RT Journal Article
SR Electronic
T1 Automated assessment of ischemic core on non-contrast computed tomography: a multicenter comparative analysis with CT perfusion
JF Journal of NeuroInterventional Surgery
JO J NeuroIntervent Surg
FD BMJ Publishing Group Ltd.
SP jnis-2023-020954
DO 10.1136/jnis-2023-020954
A1 Shahrouki, Puja
A1 Kihira, Shingo
A1 Tavakkol, Elham
A1 Qiao, Joe X
A1 Vagal, Achala
A1 Khatri, Pooja
A1 Bahr-Hosseini, Mersedeh
A1 Colby, Geoffrey P
A1 Jahan, Reza
A1 Duckwiler, Gary
A1 Szeder, Viktor
A1 Ledbetter, Luke
A1 Cai, Stephen
A1 Salehi, Banafsheh
A1 Doshi, Amish H.
A1 Belani, Puneet
A1 Fifi, Johanna T
A1 De Leacy, Reade
A1 Mocco, J
A1 Saver, Jeffrey L
A1 Liebeskind, David S
A1 Nael, Kambiz
YR 2023
UL http://jnis.bmj.com/content/early/2023/11/02/jnis-2023-020954.abstract
AB Background Application of machine learning (ML) algorithms has shown promising results in estimating ischemic core volumes using non-contrast CT (NCCT).Objective To assess the performance of the e-Stroke Suite software (Brainomix) in assessing ischemic core volumes on NCCT compared with CT perfusion (CTP) in patients with acute ischemic stroke.Methods In this retrospective multicenter study, patients with anterior circulation large vessel occlusions who underwent pretreatment NCCT and CTP, successful reperfusion (modified Thrombolysis in Cerbral Infarction ≥2b), and post-treatment MRI, were included from three stroke centers. Automated calculation of ischemic core volumes was obtained on NCCT scans using ML algorithm deployed by e-Stroke Suite and from CTP using Olea software (Olea Medical). Comparative analysis was performed between estimated core volumes on NCCT and CTP and against MRI calculated final infarct volume (FIV).Results A total of 111 patients were included. Estimated ischemic core volumes (mean±SD, mL) were 20.4±19.0 on NCCT and 19.9±18.6 on CTP, not significantly different (P=0.82). There was moderate (r=0.40) and significant (P<0.001) correlation between estimated core on NCCT and CTP. The mean difference between FIV and estimated core volume on NCCT and CTP was 29.9±34.6 mL and 29.6±35.0 mL, respectively (P=0.94). Correlations between FIV and estimated core volume were similar for NCCT (r=0.30, P=0.001) and CTP (r=0.36, P<0.001).Conclusions Results show that ML-based estimated ischemic core volumes on NCCT are comparable to those obtained from concurrent CTP in magnitude and in degree of correlation with MR-assessed FIV.Data are available upon reasonable request.