Detection of ischemic changes on baseline multimodal computed tomography: expert reading vs. Brainomix and RAPID software

接收机工作特性 深度学习 人工智能 核医学
作者
Petra Cimflova,Ondrej Volny,Robert Mikulik,Bohdan Tyshchenko,Silvie Belaskova,Jan Vinklárek,Vladimir Cervenak,Tomas Krivka,Assoc. Prof. Jiri Vanicek,Antonín Krajina
出处
期刊:Journal of Stroke & Cerebrovascular Diseases 卷期号:29 (9): 104978- 被引量:1
标识
DOI:10.1016/j.jstrokecerebrovasdis.2020.104978
摘要

Abstract Purpose The aim of the study was to compare the assessment of ischemic changes by expert reading and available automated software for non-contrast CT (NCCT) and CT perfusion on baseline multimodal imaging and demonstrate the accuracy for the final infarct prediction. Methods Early ischemic changes were measured by ASPECTS on the baseline neuroimaging of consecutive patients with anterior circulation ischemic stroke. The presence of early ischemic changes was assessed a) on NCCT by two experienced raters, b) on NCCT by e-ASPECTS, and c) visually on derived CT perfusion maps (CBF 10s). Accuracy was calculated by comparing presence of final ischemic changes on 24-hour follow-up for each ASPECTS region and expressed as sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV). The subanalysis for patients with successful recanalization was conducted. Results Of 263 patients, 81 fulfilled inclusion criteria. Median baseline ASPECTS was 9 for all tested modalities. Accuracy was 0.76 for e-ASPECTS, 0.79 for consensus, 0.82 for CBF 10s. e-ASPECTS, consensus, CBF 10s had sensitivity 0.41, 0.46, 0.49, 0.57, respectively; specificity 0.91, 0.93, 0.95, 0.91, respectively; PPV 0.66, 0.75, 0.82, 0.73, respectively; NPV 0.78, 0.80, 0.82, 0.83, respectively. Results did not differ in patients with and without successful recanalization. Conclusion This study demonstrated high accuracy for the assessment of ischemic changes by different CT modalities with the best accuracy for CBF 10s. The use of automated software has a potential to improve the detection of ischemic changes.
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