Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients

被引:2
作者
Bivard, Andrew [1 ]
Levi, Christopher [2 ,3 ]
Lin, Longting [4 ,5 ]
Cheng, Xin [6 ]
Aviv, Richard [7 ]
Spratt, Neil J. [2 ,3 ]
Kleinig, Tim [8 ]
Butcher, Kenneth [9 ]
Chen, Chushuang [2 ,3 ]
Dong, Qiang [4 ,5 ]
Parsons, Mark [4 ,5 ]
机构
[1] Univ Melbourne, Royal Melbourne Hosp, Melbourne Brain Ctr, Melbourne, Vic, Australia
[2] Univ Newcastle, Hunter Med Res Inst, Newcastle, NSW, Australia
[3] Univ Newcastle, Fac Hlth, John Hunter Hosp, Dept Neurol, Newcastle, NSW, Australia
[4] Liverpool Hosp, Dept Neurol, Liverpool, Merseyside, England
[5] Univ New South Wales, Southwestern Sydney Clin Sch, Ingham Inst Appl Med Res, Liverpool, NSW, Australia
[6] Fudan Univ, Huashan Hosp, Dept Neurol, Shanghai, Peoples R China
[7] Univ Toronto, Sunnybrook Hlth Sci Ctr, Dept Med Imaging, Toronto, ON, Canada
[8] Royal Adelaide Hosp, Dept Neurol, Adelaide, SA, Australia
[9] Univ New South Wales, Prince Wales Clin Sch, Sydney, NSW, Australia
来源
FRONTIERS IN NEUROLOGY | 2021年 / 12卷
基金
英国医学研究理事会;
关键词
reperfusion; brain imaging; computed tomography angiography; CT perfusion; ischemic stroke; COMPUTED-TOMOGRAPHY; INFARCT; TRIAL;
D O I
10.3389/fneur.2021.736768
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
In the present study we sought to measure the relative statistical value of various multimodal CT protocols at identifying treatment responsiveness in patients being considered for thrombolysis. We used a prospectively collected cohort of acute ischemic stroke patients being assessed for IV-alteplase, who had CT-perfusion (CTP) and CT-angiography (CTA) before a treatment decision. Linear regression and receiver operator characteristic curve analysis were performed to measure the prognostic value of models incorporating each imaging modality. One thousand five hundred and sixty-two sub-4.5 h ischemic stroke patients were included in this study. A model including clinical variables, alteplase treatment, and NCCT ASPECTS was weak (R-2 0.067, P < 0.001, AUC 0.605) at predicting 90 day mRS. A second model, including dynamic CTA variables (collateral grade, occlusion severity) showed better predictive accuracy for patient outcome (R-2 0.381, P < 0.001, AUC 0.781). A third model incorporating CTP variables showed very high predictive accuracy (R-2 0.488, P < 0.001, AUC 0.899). Combining all three imaging modalities variables also showed good predictive accuracy for outcome but did not improve on the CTP model (R-2 0.439, P < 0.001, AUC 0.825). CT perfusion predicts patient outcomes from alteplase therapy more accurately than models incorporating NCCT and/or CT angiography. This data has implications for artificial intelligence or machine learning models.
引用
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页数:8
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