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基于X射线和CT图像的骶髂关节损伤骶髂螺钉置入预测软件系统设计

Design of Proposed Software System for Prediction of Iliosacral Screw Placement for Iliosacral Joint Injuries Based on X-ray and CT Images.

作者信息

Benda Vojtech, Kubicek Jan, Madeja Roman, Oczka David, Cerny Martin, Dostalova Kamila

机构信息

Department of Cybernetics and Biomedical Engineering, VŠB-Technical University of Ostrava, 17. listopadu 2172/15, Poruba, 708 00 Ostrava, Czech Republic.

Trauma Center, University Hospital Ostrava, 17. listopadu 1790, Poruba, 708 52 Ostrava, Czech Republic.

出版信息

J Clin Med. 2023 Mar 9;12(6):2138. doi: 10.3390/jcm12062138.

Abstract

One of the crucial tasks for the planning of surgery of the iliosacral joint is placing an iliosacral screw with the goal of fixing broken parts of the pelvis. Tracking of proper screw trajectory is usually done in the preoperative phase by the acquisition of X-ray images under different angles, which guide the surgeons to perform surgery. This approach is standardly complicated due to the investigation of 2D X-ray images not showing spatial perspective. Therefore, in this pilot study, we propose complex software tools which are aimed at making a simulation model of reconstructed CT (DDR) images with a virtual iliosacral screw to guide the surgery process. This pilot study presents the testing for two clinical cases to reveal the initial performance and usability of this software in clinical conditions. This model is consequently used for a multiregional registration with reference intraoperative X-ray images to select the slide from the 3D dataset which best fits with reference X-ray. The proposed software solution utilizes input CT slices of the pelvis area to create a segmentation model of individual bone components. Consequently, a model of an iliosacral screw is inserted into this model. In the next step, we propose the software CT2DDR which makes DDR projections with the iliosacral screw. In the last step, we propose a multimodal registration procedure, which performs registration of a selected number of slices with reference X-ray, and based on the Structural Similarity Index (SSIM) and index of correlation, the procedure finds the best match of DDR with X-ray images. In this pilot study, we also provide a comparative analysis of the computational costs of the multimodal registration upon various numbers of DDR slices to show the complex software performance. The proposed complex model has versatile usage for modeling and surgery planning of the pelvis area in fractures of iliosacral joints.

摘要

骶髂关节手术规划的关键任务之一是置入骶髂螺钉,以固定骨盆的骨折部位。通常在术前阶段通过获取不同角度的X线图像来追踪合适的螺钉轨迹,这些图像指导外科医生进行手术。由于二维X线图像的研究未显示空间视角,这种方法通常很复杂。因此,在这项初步研究中,我们提出了复杂的软件工具,旨在创建带有虚拟骶髂螺钉的重建CT(DDR)图像模拟模型,以指导手术过程。这项初步研究展示了对两个临床病例的测试,以揭示该软件在临床条件下的初始性能和可用性。该模型随后用于与术中参考X线图像进行多区域配准,以从三维数据集中选择与参考X线最匹配的切片。所提出的软件解决方案利用骨盆区域的输入CT切片来创建各个骨成分的分割模型。随后,将骶髂螺钉模型插入该模型中。在下一步中,我们提出了软件CT2DDR,它可以生成带有骶髂螺钉的DDR投影。在最后一步中,我们提出了一种多模态配准程序,该程序对选定数量的切片与参考X线进行配准,并基于结构相似性指数(SSIM)和相关性指数,找到DDR与X线图像的最佳匹配。在这项初步研究中,我们还对不同数量DDR切片的多模态配准的计算成本进行了对比分析,以展示该复杂软件的性能。所提出的复杂模型在骶髂关节骨折的骨盆区域建模和手术规划中具有广泛的用途。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5961/10054889/df16ffe33304/jcm-12-02138-g001.jpg

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