Optimal thresholds to predict long-term outcome after complete endovascular recanalization in acute anterior ischemic stroke

医学 接收机工作特性 改良兰金量表 曲线下面积 冲程(发动机) 溶栓 急性中风 心脏病学 外科 缺血性中风 内科学 血管内治疗 心肌梗塞 组织纤溶酶原激活剂 动脉瘤 缺血 工程类 机械工程
作者
Ulf Neuberger,Philipp Kickingereder,Simon Nagel,Silvia Schönenberger,Charlotte S. Weyland,Christoph Gumbinger,Peter A. Ringleb,Martin Bendszus,Johannes Pfaff,Markus Möhlenbruch
出处
期刊:Journal of NeuroInterventional Surgery [BMJ]
卷期号:13 (12): 1124-1127 被引量:7
标识
DOI:10.1136/neurintsurg-2020-016997
摘要

Background Despite complete endovascular recanalization, a significant percentage of patients with acute anterior stroke do not achieve a good clinical outcome. We analyzed optimal thresholds of relevant parameters to discern functional independence after successful endovascular recanalization and test their predictive performance. Methods Patients with acute anterior ischemic stroke undergoing endovascular treatment between April 2015 and November 2019 were retrospectively analyzed. Only patients with premorbid modified Rankin Scale (mRS) score <3 and complete recanalization (modified Thrombolysis In Cerebral Infarction 2c/3) were included. Optimal thresholds of the most important variables predicting functional independence (mRS 0–2 after 90 days) were calculated using receiver operating characteristic curves and their predictive performance was tested in an independent dataset using machine learning algorithms. Results Overall, 371 patients met the inclusion criteria. Optimal thresholds for the overall most important variables to predict functional independence were (1) National Institutes of Health Stroke Scale (NIHSS) score ≤5 after 24 hours (area under the curve (AUC) 0.88 (95% CI 0.84 to 0.92)); (2) Alberta Stroke Program Early CT Score (ASPECTS) ≥7 on follow-up CT (AUC 0.72 (95% CI 0.68 to 0.77)); and (3) change in NIHSS score ≥8 after 24 hours (AUC 0.70 (95% CI 0.65 to 0.74)). The performance of these thresholds to predict a good outcome using machine learning in the independent dataset was evaluated for (1) NIHSS score ≤5 after 24 hours (AUC 0.76 (95% CI 0.71 to 0.81)); (2) follow-up ASPECTS ≥7 (AUC 0.64 (95% CI 0.58 to 0.70)); (3) change in NIHSS score ≥8 after 24 hours (AUC 0.61 (95% CI 0.55 to 0.67)); and (4) the combination of all three parameters (AUC 0.84 (95% CI 0.80 to 0.88)). Conclusions After complete recanalization in acute anterior circulation ischemic stroke, a good long-term outcome could be accurately predicted reaching NIHSS score ≤5 after 24 hours.
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