Heuchan A M, Evans N, Henderson Smart D J, Simpson J M
Department of Neonatal Medicine, Royal Prince Alfred Hospital and University of Sydney, NSW 2050, Australia.
Arch Dis Child Fetal Neonatal Ed. 2002 Mar;86(2):F86-90. doi: 10.1136/fn.86.2.f86.
In 1995, large differences were identified in rates of grade 3-4 intraventricular/periventricular haemorrhage (major IVH) among neonatal intensive care units (NICUs) in the Australian and New Zealand Neonatal Network.
To develop a predictive model for major IVH in order to allow risk adjustment for the variation in rates of major IVH among NICUs.
Rates of IVH were determined in 5712 infants of 24-30 weeks gestation born from 1995 to 1997. Significant antenatal and perinatal variables for major IVH in 1995 and 1996 were identified by univariate and multivariate analysis. A predictive model was developed and then validated on 1997 data.
Rates of all grades of IVH fell from 1995 to 1997 (30.4 to 24.3%) but wide interunit variation remained. Seven antenatal and perinatal characteristics had significant association with major IVH: fetal distress, intrauterine growth restriction (protective), antenatal corticosteroids (protective), gestational age, 1 minute Apgar <4, male gender, and transfer after birth. A predictive model based on the last five of these variables was developed using data from 1995 and 1996 which gave an area under the receiver operator characteristic (ROC) curve of 0.76. This model was then validated on the 1997 dataset where an identical ROC curve resulted.
Antenatal and perinatal factors are important in the pathogenesis of major IVH. The predictive model developed from these factors can be used to adjust for confounders in interunit outcome comparison.
1995年,澳大利亚和新西兰新生儿网络中的新生儿重症监护病房(NICU)在3 - 4级脑室内/脑室周围出血(重度脑室内出血)发生率方面存在显著差异。
开发一种重度脑室内出血的预测模型,以便对NICU之间重度脑室内出血发生率的差异进行风险调整。
确定了1995年至1997年出生的5712例孕24 - 30周婴儿的脑室内出血发生率。通过单因素和多因素分析确定了1995年和1996年重度脑室内出血的重要产前和围产期变量。开发了一个预测模型,然后在1997年的数据上进行验证。
从1995年到1997年,各级脑室内出血发生率下降(从30.4%降至24.3%),但各单位之间仍存在很大差异。七个产前和围产期特征与重度脑室内出血有显著关联:胎儿窘迫、宫内生长受限(具有保护作用)、产前使用皮质类固醇(具有保护作用)、胎龄、1分钟Apgar评分<4、男性以及出生后转运。利用1995年和1996年的数据,基于这些变量中的最后五个开发了一个预测模型,该模型在受试者工作特征(ROC)曲线下的面积为0.76。然后在1997年的数据集中对该模型进行验证,得到了相同的ROC曲线。
产前和围产期因素在重度脑室内出血的发病机制中很重要。从这些因素开发的预测模型可用于在单位间结果比较中调整混杂因素。