Abstract
Reliable assessment of collateral blood supply is important in acute ischemic stroke. We propose a quantitative method for evaluation of collateral status on CT angiography (CTA). We collected CTA images of 70 patients from MR CLEAN with an occlusion in the M1 branch. Our proposed quantitative collateral score (qCS) consisted of atlas-based territory-at-risk identification and vessel segmentation using a Hessian-based filter. Ground truth was obtained by manual collateral scoring (mCS). Accuracy was evaluated by analysis of Spearman ρ and one-way ANOVA. Correlation of mCS and qCS with tissue death and functional outcome was assessed. Receiver operating characteristics curves of mCS and qCS were analyzed to distinguish favorable from unfavorable outcome. qCS strongly correlated with mCS and showed reliable correlations with tissue death and functional outcome. qCS showed higher discriminative power between favorable and unfavorable compared to mCS, indicating potential clinical value.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Goyal, M., Menon, B.K., van Zwam, W.H., et al.: Endovascular thrombectomy after large-vessel ischaemic stroke: a meta-analysis of individual patient data from five randomised trials. Lancet (London, England) (2016). doi:10.1016/S0140-6736(16)00163-X
Menon, B.K., Smith, E.E., Modi, J., et al.: Regional leptomeningeal score on ct angiography predicts clinical and imaging outcomes in patients with acute anterior circulation occlusions. Am. J. Neuroradiol. 32, 1640–1645 (2011). doi:10.3174/ajnr.A2564
Christoforidis, G.A., Mohammad, Y., Kehagias, D., et al.: Angiographic assessment of pial collaterals as a prognostic indicator following intra-arterial thrombolysis for acute ischemic stroke. AJNR Am. J. Neuroradiol. 26, 1789–1797 (2005)
Goyal, M., Demchuk, A.M., Menon, B.K., et al.: Randomized assessment of rapid endovascular treatment of ischemic stroke. N. Engl. J. Med. 372, 1019–1030 (2015). doi:10.1056/NEJMoa1414905
Berkhemer, O.A., Jansen, I.G.H., Beumer, D., et al.: Collateral status on baseline computed tomographic angiography and intra-arterial treatment effect in patients with proximal anterior circulation stroke. Stroke 47, 768–776 (2016). doi:10.1161/STROKEAHA.115.011788
Boers, A.M., Jansen, I.G., Berkhemer, O.A., et al.: Collateral status and tissue outcome after intra-arterial therapy for patients with acute ischemic stroke. J. Cereb. Blood Flow Metab. (2016). doi:10.1177/0271678X16678874
McVerry, F., Liebeskind, D.S., Muir, K.W.: Systematic review of methods for assessing leptomeningeal collateral flow. Am. J. Neuroradiol. 33, 576–582 (2012). doi:10.3174/ajnr.A2794
Berkhemer, O., Fransen, P., Beumer, D., et al.: A randomized trial of intraarterial treatment for acute ischemic stroke. New Engl. J. Med. 372, 11–20 (2015). doi:10.1056/NEJMoa1411587
Fransen, P.S., Beumer, D., Berkhemer, O.A., et al.: MR CLEAN, a multicenter randomized clinical trial of endovascular treatment for acute ischemic stroke in the Netherlands: study protocol for a randomized controlled trial. Trials 15, 343 (2014). doi:10.1186/1745-6215-15-343
Tan, I.Y.L., Demchuk, A.M., Hopyan, J., et al.: CT angiography clot burden score and collateral score: correlation with clinical and radiologic outcomes in acute middle cerebral artery infarct. Am. J. Neuroradiol. 30, 525–531 (2009). doi:10.3174/ajnr.A1408
Boers, A.M.M., Berkhemer, O.A., Slump, C.H., et al.: Topographic distribution of cerebral infarct probability in patients with acute ischemic stroke: mapping of intra-arterial treatment effect. J. Neurointerv. Surg. (2016). doi:10.1136/neurintsurg-2016-012387
Frangi, A.F., Niessen, W.J., Vincken, K.L., Viergever, M.A.: Multiscale Vessel Enhancement Filtering, pp. 130–137. Springer, Heidelberg (1998)
Boers, A.M., Marquering, H.A., Jochem, J.J., et al.: Automated cerebral infarct volume measurement in follow-up noncontrast CT scans of patients with acute ischemic stroke. AJNR Am. J. Neuroradiol. 34, 1522–1527 (2013). doi:10.3174/ajnr.A3463
Forkert, N.D., Fiehler, J., Suniaga, S., et al.: A statistical cerebroarterial atlas derived from 700 MRA datasets. Methods Inf. Med. 52, 467–474 (2013). doi:10.3414/ME13-02-0001
Jansen, I.G.H., Berkhemer, O.A., Yoo, A.J., et al.: Comparison of CTA- and DSA-based collateral flow assessment in patients with anterior circulation stroke. Am. J. Neuroradiol. 37(11), 2037–2042 (2016)
Elijovich, L., Goyal, N., Mainali, S., et al.: CTA collateral score predicts infarct volume and clinical outcome after endovascular therapy for acute ischemic stroke: a retrospective chart review. J. Neurointerv. Surg. 8, 1–4 (2015)
Ernst, M., Forkert, N.D., Brehmer, L., et al.: Prediction of infarction and reperfusion in stroke by flow- and volume-weighted collateral signal in MR angiography. AJNR Am. J. Neuroradiol. 36, 275–282 (2015). doi:10.3174/ajnr.A4145
Funding
Anna MM Boers and Ivo GH Jansen are supported by a grant from the Stichting Toegepast Wetenschappelijk Instituut voor Neuromodulatie (TWIN). The MR CLEAN trial was funded by the Dutch Heart Foundation and through unrestricted grants from AngioCare BV, Covidien/EV3, MEDAC Gmbh/LAMEPRO and Penumbra Inc.
Author information
Authors and Affiliations
Consortia
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Boers, A.M.M. et al. (2017). Quantitative Collateral Grading on CT Angiography in Patients with Acute Ischemic Stroke. In: Cardoso, M., et al. Molecular Imaging, Reconstruction and Analysis of Moving Body Organs, and Stroke Imaging and Treatment. RAMBO CMMI SWITCH 2017 2017 2017. Lecture Notes in Computer Science(), vol 10555. Springer, Cham. https://doi.org/10.1007/978-3-319-67564-0_18
Download citation
DOI: https://doi.org/10.1007/978-3-319-67564-0_18
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-67563-3
Online ISBN: 978-3-319-67564-0
eBook Packages: Computer ScienceComputer Science (R0)