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验证预测老年血液透析动静脉瘘初次失功的风险方程。

Validation of a Risk Equation Predicting Hemodialysis Arteriovenous Fistula Primary Failure in Elderly.

机构信息

Medical Technology and Practice Patterns Institute, Bethesda, Maryland, USA,

Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA,

出版信息

Am J Nephrol. 2020;51(1):17-23. doi: 10.1159/000504466. Epub 2019 Dec 10.

Abstract

BACKGROUND

Choice of vascular access for older hemodialysis patients presents a special challenge since the rate of arteriovenous fistula (AVF) primary failure is high. The Lok's risk equation predicting AVF primary failure has achieved good prediction accuracy and holds great potential for clinical use, but it has not been validated in the United States older hemodialysis patients.

METHODS

We assembled a validation data set of 14,892 patients aged 67 years and older who initiated hemodialysis with a central venous catheter between July 1, 2010, and June 30, 2012, and had a subsequent, incident AVF placement from the United States Renal Data System. We examined the external validity of Lok's model by applying it to this validation data set. The discriminatory accuracy and calibration were evaluated by the concordance index (C-statistics) and calibration plot, respectively.

RESULTS

The observed frequency of AVF primary failure varied from 0.45 to 0.53 in hemodialysis patients in the validation data set. The predicted probabilities of AVF primary failure calculated by using the Lok's risk equation ranged from 0.08 to 0.61, and 77.8, 40.5, and 51.7% of patients were categorized as having high, intermediate, and low risk of AVF primary failure, respectively. The C-statistics of the Lok's risk equation in the validation data set was 0.53 (95% CI 0.52-0.54). The predicted probabilities of AVF primary failure corresponded poorly with the observed proportions in the calibration plot.

CONCLUSIONS

When externally applied to a cohort of U.S. older hemodialysis patients, the Lok's risk equation exhibited poor discrimination and calibration accuracy. It is invalid to use it to predict AVF primary failure. A more complex model with strong predictors is expected to better serve clinical determination for AVF placement in this population.

摘要

背景

对于老年血液透析患者来说,选择血管通路是一项特殊的挑战,因为动静脉瘘(AVF)首次失败的发生率较高。Lok 的风险方程预测 AVF 首次失败的准确性较高,具有很大的临床应用潜力,但尚未在美国老年血液透析患者中得到验证。

方法

我们收集了一个验证数据集,其中包括 2010 年 7 月 1 日至 2012 年 6 月 30 日期间年龄在 67 岁及以上、开始接受血液透析并使用中心静脉导管、随后在 67 岁及以上期间进行了后续事件 AVF 置管的 14892 名患者,该数据来自美国肾脏数据系统。我们将 Lok 的模型应用于该验证数据集,以检验其外部有效性。通过一致性指数(C 统计量)和校准图分别评估判别准确性和校准。

结果

验证数据集中血液透析患者的 AVF 首次失败发生率从 0.45 到 0.53 不等。使用 Lok 风险方程计算的 AVF 首次失败的预测概率从 0.08 到 0.61 不等,分别有 77.8%、40.5%和 51.7%的患者被归类为具有高、中、低 AVF 首次失败风险。Lok 风险方程在验证数据集中的 C 统计量为 0.53(95%CI 0.52-0.54)。校准图中预测的 AVF 首次失败概率与观察到的比例相差较大。

结论

当将 Lok 风险方程外推到一组美国老年血液透析患者中时,其鉴别和校准准确性较差。用它来预测 AVF 首次失败是无效的。预计具有较强预测因子的更复杂模型将更好地为该人群的 AVF 置管临床决策提供依据。

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