Mechanics-informed snakes isogeometric analysis (MISIGA): an image-based method for the estimation of local deformation and strain in blood vessels

被引:4
|
作者
Cox, Agustin [1 ,2 ,3 ,4 ]
Ortiz-Puerta, David [1 ,2 ,3 ,4 ]
Sotelo, Julio [5 ,6 ]
Uribe, Sergio [6 ,7 ,8 ]
Hurtado, Daniel E. [1 ,2 ,3 ,4 ,6 ]
机构
[1] Pontificia Univ Catolica Chile, Sch Engn, Dept Struct & Geotech Engn, Av Vicuna Mackenna 4860, Santiago, Chile
[2] Pontificia Univ Catolica Chile, Sch Engn, Inst Biol & Med Engn, Av Vicuna Mackenna 4860, Santiago, Chile
[3] Pontificia Univ Catolica Chile, Sch Med, Inst Biol & Med Engn, Av Vicuna Mackenna 4860, Santiago, Chile
[4] Pontificia Univ Catolica Chile, Sch Biol Sci, Inst Biol & Med Engn, Av Vicuna Mackenna 4860, Santiago, Chile
[5] Univ Valparaiso, Sch Biomed Engn, Gen Cruz 222, Valparaiso, Chile
[6] Millennium Nucleus Cardiovasc Magnet Resonance, Santiago, Chile
[7] Pontificia Univ Catolica Chile, Biomed Imaging Ctr, Av Vicuna Mackenna 4860, Santiago, Chile
[8] Pontificia Univ Catolica Chile, Sch Med, Dept Radiol, Av Libertador Bernando OHiggins 340, Santiago, Chile
关键词
Active-contour fitting; Isogeometric analysis; Aorta; Strain; Kirchhoff-Love shells; THORACIC AORTIC-ANEURYSMS; LOVE SHELL FORMULATIONS; SPECKLE TRACKING; WALL THICKNESS; CYCLIC STRAIN; MRI; 3D; QUANTIFICATION; VALIDATION; ULTRASOUND;
D O I
10.1007/s00366-022-01738-y
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Abnormal deformation of blood vessels has been related to the onset and progression of prevalent cardiovascular diseases. This mechanical connection has motivated the development of computational techniques to assess strain fields in the wall of the aorta from medical images. In this work, we present the mechanics-informed snakes isogeometric analysis (MISIGA) method, which provides seamless 3D estimations of strain fields in the full aorta from magnetic resonance images. Our approach leverages image segmentation formulations with advanced curvilinear representations of irregular vessels to capture the deformation mapping between two configurations captured by image datasets. We further inform this model by describing the motion of the aortic wall based on a Kirchhoff-Love shell approach, which allows us to construct continuous circumferential and longitudinal strain fields in the full aorta. We validate the MISIGA method using synthetically generated images from aortic mechanical simulations, obtaining errors in the strain estimation of 13.2 and 9.8 for the circumferential and longitudinal components. This performance compares favorably with other approaches that are not informed by mechanical considerations. Further, we apply the MISIGA method in the strain assessment of the aorta of a normal subject, which results in longitudinal and circumferential strain values that are in the range of those found in previous studies. We envision that the MISIGA method can open the way to seamless 3D high-fidelity analysis of local strain from medical images of the aorta and other vessels.
引用
收藏
页码:4043 / 4060
页数:18
相关论文
共 9 条
  • [1] Mechanics-informed snakes isogeometric analysis (MISIGA): an image-based method for the estimation of local deformation and strain in blood vessels
    Agustín Cox
    David Ortiz-Puerta
    Julio Sotelo
    Sergio Uribe
    Daniel E. Hurtado
    Engineering with Computers, 2022, 38 : 4043 - 4060
  • [2] Introduction of a Novel Image-Based and Non-Invasive Method for the Estimation of Local Elastic Properties of Great Vessels
    Fanni, Benigno Marco
    Pizzuto, Alessandra
    Santoro, Giuseppe
    Celi, Simona
    ELECTRONICS, 2022, 11 (13)
  • [3] Image-based analysis and simulation of the effect of platelet storage temperature on clot mechanics under uniaxial strain
    Sang-Joon J. Lee
    Dustin M. Nguyen
    Harjot S. Grewal
    Chaitanya Puligundla
    Amit K. Saha
    Prajeeda M. Nair
    Andrew P. Cap
    Anand K. Ramasubramanian
    Biomechanics and Modeling in Mechanobiology, 2020, 19 : 173 - 187
  • [4] Image-based analysis and simulation of the effect of platelet storage temperature on clot mechanics under uniaxial strain
    Lee, Sang-Joon J.
    Nguyen, Dustin M.
    Grewal, Harjot S.
    Puligundla, Chaitanya
    Saha, Amit K.
    Nair, Prajeeda M.
    Cap, Andrew P.
    Ramasubramanian, Anand K.
    BIOMECHANICS AND MODELING IN MECHANOBIOLOGY, 2020, 19 (01) : 173 - 187
  • [5] Strain Analysis of Pressure Vessels contained Pits Based on Digital Image Correlation Method
    Xu, Wan
    Feng, Xiu
    Li, Junrui
    Shi, Xinfeng
    Bai, Tian
    SEVENTH INTERNATIONAL SYMPOSIUM ON PRECISION MECHANICAL MEASUREMENTS, 2016, 9903
  • [6] IMAGE ANALYSIS BASED FINITE STRAIN MEASUREMENT OF LOCAL DEFORMATION UNDER UNIAXIAL LOAD USING NATURAL STRAIN
    Kato, Yasuyuki
    IMPLEMENTING INNOVATIVE IDEAS IN STRUCTURAL ENGINEERING AND PROJECT MANAGEMENT, 2015, : 1165 - 1170
  • [7] Deformation Behavior Estimation of Aluminum Foam by X-ray CT Image-based Finite Element Analysis
    Hangai, Yoshihiko
    Yamaguchi, Ryo
    Takahashi, Shunya
    Utsunomiya, Takao
    Kuwazuru, Osamu
    Yoshikawa, Nobuhiro
    METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE, 2013, 44A (04): : 1880 - 1886
  • [8] Deformation Behavior Estimation of Aluminum Foam by X-ray CT Image-based Finite Element Analysis
    Yoshihiko Hangai
    Ryo Yamaguchi
    Shunya Takahashi
    Takao Utsunomiya
    Osamu Kuwazuru
    Nobuhiro Yoshikawa
    Metallurgical and Materials Transactions A, 2013, 44 : 1880 - 1886
  • [9] QuickBird image-based estimation of tree stand density using local maxima filtering method: A case study in a Beijing forest
    Wang, Shuhan
    Zhang, Xiaoli
    Hassan, Mohammed Abdelmanan
    Chen, Qi
    Li, Chaokui
    Tang, Zhiguang
    Wang, Yanjun
    PLOS ONE, 2018, 13 (12):