Abstract
Measurements of vessel-wall-plus-plaque thickness (VWT) from 3D carotid ultrasound have been shown to be sensitive to the effect of pharmaceutical interventions. Since the geometry of carotid arteries is highly subject-specific, quantitative comparison of the distributions of point-wise VWT measured for different patients or for the same patients at different ultrasound scanning sessions requires the development of a mapping strategy to adjust for the geometric variability of different carotid surface models. In this paper, we present an algorithm mapping each 3D carotid surface to a 2D carotid template with an emphasis on preserving the local geometry of the carotid surface by minimizing local angular distortion. The previously described arc-length scaling (AL) approach was applied to generate an initial 2D VWT map. Using results established in the quasi-conformal theory, a new map was computed to compensate for the angular distortion incurred in AL mapping. As the 2D carotid template lies on an L-shaped non-convex domain, one-to-one correspondence of the mapping operation was not guaranteed. To address this issue, an iterative Beltrami differential chopping and smoothing procedure was developed to enforce bijectivity. Evaluations performed in the 20 carotid surface models showed that the reduction in average angular distortion made by the proposed algorithm was highly significant (P = 2.06 × 10−5). This study is the first study showing that a bijective conformal map to a non-convex domain can be obtained using the iterative Beltrami differential chopping and smoothing procedure. The improved consistency exhibited in the 2D VWT map generated by the proposed algorithm will allow for unbiased quantitative comparisons of VWT as well as local geometric and hemodynamic quantities in population studies.








Similar content being viewed by others
References
Ainsworth CD, Blake CC, Tamayo A, Beletsky V, Fenster A, Spence JD (2005) 3D ultrasound measurement of change in carotid plaque volume: a tool for rapid evaluation of new therapies. Stroke 36(9):1904–1909. doi:10.1161/01.STR.0000178543.19433.20
Antiga L, Piccinelli M, Botti L, Ene-Iordache B, Remuzzi A, Steinman DA (2008) An image-based modeling framework for patient-specific computational hemodynamics. Med Biol Eng Comput 46:1097–1112. doi:10.1007/s11517-008-0420-1
Antiga L, Steinman DA (2004) Robust and objective decomposition and mapping of bifurcating vessels. IEEE Trans Med Imaging 23(6):704–713. doi:10.1109/TMI.2004.826946
Canton G, Chiu B, Chen H, Chen Y, Hatsukami TS, Kerwin WS, Yuan C (2013) A framework for the co-registration of hemodynamic forces and atherosclerotic plaque components. Physiol Measur 34:977–990. doi:10.1088/0967-3334/34/9/977
Chen Y, Canton G, Kerwin WS, Chiu B (2016) Modeling hemodynamic forces in carotid artery based on local geometric features. Med Biol Eng Comput 54:1437–1452. doi:10.1007/s11517-015-1417-1
Cheng J, Pike D, Chow TW, Kirby M, Parraga G, Chiu B (2016) Three-dimensional ultrasound measurements of carotid vessel wall and plaque thickness and their relationship with pulmonary abnormalities in ex-smokers without airflow limitation. Int J Cardiovasc Imaging 32(9):1391–1402
Chiu B, Beletsky V, Spence JD, Parraga G, Fenster A (2009) Analysis of carotid lumen surface morphology using three-dimensional ultrasound imaging. Phys Med Biol 54(5):1149–1167. doi:10.1088/0031-9155/54/5/004
