Abstract
Carotid atherosclerotic plaques have a three-dimensional shape on initial detection and progress in their contour and size in all three directions over time. To estimate the plaque volume, we measured circumferential (cp) and sagittal (lp) length, and mean of luminally protruding thickness (tmean) from axial and sagittal carotid duplex ultrasonography (CDU) images of the carotid plaques. Then, we calculated plaque volume using the hemi-ellipsoid volume formula (π[cp × lp × tmean]/6) with the three axis values. We logically validated that the hemi-ellipsoid volume formula could be applied to estimate the volume of all plaques with smooth or irregular thicknesses and involving the partial or entire axial lumen. The hemi-ellipsoid volume evaluations were a better tool to assess severity and atherosclerotic burden of carotid atherosclerotic plaques on follow-up than one-dimensional diameter ([1-{stenosis/lumen diameter}] × 100%) and two-dimensional area stenosis ([1-{stenosis/lumen area}] × 100%) evaluations. The present study showed successful implementation of the hemi-ellipsoid volume formula to logically measure plaque volume. The logical volume estimation was better for evaluating and monitoring the severity and atherosclerotic burden of carotid plaques.
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The datasets generated and/or analysed during the current study are available from the corresponding author on reasonable request.
References
Garg, P. K. et al. Assessment of subclinical atherosclerosis in asymptomatic people in vivo: Measurements suitable for biomarker and mendelian randomization studies. Arterioscler. Thromb. Vasc. Biol. 44, 24–47 (2024).
Randomised trial of endarterectomy for recently symptomatic carotid stenosis: Final results of the MRC European Carotid Surgery Trial (ECST). Lancet. 351, 1379–1387 (1998).
Barnett, H. J. M. et al. North american symptomatic carotid endarterectomy trial collaborators, beneficial effect of carotid endarterectomy in symptomatic patients with high-grade carotid stenosis. N. Engl. J. Med. 325, 445–453 (1991).
Staikov, I. N. et al. Comparison of the ECST, CC, and NASCET grading methods and ultrasound for assessing carotid stenosis. European carotid surgery trial. North American symptomatic carotid endarterectomy trial. J. Neurol. 247, 681–686 (2000).
Klabunde, R. E. Chapter 5. Vascular Function. In Cardiovascular Physiology Concepts, Third Edition, 97–127 (Wolters Kluwer Health, 2022)
Glagov, S., Weisenberg, E., Zarins, C. K., Stankunavicius, R. & Kolettis, G. J. Compensatory enlargement of human atherosclerotic coronary arteries. N. Engl. J. Med. 316, 1371–1375 (1987).
Rothwell, P. M., Gibson, R. J., Slattery, J., Sellar, R. J. & Warlow, C. P. Equivalence of measurements of carotid stenosis. A comparison of three methods on 1001 angiograms. European carotid surgery trialists’ collaborative group. Stroke 25, 2435–2439 (1994).
Herder, M., Johnsen, S. H., Arntzen, K. A. & Mathiesen, E. B. Risk factors for progression of carotid intima-media thickness and total plaque area: A 13-year follow-up study: The tromsø study. Stroke 43, 1818–1823 (2012).
Becher, T. et al. Three-dimensional imaging provides detailed atherosclerotic plaque morphology and reveals angiogenesis after carotid artery ligation. Circ. Res. 126, 619–632 (2020).
Fernández-Friera, L. et al. Prevalence, vascular distribution, and multiterritorial extent of subclinical atherosclerosis in a middle-aged cohort: The PESA (progression of early subclinical atherosclerosis) study. Circulation 131, 2104–2113 (2015).
Johri, A. M. et al. Recommendations for the assessment of carotid arterial plaque by ultrasound for the characterization of atherosclerosis and evaluation of cardiovascular risk: From the American society of echocardiography. J. Am. Soc. Echocardiogr. 33, 917–933 (2020).
Wannarong, T. et al. Progression of carotid plaque volume predicts cardiovascular events. Stroke 44, 1859–1865 (2013).
