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在一个独立数据库上对两种结果预测模型进行评估。

Evaluation of two outcome prediction models on an independent database.

作者信息

Moreno R, Miranda D R, Fidler V, Van Schilfgaarde R

机构信息

Intensive Care Unit, Hospital de Santo António dos Capuchos, Lisboa, Portugal.

出版信息

Crit Care Med. 1998 Jan;26(1):50-61. doi: 10.1097/00003246-199801000-00016.

Abstract

OBJECTIVE

To evaluate the performance of the New Simplified Acute Physiology Score (SAPS II) and the admission Mortality Probability Model (MPM0) in a large independent database, using formal statistical assessment.

DESIGN

Analysis of the database of a multicenter, multinational, prospective cohort study, EURICUS-I.

SETTING

Eighty nine intensive care units (ICUs) from 13 European areas.

PATIENTS

Data of 16,060 patients consecutively admitted to the participating ICUs were collected during a period of 4 months. Following the original SAPS II and MPM0 criteria, the analysis excluded: patients <18 ys of age; readmissions; patients admitted with acute myocardial infarction; burns; and patients in the postoperative period after coronary artery bypass surgery. All patients with a length of stay <8 hrs were excluded from the study to keep comparability between both systems. A total of 10,027 patients were analyzed.

INTERVENTIONS

Collection of the first 24 hrs' admission data necessary for the calculation of SAPS II and MPM0 and basic demographic statistics. Vital status at discharge from the hospital was registered.

MEASUREMENTS AND MAIN RESULTS

Despite having a good discriminative capability, as measured by the area under the receiver operating characteristic (ROC) curves (SAPS II: ROC = 0.822 +/- 0.005 SEM; MPM0: ROC = 0.785 +/- 0.006 SEM), both models presented poor calibration, with significant differences between observed and predicted mortality (Hosmer-Lemeshow goodness-of-fit tests H and C, p < .0001). Both SAPS II (predicted risk >40%) and MPM0 (predicted risk >30%) overestimated the risk of death. The evaluation of the uniformity of fit of SAPS II and MPM0 demonstrated large variations across the various subgroups of patients.

CONCLUSIONS

The original SAPS II and MPM0 models did not accurately predict mortality on an independent large international multicenter ICU patient database. Results of studies utilizing general outcome prediction models without previous validation in the target population should be interpreted with prudence.

摘要

目的

通过正式的统计评估,在一个大型独立数据库中评估新简化急性生理学评分(SAPS II)和入院死亡率概率模型(MPM0)的性能。

设计

对多中心、跨国、前瞻性队列研究EURICUS-I的数据库进行分析。

设置

来自13个欧洲地区的89个重症监护病房(ICU)。

患者

在4个月的时间里收集了连续入住参与研究的ICU的16060例患者的数据。按照原始的SAPS II和MPM0标准,分析排除:年龄<18岁的患者;再次入院患者;因急性心肌梗死入院的患者;烧伤患者;以及冠状动脉搭桥手术后的术后患者。为保持两个系统之间的可比性,所有住院时间<8小时的患者均被排除在研究之外。共分析了10027例患者。

干预措施

收集计算SAPS II和MPM0所需的前24小时入院数据以及基本人口统计学统计数据。记录出院时的生命状态。

测量和主要结果

尽管通过受试者操作特征(ROC)曲线下面积测量具有良好的鉴别能力(SAPS II:ROC = 0.822±0.005 SEM;MPM0:ROC = 0.785±0.006 SEM),但两个模型的校准均较差,观察到的死亡率与预测死亡率之间存在显著差异(Hosmer-Lemeshow拟合优度检验H和C,p <.0001)。SAPS II(预测风险>40%)和MPM0(预测风险>30%)均高估了死亡风险。对SAPS II和MPM0拟合均匀性的评估表明,不同患者亚组之间存在很大差异。

结论

原始的SAPS II和MPM0模型不能准确预测独立的大型国际多中心ICU患者数据库中的死亡率。在目标人群中未经事先验证而使用一般结局预测模型的研究结果应谨慎解释。

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