Clinical Predictors of Large Vessel Occlusion and Diagnostic Accuracy of Non-Contrast CT in Acute Ischemic Stroke: A Cross-Sectional Study
DOI:
https://doi.org/10.66328/ijprmh.2026.020205Keywords:
Acute ischemic stroke, Large vessel occlusion, Computed tomography angiography, Hemiparesis, Endovascular thrombectomy, Diagnostic accuracyAbstract
Received: 20-06-2026
Revised: 27-06-2026
Accepted: 29-06-2026
Introduction: Large vessel occlusion (LVO) is a major determinant of morbidity and mortality in acute ischemic stroke (AIS), requiring rapid identification for timely reperfusion therapy. While computed tomography angiography (CTA) is the reference standard for detecting LVO, non-contrast computed tomography (NCCT) remains the most widely accessible imaging modality in many healthcare settings. This study evaluated clinical predictors of LVO and assessed the diagnostic performance of NCCT against CTA-confirmed occlusion.
Methods: A hospital-based cross-sectional study was conducted among 72 consecutive adults presenting with suspected AIS who underwent both NCCT and CTA. Demographic characteristics, clinical presentations, vascular risk factors, and imaging findings were analyzed. Multivariable logistic regression was used to identify independent predictors of LVO. Diagnostic accuracy parameters of NCCT were calculated using CTA as the reference standard.
Results: CTA confirmed LVO in 43 patients (59.7%). The middle cerebral artery was the most commonly affected vessel (69.8%). Hemiparesis showed a significant association with LVO (OR 2.89, 95% CI: 1.08–7.73; p=0.034) and remained the only independent predictor on multivariable analysis (adjusted OR 3.06, 95% CI: 1.09–8.61; p=0.034). NCCT demonstrated a sensitivity of 88.4%, specificity of 72.4%, positive predictive value of 82.6%, negative predictive value of 80.8%, and overall diagnostic accuracy of 81.9% for detecting CTA-confirmed LVO.
Conclusion: LVO was common among patients presenting with suspected AIS. Hemiparesis independently predicted the presence of LVO, while NCCT exhibited high sensitivity and satisfactory diagnostic accuracy. Integration of clinical assessment with NCCT findings may facilitate early triage and prompt referral for advanced stroke management, particularly in resource-limited settings.
References
1. Feigin VL, Stark BA, Johnson CO, Roth GA, Bisignano C, Abady GG, et al. Global, regional, and national burden of stroke and its risk factors, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet Neurol. 2021;20(10):795–820.
2. Goyal M, Menon BK, van Zwam WH, Dippel DWJ, Mitchell PJ, Demchuk AM, et al. Endovascular thrombectomy after large-vessel ischaemic stroke: a meta-analysis of individual patient data from five randomised trials. Lancet. 2016;387(10029):1723–31.
3. Smith EE, Saver JL, Cox M, Liang L, Matsouaka R, Xian Y, et al. Increase in endovascular therapy in Get With The Guidelines–Stroke after the publication of pivotal trials. Circulation. 2017;136(24):2303–10.
4. Berkhemer OA, Fransen PSS, Beumer D, van den Berg LA, Lingsma HF, Yoo AJ, et al. A randomized trial of intraarterial treatment for acute ischemic stroke. N Engl J Med. 2015;372(1):11–20.
5. 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(24):2285–95.
6. Powers WJ, Rabinstein AA, Ackerson T, Adeoye OM, Bambakidis NC, Becker K, et al. 2019 update to the 2018 guidelines for the early management of acute ischemic stroke. Stroke. 2019;50(12):e344–418.
7. 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. Lancet. 2000;355(9216):1670–4.
8. Mair G, Boyd EV, Chappell FM, von Kummer R, Lindley RI, Sandercock PAG, et al. Sensitivity and specificity of the hyperdense artery sign for arterial obstruction in acute ischemic stroke. Stroke. 2015;46(1):102–7.
9. Heldner MR, Zubler C, Mattle HP, Schroth G, Weck A, Mono ML, et al. National Institutes of Health Stroke Scale score and vessel occlusion in 2152 patients with acute ischemic stroke. Stroke. 2013;44(4):1153–7.
10. Katz BS, McMullan JT, Sucharew H, Adeoye O, Broderick JP. Design and validation of a prehospital scale to predict stroke severity: Cincinnati Prehospital Stroke Severity Scale. Stroke. 2015;46(6):1508–12.
