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

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-alteplas...

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Autores principales: Bivard, Andrew, Levi, Christopher, Lin, Longting, Cheng, Xin, Aviv, Richard, Spratt, Neil J., Kleinig, Tim, Butcher, Kenneth, Chen, Chushuang, Dong, Qiang, Parsons, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8458833/
https://www.ncbi.nlm.nih.gov/pubmed/34566877
http://dx.doi.org/10.3389/fneur.2021.736768
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author Bivard, Andrew
Levi, Christopher
Lin, Longting
Cheng, Xin
Aviv, Richard
Spratt, Neil J.
Kleinig, Tim
Butcher, Kenneth
Chen, Chushuang
Dong, Qiang
Parsons, Mark
author_facet Bivard, Andrew
Levi, Christopher
Lin, Longting
Cheng, Xin
Aviv, Richard
Spratt, Neil J.
Kleinig, Tim
Butcher, Kenneth
Chen, Chushuang
Dong, Qiang
Parsons, Mark
author_sort Bivard, Andrew
collection PubMed
description 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.
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spelling pubmed-84588332021-09-24 Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients Bivard, Andrew Levi, Christopher Lin, Longting Cheng, Xin Aviv, Richard Spratt, Neil J. Kleinig, Tim Butcher, Kenneth Chen, Chushuang Dong, Qiang Parsons, Mark Front Neurol Neurology 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. Frontiers Media S.A. 2021-09-09 /pmc/articles/PMC8458833/ /pubmed/34566877 http://dx.doi.org/10.3389/fneur.2021.736768 Text en Copyright © 2021 Bivard, Levi, Lin, Cheng, Aviv, Spratt, Kleinig, Butcher, Chen, Dong and Parsons. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neurology
Bivard, Andrew
Levi, Christopher
Lin, Longting
Cheng, Xin
Aviv, Richard
Spratt, Neil J.
Kleinig, Tim
Butcher, Kenneth
Chen, Chushuang
Dong, Qiang
Parsons, Mark
Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients
title Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients
title_full Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients
title_fullStr Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients
title_full_unstemmed Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients
title_short Assessing the Relative Value of CT Perfusion Compared to Non-contrast CT and CT Angiography in Prognosticating Reperfusion-Eligible Acute Ischemic Stroke Patients
title_sort assessing the relative value of ct perfusion compared to non-contrast ct and ct angiography in prognosticating reperfusion-eligible acute ischemic stroke patients
topic Neurology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8458833/
https://www.ncbi.nlm.nih.gov/pubmed/34566877
http://dx.doi.org/10.3389/fneur.2021.736768
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