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重症监护结局的预测:一项前瞻性队列研究,比较英国一家重症监护病房中急性生理学与慢性健康状况评估II和III预后系统。

Prediction of outcome from intensive care: a prospective cohort study comparing Acute Physiology and Chronic Health Evaluation II and III prognostic systems in a United Kingdom intensive care unit.

作者信息

Beck D H, Taylor B L, Millar B, Smith G B

机构信息

Department of Intensive Care Medicine, Portsmouth Hospitals NHS Trust, Queen Alexandra Hospital, Hampshire, UK.

出版信息

Crit Care Med. 1997 Jan;25(1):9-15. doi: 10.1097/00003246-199701000-00006.

Abstract

OBJECTIVE

To evaluate the ability of two prognostic systems to predict hospital mortality in adult intensive care patients.

DESIGN

Prospective cohort study.

SETTING

A mixed medical and surgical intensive care unit (ICU) in the United Kingdom.

PATIENTS

A total of 1,144 patients consecutively admitted to the study.

INTERVENTIONS

None.

MEASUREMENTS AND MAIN RESULTS

Acute Physiology and Chronic Health Evaluation (APACHE) II and III prognostic systems were applied to assess probabilities of hospital mortality, which were compared with the actual outcome. The overall goodness-of-fit of both models was assessed. Hospital death rates were higher than those predicted by each system. Risk estimates showed a strong positive correlation between both systems (nonsurvivors r2 = 0.756, p < .0001; survivors r2 = 0.787, p < .0001). Calibration of APACHE II (chi 2 = 98.6, Lemeshow-Hosmer) was superior to that of APACHE III (chi 2 = 129.8, Lemeshow-Hosmer). The total correct classification rate of APACHE III was greater for all decision criteria applied; the best overall total correct classification rate was 80.6% for APACHE III and 77.9% for APACHE II (both for a decision criterion of 40%). The areas under the receiver operating characteristic curves were 0.806 and 0.847 for APACHE II and III, respectively, confirming the better discrimination of APACHE III. When patients were classified by diagnostic categories, risk predictions did not fit uniformly across the spectrum of disease groups. For both models, mortality ratios were highest for trauma patients and lowest for the group with respiratory disease. APACHE II predictions for patients with gastrointestinal disease were significantly better. Risk estimates for surgical admissions were superior with APACHE II (MR = 1.27) compared with APACHE III (MR = 1.56), but were similar for medical patients (1.22 vs. 1.28 for APACHE II and III, respectively). Bias induced by factors reflecting the clinical practice in an individual ICU (e.g., admission criteria, treatment before admission) may have considerable impact on risk estimates. The identification of such factors appears to be a prerequisite for the meaningful interpretation of observed and predicted death rates on the individual ICU level.

CONCLUSIONS

Both predictive models demonstrated a similar degree of overall goodness-of-fit. APACHE II showed better calibration, but discrimination was better with APACHE III. Hospital mortality was higher than predicted by both models, but was underestimated to a greater degree by APACHE III. Risk estimates by both models showed considerable variation across the disease spectrum of ICU patients. Risk predictions for surgical patients and patients with gastrointestinal disease were better with APACHE II. Factors reflecting the clinical practice of an individual ICU are not accounted for by APACHE II and III. Overall, the performance of APACHE III was not superior to that of its predecessor for a cohort of United Kingdom ICU patients; for certain diagnostic categories, APACHE III performed worse than APACHE II despite an improved system of disease classification.

摘要

目的

评估两种预后系统预测成年重症监护患者院内死亡率的能力。

设计

前瞻性队列研究。

地点

英国一家内科与外科混合的重症监护病房(ICU)。

患者

共有1144例患者连续纳入本研究。

干预措施

无。

测量指标及主要结果

应用急性生理与慢性健康状况评估(APACHE)II和III预后系统评估院内死亡概率,并与实际结果进行比较。评估了两种模型的整体拟合优度。医院死亡率高于各系统预测值。风险估计显示两种系统之间存在强正相关(非幸存者r2 = 0.756,p <.0001;幸存者r2 = 0.787,p <.0001)。APACHE II的校准(Lemeshow-Hosmer检验,χ2 = 98.6)优于APACHE III(χ2 = 129.8,Lemeshow-Hosmer检验)。对于所有应用的决策标准,APACHE III的总正确分类率更高;最佳总体总正确分类率APACHE III为80.6%,APACHE II为77.9%(均为决策标准40%时)。APACHE II和III的受试者工作特征曲线下面积分别为0.806和0.847,证实APACHE III的区分能力更好。当按诊断类别对患者进行分类时,风险预测在疾病组范围内并不一致。对于两种模型,创伤患者的死亡率最高,呼吸系统疾病组最低。APACHE II对胃肠道疾病患者的预测明显更好。与APACHE III(MR = 1.56)相比,APACHE II对手术入院患者的风险估计更优(MR = 1.27),但对内科患者相似(APACHE II和III分别为1.22和1.28)。反映个体ICU临床实践的因素(如入院标准、入院前治疗)所导致的偏倚可能对风险估计有相当大的影响。识别这些因素似乎是在个体ICU层面有意义地解释观察到的和预测的死亡率的前提条件。

结论

两种预测模型显示出相似程度的整体拟合优度。APACHE II校准更好,但APACHE III的区分能力更好。医院死亡率高于两种模型的预测值,但APACHE III低估程度更大。两种模型的风险估计在ICU患者疾病谱中显示出相当大的差异。APACHE II对手术患者和胃肠道疾病患者的风险预测更好。APACHE II和III未考虑反映个体ICU临床实践的因素。总体而言,对于一组英国ICU患者,APACHE III的表现并不优于其前身;对于某些诊断类别,尽管疾病分类系统有所改进,但APACHE III的表现比APACHE II更差。

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