Comparative analysis of CRASH and IMPACT in predicting the outcome of 340 patients with traumatic brain injury.

IF 1.8 4区 医学 Q4 NEUROSCIENCES
Translational Neuroscience Pub Date : 2024-03-22 eCollection Date: 2024-01-01 DOI:10.1515/tnsci-2022-0327
Tingting An, Zibei Dong, Xiangyang Li, Yifan Ma, Jie Jin, Liqing Li, Lanjuan Xu
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Abstract

Background: Both the International Mission for Prognosis and Analysis of Clinical Trials (IMPACT) and the Corticosteroid randomization after significant head injury (CRASH) models are globally acknowledged prognostic algorithms for assessing traumatic brain injury (TBI) outcomes. The aim of this study is to externalize the validation process and juxtapose the prognostic accuracy of the CRASH and IMPACT models in moderate-to-severe TBI patients in the Chinese population.

Methods: We conducted a retrospective study encompassing a cohort of 340 adult TBI patients (aged > 18 years), presenting with Glasgow Coma Scale (GCS) scores ranging from 3 to 12. The data were accrued over 2 years (2020-2022). The primary endpoints were 14-day mortality rates and 6-month Glasgow Outcome Scale (GOS) scores. Analytical metrics, including the area under the receiver operating characteristic curve for discrimination and the Brier score for predictive precision were employed to quantitatively evaluate the model performance.

Results: Mortality rates at the 14-day and 6-month intervals, as well as the 6-month unfavorable GOS outcomes, were established to be 22.06, 40.29, and 65.59%, respectively. The IMPACT models had area under the curves (AUCs) of 0.873, 0.912, and 0.927 for the 6-month unfavorable GOS outcomes, with respective Brier scores of 0.14, 0.12, and 0.11. On the other hand, the AUCs associated with the six-month mortality were 0.883, 0.909, and 0.912, and the corresponding Brier scores were 0.15, 0.14, and 0.13, respectively. The CRASH models exhibited AUCs of 0.862 and 0.878 for the 6-month adverse outcomes, with uniform Brier scores of 0.18. The 14-day mortality rates had AUCs of 0.867 and 0.87, and corresponding Brier scores of 0.21 and 0.22, respectively.

Conclusion: Both the CRASH and IMPACT algorithms offer reliable prognostic estimations for patients suffering from craniocerebral injuries. However, compared to the CRASH model, the IMPACT model has superior predictive accuracy, albeit at the cost of increased computational intricacy.

CRASH 和 IMPACT 预测 340 名脑外伤患者预后的比较分析。
背景:国际临床试验预后与分析使命(IMPACT)模型和重度颅脑损伤后皮质类固醇随机化(CRASH)模型都是全球公认的评估创伤性脑损伤(TBI)预后的算法。本研究旨在将验证过程外部化,并比较 CRASH 模型和 IMPACT 模型在中国人群中度至重度 TBI 患者中的预后准确性:我们进行了一项回顾性研究,研究对象包括 340 名成年 TBI 患者(年龄大于 18 岁),格拉斯哥昏迷量表(GCS)评分范围为 3 到 12 分。数据收集历时两年(2020-2022 年)。主要终点为14天死亡率和6个月格拉斯哥结果量表(GOS)评分。分析指标包括用于判别的接收者操作特征曲线下面积和用于预测精度的布赖尔评分,用于定量评估模型的性能:14天和6个月的死亡率以及6个月的不利GOS结果分别为22.06%、40.29%和65.59%。对于 6 个月的不利 GOS 结果,IMPACT 模型的曲线下面积(AUC)分别为 0.873、0.912 和 0.927,布赖尔评分分别为 0.14、0.12 和 0.11。另一方面,与 6 个月死亡率相关的 AUC 分别为 0.883、0.909 和 0.912,相应的 Brier 评分分别为 0.15、0.14 和 0.13。CRASH 模型对 6 个月不良结局的 AUC 分别为 0.862 和 0.878,Brier 评分统一为 0.18。14天死亡率的AUC分别为0.867和0.87,相应的Brier评分分别为0.21和0.22:结论:CRASH 和 IMPACT 算法都能为颅脑损伤患者提供可靠的预后评估。不过,与 CRASH 模型相比,IMPACT 模型的预测准确性更高,但代价是计算复杂度增加。
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来源期刊
CiteScore
3.00
自引率
4.80%
发文量
45
审稿时长
>12 weeks
期刊介绍: Translational Neuroscience provides a closer interaction between basic and clinical neuroscientists to expand understanding of brain structure, function and disease, and translate this knowledge into clinical applications and novel therapies of nervous system disorders.
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