expected ratio: 1.08). Discrimination was excellent overall (C index = 0.741). The difference between the model-predicted and the observed 3-year mortality in the six risk groups varied between 5% and -12%. Calibration plots demonstrated slight overprediction for the lowest risk patients, and underprediction in high risk patients.

CONCLUSION

The MAGGIC project heart failure risk score demonstrated an excellent ability to categorize patients in separate risk strata. Although the predicted 3-year mortality risk was higher in low risk groups and lower in high risk groups compared with the observed 3-year mortality in the Swedish Heart Failure Registry, the MAGGIC project heart failure risk score performed well in a large nationwide contemporary external validation cohort.

摘要

目的

本研究旨在通过在全国心力衰竭注册中心进行外部验证,评估最近开发的心力衰竭死亡率风险评分的性能。

方法和结果

从 13 个常规的患者特征中,Meta 分析全球慢性心力衰竭组(MAGGIC)构建了一个心力衰竭死亡率预测风险评分。我们纳入了来自全国瑞典心力衰竭注册中心的 51043 名患者,并为每位患者计算了 MAGGIC 风险评分。结局指标为 3 年死亡率。从计算出的风险评分中获得的死亡预测概率与观察到的 3 年死亡率进行比较,并通过正式检验和图形方法评估模型的区分度和校准度。研究人群的总体 3 年死亡率为 39.4%,MAGGIC 项目心力衰竭风险评分预测的死亡率为 36.4%(观察到的与预期的比值:1.08)。总体而言,区分度非常好(C 指数=0.741)。在 6 个风险组中,模型预测和观察到的 3 年死亡率之间的差异在 5%至-12%之间。校准图表明,对于最低风险患者存在轻微的过预测,而对于高风险患者则存在低估。

结论

MAGGIC 项目心力衰竭风险评分能够很好地将患者分为不同的风险分层。尽管与瑞典心力衰竭注册中心观察到的 3 年死亡率相比,低危组的预测 3 年死亡率风险较高,高危组的预测 3 年死亡率风险较低,但 MAGGIC 项目心力衰竭风险评分在一个大型全国性当代外部验证队列中表现良好。

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