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冠状动脉旁路移植术(CABG)后30天死亡率的序贯逻辑模型:术前、术中和术后经验——以色列冠状动脉旁路移植术研究(ISCAB)。三种冠状动脉旁路移植术后早期死亡率模型。

Sequential logistic models for 30 days mortality after CABG: pre-operative, intra-operative and post-operative experience--The Israeli CABG study (ISCAB). Three models for early mortality after CABG.

作者信息

Simchen E, Galai N, Zitser-Gurevich Y, Braun D, Mozes B

机构信息

School of Public Health, Hebrew University and Hadassah, Jerusalem, Israel.

出版信息

Eur J Epidemiol. 2000 Jun;16(6):543-55. doi: 10.1023/a:1007658719671.

Abstract

OBJECTIVES

The goal of this paper was to examine the added effect of operative and post-operative variables on 30 days mortality, in addition to patients' case-mix factors.

SETTING AND DESIGN

A prospective study of 4835 patients, 95% of all Israeli patients who underwent coronary artery bypass grafting (CABG) in 1994. Information related to risk of death was collected at admission to hospital (preceding the operation), at time of the operation and in the immediate post-operative period. Deaths were independently ascertained.

METHOD

Data collectors followed every patient from admission to discharge. Sequential logistic models were constructed for the 'case-mix', 'operative' and the 'post-operative' periods in chronological order. Each model incorporated and adjusted for the risk estimated at the previous point in time, by forcing individual risk scores.

RESULTS

Significant pre-operative risk factors for 30 days mortality, in the case-mix model included mainly severity of illness characteristics, such as, left ventricular dysfunction and emergency admission, (c-statistic 78.8%). Model 2 (the 'operation' model) included in addition to the case-mix score, excessive duration of the operation per graft, bleeding, etc. (c-statistic 85.3%). The post-operative model showed the added effect of the post-operative factors such as low haemoglobin, additional surgery, and excessive time on respirator, (c-statistic 92.4%).

CONCLUSIONS

The sequential analysis was an efficient method for updating patients' risk over time, where the number of events was small, relative to the number of risk factors. The addition of peri-operative factors increased significantly the predictive power of the model, adding clinical insights to the role of the hospital experience on 30 days mortality.

摘要

目的

本文的目的是研究手术及术后变量对30天死亡率的附加影响,以及患者的病例组合因素。

设置与设计

对4835例患者进行的前瞻性研究,这些患者占1994年以色列所有接受冠状动脉搭桥术(CABG)患者的95%。在入院时(手术前)、手术时和术后即刻收集与死亡风险相关的信息。死亡情况由独立人员确定。

方法

数据收集人员跟踪每位患者从入院到出院的情况。按时间顺序为“病例组合”“手术”和“术后”阶段构建序贯逻辑模型。每个模型通过强制个体风险评分纳入并调整上一个时间点估计的风险。

结果

在病例组合模型中,30天死亡率的显著术前风险因素主要包括疾病严重程度特征,如左心室功能障碍和急诊入院(c统计量为78.8%)。模型2(“手术”模型)除病例组合评分外,还包括每个移植物手术时间过长、出血等因素(c统计量为85.3%)。术后模型显示了术后因素如低血红蛋白、再次手术和呼吸机使用时间过长的附加影响(c统计量为92.4%)。

结论

序贯分析是一种随着时间更新患者风险的有效方法,在事件数量相对于风险因素数量较少的情况下尤为适用。围手术期因素的加入显著提高了模型的预测能力,为医院经验对30天死亡率的作用提供了临床见解。

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