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使用简化急性生理学评分系统II(SAPS II)进行死亡率预测:法国重症监护病房的更新情况

Mortality prediction using SAPS II: an update for French intensive care units.

作者信息

Le Gall Jean Roger, Neumann Anke, Hemery François, Bleriot Jean Pierre, Fulgencio Jean Pierre, Garrigues Bernard, Gouzes Christian, Lepage Eric, Moine Pierre, Villers Daniel

机构信息

Unit of Medical intensive, Hôpital Saint Louis, Paris, France.

出版信息

Crit Care. 2005;9(6):R645-52. doi: 10.1186/cc3821. Epub 2005 Oct 6.

Abstract

INTRODUCTION

The standardized mortality ratio (SMR) is commonly used for benchmarking intensive care units (ICUs). Available mortality prediction models are outdated and must be adapted to current populations of interest. The objective of this study was to improve the Simplified Acute Physiology Score (SAPS) II for mortality prediction in ICUs, thereby improving SMR estimates.

METHOD

A retrospective data base study was conducted in patients hospitalized in 106 French ICUs between 1 January 1998 and 31 December 1999. A total of 77,490 evaluable admissions were split into a training set and a validation set. Calibration and discrimination were determined for the original SAPS II, a customized SAPS II and an expanded SAPS II developed in the training set by adding six admission variables: age, sex, length of pre-ICU hospital stay, patient location before ICU, clinical category and whether drug overdose was present. The training set was used for internal validation and the validation set for external validation.

RESULTS

With the original SAPS II calibration was poor, with marked underestimation of observed mortality, whereas discrimination was good (area under the receiver operating characteristic curve 0.858). Customization improved calibration but had poor uniformity of fit; discrimination was unchanged. The expanded SAPS II exhibited good calibration, good uniformity of fit and better discrimination (area under the receiver operating characteristic curve 0.879). The SMR in the validation set was 1.007 (confidence interval 0.985-1.028). Some ICUs had better and others worse performance with the expanded SAPS II than with the customized SAPS II.

CONCLUSION

The original SAPS II model did not perform sufficiently well to be useful for benchmarking in France. Customization improved the statistical qualities of the model but gave poor uniformity of fit. Adding simple variables to create an expanded SAPS II model led to better calibration, discrimination and uniformity of fit, producing a tool suitable for benchmarking.

摘要

引言

标准化死亡比(SMR)常用于重症监护病房(ICU)的基准比较。现有的死亡率预测模型已过时,必须根据当前感兴趣的人群进行调整。本研究的目的是改进简化急性生理学评分(SAPS)II,以用于ICU死亡率预测,从而改善SMR估计。

方法

对1998年1月1日至1999年12月31日期间在法国106个ICU住院的患者进行回顾性数据库研究。总共77490例可评估的入院病例被分为训练集和验证集。对原始SAPS II、定制的SAPS II以及在训练集中通过添加六个入院变量(年龄、性别、ICU前住院时间、ICU前患者位置、临床类别以及是否存在药物过量)开发的扩展SAPS II进行校准和鉴别力分析。训练集用于内部验证,验证集用于外部验证。

结果

使用原始SAPS II时校准效果较差,观察到的死亡率被明显低估,而鉴别力良好(受试者工作特征曲线下面积为0.858)。定制改善了校准,但拟合的均匀性较差;鉴别力未变。扩展SAPS II表现出良好的校准、良好的拟合均匀性和更好的鉴别力(受试者工作特征曲线下面积为0.879)。验证集中的SMR为1.007(置信区间0.985 - 1.028)。一些ICU使用扩展SAPS II的表现优于定制SAPS II,而另一些则相反。

结论

原始SAPS II模型在法国用于基准比较时表现不够理想。定制改善了模型的统计质量,但拟合均匀性较差。添加简单变量创建扩展SAPS II模型导致更好的校准、鉴别力和拟合均匀性,产生了一种适用于基准比较的工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32e1/1414016/6837bc227962/cc3821-1.jpg

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