Skip to main content
Top
Published in: Neuroradiology 11/2017

01-11-2017 | Diagnostic Neuroradiology

Time-resolved CT assessment of collaterals as imaging biomarkers to predict clinical outcomes in acute ischemic stroke

Authors: Elizabeth Tong, Jim Patrie, Sara Tong, Avery Evans, Patrik Michel, Ashraf Eskandari, Max Wintermark

Published in: Neuroradiology | Issue 11/2017

Login to get access

Abstract

Purpose

Collateral circulation plays a pivotal role in the pathophysiology of acute ischemic stroke and is increasingly recognized as a promising biomarker for predicting the clinical outcome. However, there is no single established grading system. We designed a novel machine-learning software that allows non-invasive, objective, and quantitative assessment of collaterals according to their vascular territories. Our goal is to investigate the prognostic and predictive value of this collateral score for the prediction of acute stroke outcome.

Methods

This is a retrospective study of 135 patients with anterior circulation stroke treated with IV TPA. An equation using this collateral score (adjusting for age, baseline NIHSS, and recanalization) was derived to predict the clinical outcome (90-day mRS). The primary analyses focused on determining the prognostic value of our newly developed collateral scores. Secondary analyses examined the interrelationships between the collateral score and other variables.

Results

The collateral score emerged as a statistically significant prognostic biomarker for good clinical outcome (p < 0.033) among recanalized patients, but not among non-recanalized patients (p < 0.497). Our results also showed that collateral score was a predictive biomarker (p < 0.044). These results suggest that (1) patients with good collateral score derive more benefit from successful recanalization than patients with poor collateral score and (2) collateral status is inconsequential if recanalization is not achieved.

Conclusion

Our data results reinforce the importance of careful patient selection for recanalization therapy to avoid futile recanalization. The paucity of collaterals predicts poor clinical outcome despite recanalization. On the other hand, robust collaterals warrant consideration for recanalization therapy given the better odds of good clinical outcome.
Literature
1.
2.
go back to reference Ryoo JW, Na DG, Kim SS, Lee KH, Lee SJ, Chung CS, Choi DS (2004) Malignant middle cerebral artery infarction in hyperacute ischemic stroke: evaluation with multiphasic perfusion computed tomography maps. J Comput Assist Tomogr 28(1):55–62CrossRefPubMed Ryoo JW, Na DG, Kim SS, Lee KH, Lee SJ, Chung CS, Choi DS (2004) Malignant middle cerebral artery infarction in hyperacute ischemic stroke: evaluation with multiphasic perfusion computed tomography maps. J Comput Assist Tomogr 28(1):55–62CrossRefPubMed
12.
13.
go back to reference Anggraini DR (2014) Face recognition using principal component analysis and self organizing maps. 2014 Third Ict International Student Project Conference (Ict-Ispc):91-94 Anggraini DR (2014) Face recognition using principal component analysis and self organizing maps. 2014 Third Ict International Student Project Conference (Ict-Ispc):91-94
14.
go back to reference Wang HX, Hu ZL (2006) Face recognition using probabilistic two-dimensional principal component analysis and its mixture model. Lect Notes Comput Sci 4221:337–340CrossRef Wang HX, Hu ZL (2006) Face recognition using probabilistic two-dimensional principal component analysis and its mixture model. Lect Notes Comput Sci 4221:337–340CrossRef
15.
go back to reference European Stroke O, Tendera M, Aboyans V, Bartelink ML, Baumgartner I, Clement D, Collet JP, Cremonesi A, De Carlo M, Erbel R, Fowkes FG, Heras M, Kownator S, Minar E, Ostergren J, Poldermans D, Riambau V, Roffi M, Rother J, Sievert H, van Sambeek M, Zeller T, Guidelines ESCCfP (2011) ESC guidelines on the diagnosis and treatment of peripheral artery diseases: document covering atherosclerotic disease of extracranial carotid and vertebral, mesenteric, renal, upper and lower extremity arteries: the task force on the diagnosis and treatment of peripheral artery diseases of the European Society of Cardiology (ESC). Eur Heart J 32(22):2851–2906. https://doi.org/10.1093/eurheartj/ehr211 CrossRef European Stroke O, Tendera M, Aboyans V, Bartelink ML, Baumgartner I, Clement D, Collet JP, Cremonesi A, De Carlo M, Erbel R, Fowkes FG, Heras M, Kownator S, Minar E, Ostergren J, Poldermans D, Riambau V, Roffi M, Rother J, Sievert H, van Sambeek M, Zeller T, Guidelines ESCCfP (2011) ESC guidelines on the diagnosis and treatment of peripheral artery diseases: document covering atherosclerotic disease of extracranial carotid and vertebral, mesenteric, renal, upper and lower extremity arteries: the task force on the diagnosis and treatment of peripheral artery diseases of the European Society of Cardiology (ESC). Eur Heart J 32(22):2851–2906. https://​doi.​org/​10.​1093/​eurheartj/​ehr211 CrossRef
16.
23.
go back to reference Menon BK, O'Brien B, Bivard A, Spratt NJ, Demchuk AM, Miteff F, Lu X, Levi C, Parsons MW Assessment of leptomeningeal collaterals using dynamic CT angiography in patients with acute ischemic stroke. J Cereb Blood Flow Metab 33(3):365–371 Menon BK, O'Brien B, Bivard A, Spratt NJ, Demchuk AM, Miteff F, Lu X, Levi C, Parsons MW Assessment of leptomeningeal collaterals using dynamic CT angiography in patients with acute ischemic stroke. J Cereb Blood Flow Metab 33(3):365–371
Metadata
Title
Time-resolved CT assessment of collaterals as imaging biomarkers to predict clinical outcomes in acute ischemic stroke
Authors
Elizabeth Tong
Jim Patrie
Sara Tong
Avery Evans
Patrik Michel
Ashraf Eskandari
Max Wintermark
Publication date
01-11-2017
Publisher
Springer Berlin Heidelberg
Published in
Neuroradiology / Issue 11/2017
Print ISSN: 0028-3940
Electronic ISSN: 1432-1920
DOI
https://doi.org/10.1007/s00234-017-1914-z

Other articles of this Issue 11/2017

Neuroradiology 11/2017 Go to the issue