Open-source graphical user interface for the creation of synthetic skeletons for medical image analysis

被引:2
作者
Herz, Christian [1 ]
Vergnet, Nicolas [2 ]
Tian, Sijie [2 ]
Aly, Abdullah H. [2 ]
Jolley, Matthew A. [1 ,3 ]
Tran, Nathanael [4 ]
Arenas, Gabriel [5 ]
Lasso, Andras [6 ]
Schwartz, Nadav [5 ]
O'Neill, Kathleen E. [7 ]
Yushkevich, Paul A. [2 ]
Pouch, Alison M. [2 ,8 ]
机构
[1] Childrens Hosp Philadelphia, Dept Anesthesiol & Crit Care Med, Philadelphia, PA USA
[2] Univ Penn, Dept Radiol, Penn Image Comp & Sci Lab, Philadelphia, PA 19104 USA
[3] Childrens Hosp Philadelphia, Div Cardiol, Philadelphia, PA USA
[4] Jefferson Einstein Hosp, Div Cardiovasc Dis, Philadelphia, PA USA
[5] Univ Penn, Dept Obstet & Gynecol, Div Maternal Fetal Med, Philadelphia, PA USA
[6] Queens Univ, Sch Comp, Lab Percutaneous Surg, Kingston, ON, Canada
[7] Univ Penn, Dept Obstet & Gynecol, Div Reprod Endocrinol & Infertil, Philadelphia, PA USA
[8] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
基金
美国国家卫生研究院;
关键词
image analysis; medial axis; skeletonization; open source software; SHAPE-ANALYSIS; REPRESENTATION; COMPUTATION; ALGORITHM;
D O I
10.1117/1.JMI.11.3.036001
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: Deformable medial modeling is an inverse skeletonization approach to representing anatomy in medical images, which can be used for statistical shape analysis and assessment of patient-specific anatomical features such as locally varying thickness. It involves deforming a pre-defined synthetic skeleton, or template, to anatomical structures of the same class. The lack of software for creating such skeletons has been a limitation to more widespread use of deformable medial modeling. Therefore, the objective of this work is to present an open-source user interface (UI) for the creation of synthetic skeletons for a range of medial modeling applications in medical imaging. Approach: A UI for interactive design of synthetic skeletons was implemented in 3D Slicer, an open-source medical image analysis application. The steps in synthetic skeleton design include importation and skeletonization of a 3D segmentation, followed by interactive 3D point placement and triangulation of the medial surface such that the desired branching configuration of the anatomical structure's medial axis is achieved. Synthetic skeleton design was evaluated in five clinical applications. Compatibility of the synthetic skeletons with open-source software for deformable medial modeling was tested, and representational accuracy of the deformed medial models was evaluated. Results: Three users designed synthetic skeletons of anatomies with various topologies: the placenta, aortic root wall, mitral valve, cardiac ventricles, and the uterus. The skeletons were compatible with skeleton-first and boundary-first software for deformable medial modeling. The fitted medial models achieved good representational accuracy with respect to the 3D segmentations from which the synthetic skeletons were generated. Conclusions: Synthetic skeleton design has been a practical challenge in leveraging deformable medial modeling for new clinical applications. This work demonstrates an open-source UI for user-friendly design of synthetic skeletons for anatomies with a wide range of topologies. (c) 2024 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
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页数:16
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