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Accuracy and Reliability of Multiphase CTA Perfusion for Identifying Ischemic Core

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A Correction to this article was published on 03 June 2019

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Abstract

Purpose

Acute stroke treatment requires simple, quick and accurate detection of early ischemic changes to facilitate treatment decisions guided by published selection criteria. The aim of this study was to determine the accuracy and reliability of multiphase computed tomography angiography (mCTA) perfusion hypoattenuation for detecting early severe ischemia.

Methods

Non-contrast CT (NCCT), mCTA for regional leptomeningeal score (mCTA-rLMC), and mCTA perfusion lesion visibility (mCTA-arterial and mCTA-venous) were assessed blinded to clinical information in patients treated with endovascular therapy (EVT). The extent of early ischemia defined by regions of hypoattenuation was evaluated by the Alberta Stroke Program Early CT Score (ASPECTS). The ASPECTS scores were dichotomized based on the American Heart Association (AHA) guidelines for EVT selection, ASPECTS ≥6 vs. <6. The diagnostic accuracy was calculated by comparison to 24-h magnetic resonance imaging (MRI) or CT ASPECTS. Inter-observer reliability of NCCT and mCTA ASPECTS was evaluated. Machine learning models were used to predict the clinical follow-up outcome, e.g. National Institutes of Health Stroke scale (NIHSS) and modified Rankin scale (mRS) from baseline imaging data and patient information.

Results

A total of 89 acute stroke patients (68 ± 15 years of age) were analyzed (33 TICI-0, 56 TICI-2b or 3). Median baseline NIHSS was 17. The mCTA-venous had a large effect on accurately identifying early ischemia when dichotomized for ASPECTS ≥6 vs <6 (likelihood ratio [LR+] > 10 vs. [LR−] < 0.29) compared to the moderate effect of NCCT ([LR+] = 6.7; [LR−] = 0.56) and mCTA-rLMC [(LR+ = 8.0; (LR–) = 0.83)]. The inter-observer reliability in mCTA-venous was almost perfect for all ASPECTS regions except the internal capsule. The machine learning support factor regression model identified mCTA-venous as the most important imaging covariate for predicting 24-h NIHSS and 90-day mRS.

Conclusion

The assessment of mCTA-venous permits a more accurate detection of early ischemia than NCCT and mCTA-rLMC score and is predictive of clinical outcome. We would recommend the inclusion of mCTA perfusion lesion in future endovascular trials aiming at extending current AHA guidelines for EVT in stroke patients with low ASPECTS.

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Change history

  • 03 June 2019

    <Emphasis Type="Bold">Correction to:</Emphasis>

    <Emphasis Type="Bold">Clin Neuroradiol 2018</Emphasis>

    <ExternalRef><RefSource>https://doi.org/10.1007/s00062-018-0717-x</RefSource><RefTarget Address="10.1007/s00062-018-0717-x" TargetType="DOI"/></ExternalRef>

    Unfortunately, the author list of the original version of this article contains a mistake. The middle name of the author “Rani Gupta Sah” was erroneously tagged as part of the surname in the article’s metadata.

    This mistake

References

  1. Goyal M, Demchuk AM, Menon BK, Eesa M, Rempel JL, Thornton J et al. Randomized assessment of rapid endovascular treatment of ischemic stroke. N Engl J Med. 2015;372:1019–30.

    Article  CAS  PubMed  Google Scholar 

  2. Saver JL, Goyal M, Bonafe A, Diener HC, Levy EI, Pereira VM et al. Stent-retriever thrombectomy after intravenous t-PA vs. t-PA alone in stroke. N Engl J Med. 2015;372:2285–95.

    Article  CAS  PubMed  Google Scholar 

  3. Campbell BC, Mitchell PJ, Kleinig TJ, Dewey HM, Churilov L, Yassi N et al. Endovascular therapy for ischemic stroke with perfusion-imaging selection. N Engl J Med. 2015;372:1009–18.

    Article  CAS  PubMed  Google Scholar 

  4. Barber PA, Demchuk AM, Zhang J, Buchan AM. Validity and reliability of a quantitative computed tomography score in predicting outcome of hyperacute stroke before thrombolytic therapy. ASPECTS Study Group. Alberta Stroke Programme Early CT Score. Lancet. 2000;355:1670–4.

    Article  CAS  PubMed  Google Scholar 

  5. Gupta AC, Schaefer PW, Chaudhry ZA, Leslie-Mazwi TM, Chandra RV, González RG et al. Interobserver reliability of baseline noncontrast ct alberta stroke program early ct score for intra-arterial stroke treatment selection. AJNR Am J Neuroradiol. 2012;33:1046–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Coutts SB, Hill MD, Demchuk AM, Barber PA, Pexman JH, Buchan AM. ASPECTS reading requires training and experience. Stroke. 2003;34:e179; author reply e179.

    PubMed  Google Scholar 

  7. Brozici M, van der Zwan A, Hillen B. Anatomy and functionality of leptomeningeal anastomoses: A review. Stroke. 2003;34:2750–62.

    Article  PubMed  Google Scholar 

  8. Liebeskind DS. Stroke: the currency of collateral circulation in acute ischemic stroke. Nat Rev Neurol. 2009;5:645–6.

    Article  PubMed  Google Scholar 

  9. Finlayson O, John V, Yeung R, Dowlatshahi D, Howard P, Zhang L et al. Interobserver agreement of aspect score distribution for noncontrast CT, CT angiography, and CT perfusion in acute stroke. Stroke. 2013;44:234–6.