11. Kernan WN, Ovbiagele B, Black HR, Bravata DM, Chimowitz MI, Ezekowitz MD, et al. Guidelines for the prevention of stroke in patients with stroke and transient ischemic attack. Stroke. 2014;45(7):2160–236.
12. O'Donnell MJ, Chin SL, Rangarajan S, Xavier D, Liu L, Zhang H, et al. Global and regional effects of potentially modifiable risk factors associated with acute stroke in 32 countries (INTERSTROKE): a case-control study. Lancet. 2016;388(10046):761–75.
13. von Kummer R, Meyding-Lamade U, Forsting M, Rosin L, Rieke K, Hacke W, et al. Sensitivity and prognostic value of early CT in occlusion of the middle cerebral artery trunk. AJNR Am J Neuroradiol. 1994;15(1):9–15.
14. Barber PA, Hill MD, Eliasziw M, Demchuk AM, Pexman JHW, Hudon ME, et al. Imaging of the brain in acute ischaemic stroke: comparison of computed tomography and magnetic resonance diffusion-weighted imaging. J Neurol Neurosurg Psychiatry. 2005;76(11):1528–33.
15. Menon BK, Demchuk AM. Computed tomographic angiography in the assessment of patients with stroke/TIA. Neurohospitalist. 2011;1(4):187–99.
16. Wintermark M, Sanelli PC, Albers GW, Bello JA, Derdeyn CP, Hetts SW, et al. Imaging recommendations for acute stroke and transient ischemic attack patients. AJNR Am J Neuroradiol. 2013;34(11):E117–27.
17. Hosmer DW, Lemeshow S, Sturdivant RX. Applied Logistic Regression. 3rd ed. New York: Wiley; 2013.
18. World Medical Association. World Medical Association Declaration of Helsinki: ethical principles for medical research involving human subjects. JAMA. 2013;310(20):2191–4.
19. Pandian JD, Gall SL, Kate MP, Silva GS, Akinyemi RO, Ovbiagele BI, et al. Prevention of stroke: a global perspective. Lancet. 2018;392(10154):1269-78.
20. Reeves M, Khoury J, Alwell K, Moomaw CJ, Flaherty ML, Woo D, et al. Distribution of National Institutes of Health Stroke Scale in the Cincinnati/Northern Kentucky Stroke Study. Stroke. 2013;44(11):3211-3.
21. Saarinen JT, Sillanpää N, Rusanen H, Hakomäki J, Huhtala H, Lapp TM, et al. The rate of symptomatic intracranial large vessel occlusions in the anterior circulation. Stroke. 2015;46(12):3459-62.
22. Rennert RC, Wali AR, Steinberg JA, Santiago-Dieppa DR, Olson SE, Pannell JS, et al. Epidemiology, natural history, and clinical presentation of large vessel ischemic stroke. Neurosurgery. 2019;85(Suppl 1):S4-S8.
23. Merwick Á, Werring D. Posterior circulation ischaemic stroke. BMJ. 2014;348:g3175.
24. Pérez de la Ossa N, Carrera D, Gorchs M, Querol M, Millán M, Gomis M, et al. Design and validation of a prehospital stroke scale to predict large arterial occlusion: the RACE scale. Stroke. 2014;45(1):87-91.
25. Hart RG, Diener HC, Coutts SB, Easton JD, Granger CB, O'Donnell MJ, et al. Embolic strokes of undetermined source: the case for a new clinical construct. Lancet Neurol. 2014;13(4):429-38.
26. Kamel H, Healey JS. Cardioembolic stroke. Circ Res. 2017;120(3):514-26.
27. Fassbender K, Balucani C, Walter S, Levine SR, Haass A, Grotta J. Streamlining of prehospital stroke management: the golden hour. Lancet Neurol. 2013;12(6):585-96.
28. Mair G, Boyd EV, Chappell FM, von Kummer R, Lindley RI, Sandercock PAG, et al. Sensitivity and specificity of the hyperdense artery sign for arterial obstruction in acute ischemic stroke. Stroke. 2015;46(1):102-7.
29. Martins SCO, Bhattacharya P, Avezum A, Cárcamo DA, Cordonnier C, Lavados PM, et al. Global stroke care and future directions. Int J Stroke. 2023;18(5):495-510.
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