School of Medical Sciences, Department of Neurosciences, Sains Malaysia University Hospital, Kota Bharu, Malaysia.
School of Medical Sciences, Brain and Behaviour Cluster, Sains Malaysia University Hospital, Kota Bharu, Malaysia.
J Neurosurg Sci. 2023 Jun;67(3):367-373. doi: 10.23736/S0390-5616.21.05249-8. Epub 2021 Mar 11.
Traumatic brain injury (TBI) has recently become a major concern for public health care and a socioeconomic burden internationally. Prognostic models are mathematical models developed from specific populations which are used to predict the mortality and unfavorable outcomes especially in trauma centers. Hence, we formulate a study to perform an external validation of the IMPACT and CRASH prognostic models; the CRASH model to predict 14-day mortality and 6-month unfavorable outcome and the IMPACT model to estimate 6-month mortality and unfavorable outcome in a single center cohort of TBI patients in Malaysia.
All patients with traumatic brain injury (mild, moderate, and severe) who were admitted to Queen Elizabeth Hospital from November 1, 2017, to January 31, 2019, were prospectively analyzed through a data collection sheet. The discriminatory power of the models was assessed as area under the receiver operating characteristic curve and calibration was assessed using the Hosmer-Lemeshow (H-L) goodness-of-fit test and Cox calibration regression analysis.
We analyzed 281 patients with significant TBI treated in a single neurosurgical center in Malaysia over a 2-year period. The overall observed 14-day mortality was 9.6%, a 6-month unfavorable outcome of 23.5%, and a 6-month mortality of 13.2%. Overall, both the CRASH and IMPACT models showed good discrimination with AUCs ranging from 0.88 to 0.94 and both models calibrating satisfactorily H-L GoF P>0.05 and calibration slopes >1.0 although IMPACT seemed to be slightly more superior compared to the CRASH model.
The CRASH and IMPACT prognostic models displayed satisfactory overall performance in our cohort of TBI patients, but further investigations on factors contributing to TBI outcomes and continuous updating on both models remain crucial.
创伤性脑损伤(TBI)最近成为国际公共医疗保健和社会经济负担的主要关注点。预后模型是从特定人群中开发的数学模型,用于预测死亡率和不良结局,特别是在创伤中心。因此,我们制定了一项研究,以对 IMPACT 和 CRASH 预后模型进行外部验证;CRASH 模型用于预测 14 天死亡率和 6 个月不良结局,IMPACT 模型用于估计马来西亚单一 TBI 患者中心队列的 6 个月死亡率和不良结局。
通过数据收集表对 2017 年 11 月 1 日至 2019 年 1 月 31 日期间入住伊丽莎白女王医院的所有创伤性脑损伤(轻度、中度和重度)患者进行前瞻性分析。通过受试者工作特征曲线下面积评估模型的区分能力,通过 Hosmer-Lemeshow(H-L)拟合优度检验和 Cox 校准回归分析评估校准。
我们分析了 2 年间在马来西亚单一神经外科中心治疗的 281 例严重 TBI 患者。总体观察到的 14 天死亡率为 9.6%,6 个月不良结局为 23.5%,6 个月死亡率为 13.2%。总体而言,CRASH 和 IMPACT 模型的区分能力均较好,AUC 范围为 0.88 至 0.94,H-L GoF P>0.05 和校准斜率>1.0,表明两者均具有良好的校准能力,尽管与 CRASH 模型相比,IMPACT 模型的表现略为优越。
CRASH 和 IMPACT 预后模型在我们的 TBI 患者队列中表现出令人满意的总体性能,但仍需要进一步研究影响 TBI 结局的因素,并对这两个模型进行持续更新。