Automatic Segmentation and Mechanical Characterisation of the Intraluminal Thrombus and Arterial Wall of Abdominal Aortic Aneurysms Using Time Resolved 3D Ultrasound Images

被引:4
|
作者
Nievergeld, Arjet Helena Margaretha [1 ,2 ]
Maas, Esther Jorien [1 ,2 ]
de Ruijter, Joerik [1 ]
Fonken, Judith Helena Cornelia [1 ,2 ]
van Sambeekan, Marcus Rodolph Henricus Maria [1 ,2 ]
Lopata, Richard Godfried Paulus [1 ]
机构
[1] Eindhoven Univ Technol, Dept Biomed Engn, POB 513, NL-5600 MB Eindhoven, Netherlands
[2] Catharina Hosp, Dept Vasc Surg, Eindhoven, Netherlands
关键词
Abdominal aortic ancurysms; Intraluminal thrombus; Mechanical characterisation Segmentation; Ultrasound; RUPTURE; DIAMETER; DISTENSIBILITY; SURVEILLANCE; STRESS; RISK;
D O I
10.1016/j.ejvs.2023.03.033
中图分类号
R61 [外科手术学];
学科分类号
摘要
Objective: This study proposed a method for semi-automatic segmentation of abdominal aortic aneurysms (AAAs) and their intraluminal thrombus (ILT), based on time resolved 3D ultrasound (US), and validated results with computed tomography (CT). Mechanical properties of both wall and ILT were determined, and possible correlations with ILT size and blood pressure were investigated.Methods: A semi-automatic segmentation algorithm was developed combining a star-Kalman approach with a 3D snake algorithm. The segmented geometries of both lumen and inner vessel wall were validated with both manual US based segmentations and CT based segmentations. Finally, the lumen and vessel wall distensibility and ILT compressibility were estimated and correlated with ILT size and blood pressure.Results: For the vessel wall and lumen, the median Similarity Index (SI) was 92% (IQR 90, 94%) and 83% (IQR 75, 87%), respectively. The distensibility of the vessel wall could be determined in 37 of 40 cases and had a median value of 0.28 10(-5) Pa -1 (IQR 0.18, 0.51 x10(-5)). The median systolic to diastolic volume change of the ILT was determined successfully in 21 of 40 patients, and was -0.57% (IQR -1.1, 1.2%). The vessel and lumen distensibility showed a strong correlation with the systolic pressure (p < .010), rather than with the diastolic pressure. Lumen distensibility was strongly correlated with ILT thickness (p = .023). The performance of the semi-automatic segmentation algorithm was shown to be as good as the manual segmentations and highly dependent on the visibility of the ILT (limited contrast in seven patients and clutter in nine patients).Conclusion: This study has shown promising results for mechanical characterisation of the vessel, and ILT, including a correlation between distensibility, ILT size, and blood pressure. For future work, the inclusion rate needs to be increased by improving the image contrast with novel US techniques.
引用
收藏
页码:418 / 427
页数:10
相关论文
共 50 条
  • [1] Deep learning-based segmentation of abdominal aortic aneurysms and intraluminal thrombus in 3D ultrasound images
    Nievergeld, Arjet
    Cetinkaya, Bunyamin
    Maas, Esther
    van Sambeek, Marc
    Lopata, Richard
    Awasthi, Navchetan
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2024,
  • [2] Automatic segmentation and registration of abdominal aortic aneurysms using 3D ultrasound
    van Disseldorp, E. M. J.
    van Dronkelaar, J. J.
    Pluim, J. P. W.
    van de Vosse, Frans
    van Sambeek, M. R. H. M.
    Lopata, R. G. P.
    2016 IEEE INTERNATIONAL ULTRASONICS SYMPOSIUM (IUS), 2016,
  • [3] Automatic Segmentation of Abdominal Aortic Aneurysms From Time-Resolved 3-D Ultrasound Images Using Deep Learning
    Maas, Esther J.
    Awasthi, Navchetan
    van Pelt, Esther G.
    van Sambeek, Marc R. H. M.
    Lopata, Richard G. P.
    IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2024, 71 (11) : 1420 - 1428
  • [4] The Impact of Intraluminal Thrombus Failure on the Mechanical Stress in the Wall of Abdominal Aortic Aneurysms
    Polzer, S.
    Gasser, T. C.
    Swedenborg, J.
    Bursa, J.
    EUROPEAN JOURNAL OF VASCULAR AND ENDOVASCULAR SURGERY, 2011, 41 (04) : 467 - 473
  • [5] Wall Stress Analysis of Abdominal Aortic Aneurysms using 3D Ultrasound
    Kok, A. M.
    Nguyen, V. L.
    Speelman, L.
    Schurink, G. W. H.
    van de Vosse, F. N.
    Lopata, R. G. P.
    2014 IEEE INTERNATIONAL ULTRASONICS SYMPOSIUM (IUS), 2014, : 2300 - 2303
  • [6] GEOMETRY OF ABDOMINAL AORTIC ANEURYSMS AND THE INTRALUMINAL THROMBUS FROM 3D IMAGE RECONSTRUCTION USING ACTIVE CONTOURS
    Ashton, John H.
    Ayyalasomayajula, Avinash
    Vande Geest, Jonathan P.
    PROCEEDINGS OF THE ASME SUMMER BIOENGINEERING CONFERENCE - 2009, PT A AND B, 2009, : 459 - 460
  • [7] Isotropic 3D black blood MRI of abdominal aortic aneurysm wall and intraluminal thrombus
    Zhu, Chengcheng
    Haraldsson, Henrik
    Faraji, Farshid
    Owens, Christopher
    Gasper, Warren
    Ahn, Sinyeob
    Liu, Jing
    Laub, Gerhard
    Hope, Michael D.
    Saloner, David
    MAGNETIC RESONANCE IMAGING, 2016, 34 (01) : 18 - 25
  • [8] Toward assessment of rupture risk predictors in abdominal aortic aneurysms including intraluminal thrombus based on 3D+t ultrasound images
    Nievergeld, Arjet
    Fonken, Judith
    Maas, Esther
    Muller, Jan-Willem
    Thirugnanasambandam, Mirunalini
    van Sambeek, Marc
    Lopata, Richard
    APL BIOENGINEERING, 2024, 8 (04):
  • [9] Automatic needle segmentation in 3D ultrasound images
    Ding, MY
    Cardinal, HN
    Guan, WG
    Fenster, A
    MEDICAL IMAGING 2002: VISUALIZATION, IMAGE-GUIDED PROCEDURES, AND DISPLAY, 2002, 4681 : 65 - 76
  • [10] Spiral CT of abdominal aortic aneurysms: Comparison of segmentation with an automatic 3D deformable model and interactive segmentation
    Bulpitt, AJ
    Berry, E
    MEDICAL IMAGING 1998: IMAGE PROCESSING, PTS 1 AND 2, 1998, 3338 : 938 - 946