Chiu B, Chen W, Cheng J (2016) Concise biomarker for spatial-temporal change in three-dimensional ultrasound measurement of carotid vessel wall and plaque thickness based on a graph-based random walk framework: towards sensitive evaluation of response to therapy. Comput Biol Med 79:149–162
Chiu B, Egger M, Spence JD, Parraga G, Fenster A (2008) Quantification of carotid vessel wall and plaque thickness change using 3D ultrasound images. Med Phys 35(8):3691–3710. doi:10.1118/1.2955550
Chiu B, Li B, Chow TWS (2013) Novel 3d ultrasound image-based biomarkers based on a feature selection from a 2d standardized vessel wall thickness map: a tool for sensitive assessment of therapies for carotid atherosclerosis. Phys Med Biol 58(17):5959–5982. doi:10.1088/0031-9155/58/17/5959
Chiu B, Ukwatta E, Shavakh S, Fenster A (2013) Quantification and visualization of carotid segmentation accuracy and precision using a 2D standardized carotid map. Phys Med Biol 58(11):3671–3703. doi:10.1088/0031-9155/58/11/3671
Choi GPT, Lui LM (2017) A linear formulation for disk conformal parameterization of simply-connected open surfaces. Adv Comput Math 1–28. doi:10.1007/s10444-017-9536-x
Choi PT, Lam KC, Lui LM (2015) FLASH: fast landmark aligned spherical harmonic parameterization for genus-0 closed brain surfaces. SIAM J Imaging Sci 8(1):67–94. doi:10.1137/130950008
Choi PT, Lui LM (2015) Fast disk conformal parameterization of simply-connected open surfaces. J Sci Comput 65(3):1065–1090
Egger M, Chiu B, Spence JD, Fenster A, Parraga G (2008) Mapping spatial and temporal changes in carotid atherosclerosis from three-dimensional ultrasound images. Ultrasound Med Biol 34(1):64–72. doi:10.1016/j.ultrasmedbio.2007.07.004
Eicke BM, von Lorentz J, Paulus W (1995) Embolus detection in different degrees of carotid disease. Neurol Res 17(3):181–184
Fenster A, Downey DB (2000) Three-dimensional ultrasound imaging. Annu Rev Biomed Eng 2:457–475
Fenster A, Landry A, Downey DB, Hegele RA, Spence JD (2004) 3D ultrasound imaging of the carotid arteries. Curr Drug Targets Cardiovasc Haematol Disord 4(2):161–175
Filipovic N, Teng Z, Radovic M, Saveljic I, Fotiadis D, Parodi O (2013) Computer simulation of three-dimensional plaque formation and progression in the carotid artery. Med Biol Eng Comput 51(6):607–616. doi:10.1007/s11517-012-1031-4
Floater MS, Hormann K (2005) Surface parameterization: a tutorial and survey, pp. 157–186. Advances in multiresolution for geometric modelling. Springer-Verlag, Heidelberg
Haker S, Angenent S, Tannenbaum A, Kikinis R (2000) Nondistorting flattening maps and the 3-D visualization of colon CT images. IEEE Trans Med Imaging 19(7):665–670
He J, Gu D, Wu X, Reynolds K, Duan X, Yao C, Wang J, Chen CS, Chen J, Wildman RP, Klag MJ, Whelton PK (2005) Major causes of death among men and women in china. N Engl J Med 353(11):1124–1134. doi:10.1056/NEJMsa050467
Krasinski A, Chiu B, Fenster A, Parraga G (2009) Magnetic resonance imaging and three-dimensional ultrasound of carotid atherosclerosis: mapping regional differences. J Magn Reson Imaging 29 (4):901–908. doi:10.1002/jmri.21709
Krasinski A, Chiu B, Spence JD, Fenster A, Parraga G (2009) Three-dimensional ultrasound quantification of intensive statin treatment of carotid atherosclerosis. Ultrasound Med Biol 35(11):1763–1772. doi:10.1016/j.ultrasmedbio.2009.05.017
Kwon TG, Kim KW, Park HW, Jeong JH, Kim KY, Bae JH (2009) Prevalence and significance of carotid plaques in patients with coronary atherosclerosis. Korean Circ J 39:317–321. doi:10.4070/kcj.2009.39.8.317
Landry A, Spence JD, Fenster A (2004) Measurement of carotid plaque volume by 3-dimensional ultrasound. Stroke 35(4):864–869
