Division of Critical Care, Department of Pediatrics, Denver Children's Hospital, University of Colorado, Denver, CO, USA. czaja.angelatchden.org
Pediatr Crit Care Med. 2011 Mar;12(2):184-9. doi: 10.1097/PCC.0b013e3181e89694.
To evaluate the performance of the Pediatric Index of Mortality 2 (PIM-2) for pediatric cardiac surgery patients admitted to the pediatric intensive care unit (PICU).
: Retrospective cohort analysis.
Multi-institutional PICUs.
Children whose PICU admission had an associated cardiac surgical procedure.
None.
Performance of the PIM-2 was evaluated with both discrimination and calibration measures. Discrimination was assessed with a receiver operating characteristic curve and associated area under the curve measurement. Calibration was measured across defined groups based on mortality risk, using the Hosmer-Lemeshow goodness-of-fit test. Analyses were performed initially, using the entire cohort, and then based on operative status (perioperative defined as procedure occurring within 24 hrs of PICU admission and preoperative as occurring >24 hrs from the time of PICU admission). A total of 9,208 patients were identified as cardiac surgery patients with 8,391 (91%) considered as perioperative. Average age of the entire cohort was 3.3 yrs (median, 10 mos, 0-18 yrs), although preoperative children tended to be younger (median, <1 month). Preoperative patients also had longer PICU median lengths of stay than perioperative patients (12 days [1-375 days] vs. 3 days [1-369 days], respectively). For the entire cohort, the PIM-2 had fair discrimination power (area under the curve, 0.80; 95% confidence interval, 0.77-0.83) and poor calibration (p < .0001). Its predictive ability was similarly inadequate for quality assessment (standardized mortality ratio, 0.81; 95% confidence interval, 0.72-0.90) with significant overprediction in the highest-decile risk group. For the subpopulations, the model continued to perform poorly with low area under the curves for preoperative patients and poor calibration for both groups. PIM-2 tended to overpredict mortality for perioperative patients and underpredict for preoperative patients (standardized mortality ratios, 0.69 [95% confidence interval, 0.59-0.78] and 1.48 [95% confidence interval, 1.27-1.70], respectively).
The PIM-2 demonstrated poor performance with fair discrimination, poor calibration, and predictive ability for pediatric cardiac surgery population and thus cannot be recommended in its current form as an adequate adjustment tool for quality measurement in this patient group.
评估儿科死亡率 2 指数(PIM-2)在儿科心脏手术后患儿入住儿科重症监护病房(PICU)时的表现。
回顾性队列分析。
多机构 PICU。
其 PICU 入院与心脏手术相关的患儿。
无。
使用判别和校准措施评估 PIM-2 的性能。判别通过接受者操作特征曲线和相关曲线下面积测量进行评估。基于死亡率风险,在定义的死亡率风险组中使用 Hosmer-Lemeshow 拟合优度检验来衡量校准。首先使用整个队列进行分析,然后根据手术状态进行分析(围手术期定义为在 PICU 入院后 24 小时内进行的手术,术前为在 PICU 入院后 24 小时以上进行的手术)。共确定了 9208 名心脏手术患儿,其中 8391 名(91%)患儿为围手术期患儿。整个队列的平均年龄为 3.3 岁(中位数,10 个月,0-18 岁),尽管术前患儿年龄较小(中位数,<1 个月)。术前患儿的 PICU 中位住院时间也长于围手术期患儿(分别为 12 天[1-375 天]和 3 天[1-369 天])。对于整个队列,PIM-2 的判别能力中等(曲线下面积,0.80;95%置信区间,0.77-0.83),校准能力较差(p<.0001)。其预测能力对于质量评估也同样不足(标准化死亡率比,0.81;95%置信区间,0.72-0.90),最高风险组存在显著的过度预测。对于亚人群,模型的表现仍然较差,术前患儿的曲线下面积较低,两组的校准均较差。PIM-2 倾向于过度预测围手术期患儿的死亡率,而低估术前患儿的死亡率(标准化死亡率比,0.69[95%置信区间,0.59-0.78]和 1.48[95%置信区间,1.27-1.70])。
PIM-2 在儿科心脏手术人群中的表现较差,判别能力中等,校准能力差,预测能力差,因此不能作为该患者群体质量测量的充分调整工具。