Fuster, V. et al. Influence of subclinical atherosclerosis burden and progression on mortality. J. Am. Coll. Cardiol. 84, 1391–1403 (2024).
Laucka, A. et al. Method for volume of irregular shape pellets estimation using 2D imaging measurement. Appl. Sci. 10, 2650 (2020).
Choi, S. M. et al. A comparison of radiologic tumor volume and pathologic tumor volume in renal cell carcinoma (RCC). PLoS ONE 10, e0122019 (2015).
Tomayko, M. M. & Reynolds, C. P. Determination of subcutaneous tumor size in athymic (nude) mice. Cancer Chemother. Pharmacol. 24, 148–154 (1989).
Hirt, L. S. Progression rate and ipsilateral neurological events in asymptomatic carotid stenosis. Stroke 45, 702–706 (2014).
Spence, J. D. et al. Carotid plaque area: A tool for targeting and evaluating vascular preventive therapy. Stroke 33, 2916–2922 (2002).
Spence, J. D. Technology Insight: Ultrasound measurement of carotid plaque–patient management, genetic research, and therapy evaluation. Nat. Clin. Pract. Neurol. 2, 611–619 (2006).
Cassola, N. et al. Duplex ultrasound for diagnosing symptomatic carotid stenosis in the extracranial segments. Cochrane Database Syst. Rev. 7, CD013172 (2022).
Jaff, M. R., Goldmakher, G. V., Lev, M. H. & Romero, J. M. Imaging of the carotid arteries: the role of duplex ultrasonography, magnetic resonance arteriography, and computerized tomographic arteriography. Vasc. Med. 13, 281–292 (2008).
Williams, K. J. Eradicating atherosclerotic events by targeting early subclinical disease: It is time to retire the therapeutic paradigm of too much. Too Late Arterioscler. Thromb. Vasc. Biol. 44, 48–64 (2024).
Sutton-Tyrrell, K., Wolfson, S. K. Jr. & Kuller, L. H. Blood pressure treatment slows the progression of carotid stenosis in patients with isolated systolic hypertension. Stroke 25, 44–50 (1994).
Poorthuis, M. H. F. et al. Development and internal validation of a risk score to detect asymptomatic carotid stenosis. Eur. J. Vasc. Endovasc. Surg. 61, 365–373 (2021).
Poorthuis, M. H. F. et al. Validation of risk prediction models to detect asymptomatic carotid stenosis. J. Am. Heart. Assoc. 9, e014766 (2020).
AbuRahma, A. F. et al. Society for vascular surgery clinical practice guidelines for management of extracranial cerebrovascular disease. J. Vasc. Surg. 75(1S), 4S-22S (2022).
Bennett, G. M., Bluth, E. I., Larson, M. L. & Luo, Q. Recommendations for low-grade carotid stenosis follow-up based on a single-institution database. J. Ultrasound. Med. 37, 439–445 (2018).
David, E. et al. Imaging of carotid stenosis: Where are we standing? Comparison of multiparametric ultrasound, cT angiography, and MRI angiography, with recent developments. Diagnostics 14, 1708 (2024).
Acknowledgements
We wish to thank Dr. Chul Kim, who provided many directions and advice to implement the hemi-ellipsoid volume formula for plaque volume measurement.
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JK was the principal investigator of this study, participated in the conception, design, and analysis of the study, interpretation of data, drafting the manuscript. TJ performed modeling and actual volume measurement of the three-dimensional plaque objects having irregular geometry. JYK conceived the study, participated in the study design and drafting of the manuscript, and performed the statistical analysis and interpretation. All authors read and approved the final manuscript.
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Kim, J., Jeong, T. & Kim, J. Hemi-ellipsoid formula enables accurate assessment of carotid plaque volume and atherosclerotic burden. Sci Rep (2026). https://doi.org/10.1038/s41598-026-35182-5
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DOI: https://doi.org/10.1038/s41598-026-35182-5