    Article  PubMed  Google Scholar 

  10. Coutts SB, Lev MH, Eliasziw M, Roccatagliata L, Hill MD, Schwamm LH et al. ASPECTS on CTA source images versus unenhanced CT: added value in predicting final infarct extent and clinical outcome. Stroke. 2004;35:2472–6.

    Article  PubMed  Google Scholar 

  11. Menon BK, d’Esterre CD, Qazi EM, Almekhlafi M, Hahn L, Demchuk AM et al. Multiphase ct angiography: a new tool for the imaging triage of patients with acute ischemic stroke. Radiology. 2015;275:510–20.

    Article  PubMed  Google Scholar 

  12. Powers WJ, Derdeyn CP, Biller J, Coffey CS, Hoh BL, Jauch EC et al. 2015 American Heart Association/American Stroke Association Focused Update of the 2013 Guidelines for the Early Management of Patients With Acute Ischemic Stroke Regarding Endovascular Treatment: A Guideline for Healthcare Professionals From the American Heart Association/American Stroke Association. Stroke. 2015;46:3020–35.

    Article  CAS  PubMed  Google Scholar 

  13. Pexman JH, Barber PA, Hill MD, Sevick RJ, Demchuk AM, Hudon ME et al. Use of the Alberta Stroke Program Early CT Score (ASPECTS) for assessing CT scans in patients with acute stroke. AJNR Am J Neuroradiol. 2001;22:1534–42.

    CAS  PubMed  PubMed Central  Google Scholar 

  14. Rodriguez-Luna D, Dowlatshahi D, Aviv RI, Molina CA, Silva Y, Dzialowski I et al. Venous phase of computed tomography angiography increases spot sign detection, but intracerebral hemorrhage expansion is greater in spot signs detected in arterial phase. Stroke. 2014;45:734–9.

    Article  PubMed  Google Scholar 

  15. Menon BK, Smith EE, Modi J, Patel SK, Bhatia R, Watson TW et al. Regional leptomeningeal score on CT angiography predicts clinical and imaging outcomes in patients with acute anterior circulation occlusions. AJNR Am J Neuroradiol. 2011;32:1640–5.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. Landis JR, Koch GG. The measurement of observer agreement for categorical data. Biometrics. 1977;33:159–74.

    Article  CAS  PubMed  Google Scholar 

  17. Kononenko I, Robnik-Šikonja M. An adaptation of relief for attribute estimation in regression. In: Proceedings of the Fourteenth International Conference on Machine Learning (ICML ’97). 1997. pp. 296–304.

    Google Scholar 

  18. Chang CC, Lin CJ. LIBSVM: a library for support vector machines. ACM Trans Intell Syst Technol. 2011;2:27:1–27:27.

  19. Robnik-Šikonja M, Kononenko I. Theoretical and empirical analysis of ReliefF and RReliefF. Mach Learn 2003;53:23–69.

    Article  Google Scholar 

  20. Albers GW, Marks MP, Kemp S, Christensen S, Tsai JP, Ortega-Gutierrez S et al. Thrombectomy for stroke at 6 to 16 hours with selection by perfusion imaging. N Engl J Med. 2018;378:708–18.

    Article  PubMed  PubMed Central  Google Scholar 

  21. Nogueira RG, Jadhav AP, Haussen DC, Bonafe A, Budzik RF et al. Thrombectomy 6 to 24 hours after stroke with a mismatch between deficit and infarct. N Engl J Med. 2018;378:11–21.

    Article  PubMed  Google Scholar 

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Acknowledgements

We acknowledge the Calgary Stroke Program and the Seaman MR Center for their support. Supported by a Canadian Institute of Health Research Operating Grant and bridge funding from the Faculty of Medicine, University of Calgary.

Funding

Supported by a Canadian Institute of Health Research Operating Grant and bridge funding from the Faculty of Medicine, University of Calgary.

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Authors

Corresponding author

Correspondence to Philip Barber.

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Conflict of interest

M. Goyal has a patent and licensing agreement with GE Healthcare re: systems of stroke diagnosis. In addition, he has a consulting agreement with Medtronic, Stryker, Microvention, Cenernovus. Medtronic has provided an unrestricted research grant to the University of Calgary for the HERMES collaboration. M. Goyal is the Chair of this collaboration. M. Reid, A.O. Famuyide, N.D. Forkert, A. Sahand Talai, J.W. Evans, A. Sitaram, M. Hafeez, M. Najm, B.K. Menon, A. Demchuk, R. Gupta Sah, C.D. d’Esterre and P. Barber declare that they have no competing interests.

Ethical standards

The local ethics boards approved the study. All participants gave informed consent prior to their inclusion in this study. All procedures performed were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

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62_2018_717_MOESM1_ESM.docx

The positive predictive values, negative predictive values, positive likelihood ratios (LR+) and negative likelihood ratios (LR-) of ASPECTS scoring on NCCT, mCTA-arterial, mCTA-venous and mCTA-rLMC compared to CT/MRI infarction at 24-hours dichotimized by TICI score and by onset to CT time (0–3 or >3 hours).

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Reid, M., Famuyide, A.O., Forkert, N.D. et al. Accuracy and Reliability of Multiphase CTA Perfusion for Identifying Ischemic Core. Clin Neuroradiol 29, 543–552 (2019). https://doi.org/10.1007/s00062-018-0717-x

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  • DOI: https://doi.org/10.1007/s00062-018-0717-x

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