Sun Hong, Lingsma Hester F, Steyerberg Ewout W, Maas Andrew I R
1 Department of Neurosurgery, Antwerp University Hospital and University of Antwerp , Edegem, Belgium .
2 Department of Public Health, Center for Medical Decision Making , Erasmus MC, Rotterdam, the Netherlands .
J Neurotrauma. 2016 Aug 15;33(16):1535-43. doi: 10.1089/neu.2015.4164. Epub 2016 Feb 11.
Prediction models for patients with traumatic brain injury (TBI) are important for multiple reasons, including case-mix adjustment, trial design, and benchmarking for quality-of-care evaluation. Models should be generalizable and therefore require regular external validation. We aimed to validate the International Mission for Prognosis and Analysis of Clinical Trials in TBI (IMPACT) prognostic models for moderate and severe TBI in a recent randomized controlled trial. We studied 1124 patients enrolled in the multi-center randomized placebo-controlled Study of the Neuroprotective Activity of Progesterone in Severe Traumatic Brain Injuries (SyNAPSe) trial that evaluated the efficacy of progesterone in TBI. Treatment and placebo groups were combined for analysis. We evaluated the predictive performance of the three prognostic models (core, extended, and lab) from the IMPACT study with regard to discrimination (area under the receiver operating characteristic curve [AUC]) and calibration (comparison of observed to predicted risks). Substantial differences were found in case-mix and outcome distribution between IMPACT and SyNAPSe. In line with the more homogeneous case-mix of a clinical trial, the discriminative performance was reasonable. For the core model, an AUC of 0.677 and 0.684 was obtained for 6-month mortality and unfavorable outcome, respectively. Performance was slightly better for the extended model (0.693 and 0.705) and for the lab model (0.689 and 0.711, respectively). For calibration, we found overestimation of mortality, especially at higher risk predictions, and underestimation of unfavorable outcome, especially at lower risk predictions. This pattern of miscalibration was consistent across all three models. In a contemporary trial setting, the IMPACT models have reasonable discrimination if enrollment restrictions apply. Observed changes in outcome distribution necessitate updating of previously developed prognostic models.
创伤性脑损伤(TBI)患者的预测模型因多种原因而至关重要,包括病例组合调整、试验设计以及用于医疗质量评估的基准设定。模型应具有可推广性,因此需要定期进行外部验证。我们旨在通过一项近期的随机对照试验,验证国际创伤性脑损伤临床试验预后与分析任务组(IMPACT)针对中度和重度TBI的预后模型。我们研究了1124名参与多中心随机安慰剂对照试验“严重创伤性脑损伤中孕酮神经保护活性研究”(SyNAPSe)的患者,该试验评估了孕酮在TBI中的疗效。将治疗组和安慰剂组合并进行分析。我们评估了IMPACT研究中的三个预后模型(核心模型、扩展模型和实验室模型)在区分度(受试者操作特征曲线下面积[AUC])和校准度(观察到的风险与预测风险的比较)方面的预测性能。发现IMPACT和SyNAPSe在病例组合和结局分布上存在显著差异。与临床试验中更同质化的病例组合一致,区分性能是合理的。对于核心模型,6个月死亡率和不良结局的AUC分别为0.677和0.684。扩展模型(分别为0.693和0.705)和实验室模型(分别为0.689和0.711)的性能略好。在校准方面,我们发现死亡率被高估,尤其是在高风险预测时,而不良结局被低估,尤其是在低风险预测时。这种校准错误的模式在所有三个模型中都是一致的。在当代试验环境中,如果适用入组限制,IMPACT模型具有合理的区分度。观察到的结局分布变化需要更新先前开发的预后模型。