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Phys Med Biol. 2019 Jan 22. doi: 10.1088/1361-6560/ab009a. [Epub ahead of print]

Quantitative analysis of regional endocardial geometry dynamics from 4D cardiac CT images: endocardial tracking based on the iterative closest point with an integrated scale estimation.

Author information

1
Department of Cardiovascular and Thoracic Surgery, Hokkaido University Graduate School of Medicine School of Medicine, North 15 West 7, Kita-ku, Sapporo, 060-8638, JAPAN.
2
Department of Cardiovascular and Thoracic Surgery, Hokkaido University Graduate School of Medicine School of Medicine, Sapporo, JAPAN.
3
Division of Systems Science and Informatics, Hokkaido University Graduate School of Information Science and Technology, Sapporo, Hokkaido, JAPAN.
4
3Department of Diagnostic and Interventional Radiology, Hokkaido University Hospital, Sapporo, Hokkaido, JAPAN.

Abstract

Regional cardiac function analysis is important for the diagnosis and treatment planning of ischemic heart disease, but has not been sufficiently developed in the field of computed tomography (CT). Therefore, we propose a three-dimensional endocardial tracking framework for cardiac CT using local point cloud registration based on the iterative closest point with an integrated scale estimation algorithm. We also introduce regional function descriptors that express the curvature and stretching of the endocardium: Surface distortion (E) and Scaling rate (S). For a region-to-region comparison, we propose endocardial segmentation according to coronary perfusion territories defined by the Voronoi partition based on coronary distribution. Our study of 65 endocardial segments in ten subjects showed that global endocardial deformation has a positive relationship with the stroke volume index (r = 0.896 and 0.829 in E and S, respectively) and ejection fraction (r = 0.804 and 0.835), and a positive relationship with the brain natriuretic peptide level (r = 0.690 and 0.776). A positive relationship between segmental E and S (r = 0.845), a higher value of E in ischemic segments (p = 0.021) that are determined by fractional flow reserve estimated from coronary CT data, and a higher value of S in the left circumflex artery territory (p < 0.05) were also observed. The required radiation dose was 5.0 ± 0.7 mSv and the computation time was 7.2 ± 1.1 min. The result suggests that proposed endocardial deformation analysis using CT can be conducted on site and in time for the acute setting, and may be useful for the diagnosis of cardiac dysfunction or myocardial ischemia.

KEYWORDS:

Computed tomography; Endocardial deformation; Nonrigid registration; Point set registration; Regional cardiac function

PMID:
30669126
DOI:
10.1088/1361-6560/ab009a

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