Lee SW, Antiga L, Spence JD, Steinman DA (2008) Geometry of the carotid bifurcation predicts its exposure to disturbed flow. Stroke 39:2341–2347. doi:10.1161/STROKEAHA.107.510644
Liu L, Wang D, Wong KSL, Wang Y (2011) Stroke and stroke care in china: huge burden, significant workload, and a national priority. Stroke 42:3651–3654. doi:10.1161/STROKEAHA.111.635755
Liu M, Wu B, Wang WZ, Lee LM, Zhang SH, Kong LZ (2007) Stroke in china: epidemiology, prevention, and management strategies. Lancet Neurol 6(5):456–464. doi:10.1016/S1474-4422(07)70004-2
Lui LM, Lam KC, Wong TW, Gu X (2013) Texture map and video compression using Beltrami representation. SIAM J Imag Sci 6(4):1880–1902. doi:10.1137/120866129
Malek AM, Alper SL, Izumo S (1999) Hemodynamic shear stress and its role in atherosclerosis. JAMA 282(21):2035–2042
Meng TW, Choi GPT, Lui LM (2016) TEMPO: feature-endowed Teichmüller extremal mappings of point clouds. SIAM J Imaging Sci 9(4):1922–1962
Mozaffarian D, Benjamin EJ, Go AS, Arnett DK, Blaha MJ, Cushman M, de Ferranti S, Després JP, Fullerton HJ, Howard VJ, Huffman MD, Judd SE, Kissela BM, Lackland DT, Lichtman JH, Lisabeth LD, Liu S, Mackey RH, Matchar DB, McGuire DK, Mohler ER, Moy CS, Muntner P, Mussolino ME, Nasir K, Neumar RW, Nichol G, Palaniappan L, Pandey DK, Reeves MJ, Rodriguez CJ, Sorlie PD, Stein J, Towfighi A, Turan TN, Virani SS, Willey JZ, Woo D, Yeh RW, Turner MB (2014) Heart disease and stroke statistics - 2015 update. Circulation. doi:10.1161/CIR.0000000000000152
Perktold K, Thurner E, Kenner T (1994) Flow and stress characteristics in rigid walled and compliant carotid artery bifurcation models. Medi Biol Eng Comput 32:19–26
Spence JD (2007) Intensive management of risk factors for accelerated atherosclerosis: the role of multiple interventions. Curr Neurol Neurosci Rep 7(1):42–48. doi:10.1007/s11910-007-0020-8
Yang YL, Guo R, Luo F, Hu SM, Gu X (2009) Generalized discrete ricci flow. Comput Graph Forum 28(7):2005–2014. doi:10.1111/j.1467-8659.2009.01579.x
Zeng W, Lui LM, Luo F, Chan TFC, Yau ST, Gu DX (2012) Computing quasiconformal maps using an auxiliary metric and discrete curvature flow. Numerische Mathematik 121(4):671–703. doi:10.1007/s00211-012-0446-z
Zeng W, Marino J, Gurijala KC, Gu X, Kaufman A (2010) Supine and prone colon registration using quasi-conformal mapping. IEEE Trans Vis Comput Graph 16(6):1348–1357
Zhu L, Haker S, Tannenbaum A (2005) Flattening maps for the visualization of multibranched vessels. IEEE Trans Med Imaging 24(2):191–198. doi:10.1109/TMI.2004.839368
Acknowledgements
Dr. Chiu is grateful for funding support from the Research Grant Council of the HKSAR, China (Project No. CityU 139713), the National Natural Science Foundation of China (Grant No. 81201149), the Basic Research Free Exploration Program of the Science Technology and Innovation Committee of Shenzhen Municipality, China (Project No. JCYJ20160428155118212) and the City University of Hong Kong Strategic Research Grants (Nos. 7004425 and 7004617). The authors also acknowledge Dr. Aaron Fenster for providing the 3D ultrasound images and manually segmented contours for this work.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Choi, G.P.T., Chen, Y., Lui, L.M. et al. Conformal mapping of carotid vessel wall and plaque thickness measured from 3D ultrasound images. Med Biol Eng Comput 55, 2183–2195 (2017). https://doi.org/10.1007/s11517-017-1656-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11517-017-1656-4