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Construction d'un modele per-operatoire 3D du rachis pour la navigation en thoracoscopie.

机译:胸腔镜导航的脊柱3D手术模型的构建。

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摘要

The aim of this study is to propose, develop and validate the steps for the preparation of the 3D model for the navigation during minimally invasive surgery of the spine. The preparation of the model involves a step of automatic segmentation of intervertebral disk and a registration step to obtain the pre-operative 3D model of the spine into the intraoperative position.;To investigate the precision of the proposed segmentation process, a second study was conducted. It is important to choose the proper MRI to obtained satisfactory results of the automatic segmentation of the intervertebral disks. The measurement of the volumes showed that the proposed method systematically under estimated the size of the disks and that in the sagittal plane, the distance between the more posterior points of the segmented disk and to the one obtained from the manual segmentation, has a mean value of 1.8 mm (+/- 0.8 mm). Lastly, the results also showed that the inter users variability (manual segmentation) is slightly superior to the variability between the manual segmentation and the automatic segmentation. This confirms that the automatic segmentation is as reliable as the manual segmentation done by experts.;Following the automatic segmentation of the intervertebral disks, is a study on the 3D/2D registration between pre-operative MRI data of the patient lying supine and intraoperative X-ray data of the patient lying on the side. This study investigates the use of an articulated model in a registration context involving semi rigid structure like the spine. The validation of the 3D/2D registration technique is done in two phases. The first phase consists of using simulated intraoperative data with the addition of normally distributed random noises. The results of the simulations showed that the mTRE 3D error is of 4.42 mm (+/- 0.83) for a noise level corresponding to an error 0.9 mm in the manual identification of control points. The results of the second phase of the study showed that for the three clinical cases of scoliotic patients, the mTRE 3D is of 3.38 mm. Hence the study demonstrates that it is possible to achieve a 3D/2D registration with a single intraoperative X-ray of patient presenting a change of posture if a constraint is used in the optimization process.;Finally for a patient presenting a change of posture, the rigid registration of the control points located at the interface disk/vertebra has to be followed by an elastic registration so that the new space between two consecutive vertebrae can be filled up properly with the intervertebral disk. A preliminary study illustrated that it was possible to deform the disk with the same control points as the ones used for the rigid registration. The proposed technique consists of a 3D/3D elastic registration perform with kriging combined with a criteria of cross validation to automatically choose the optimal combination of polynomial able to best predict the type of deformation occurring in the different spine level during a specific change of posture. The preliminary study illustrates that from 10 control points and over, the results of the proposed elastic deformation method do not change significantly. Also, using three simulations of different deformations and 10 control points for each intervertebral disk, results showed that the choice of the type of polynomial used in the kriging equation is important since the mean error on the validation points can be up to three times higher depending on the type of polynomials used. (Abstract shortened by UMI.);The first part of the study proposed an automatic segmentation of intervertebral disks from scoliotic patient on MRI. This automatic segmentation based on the watershed technique and morphological operators is combined to a pattern recognition technique using texture features of the images. The clinical study done on a cohort of 11 scoliotic patients, showed that it was possible to automatically segment intervertebral disks and the over segmentation problem can be eliminate with the classification process.
机译:这项研究的目的是提出,开发和验证在脊柱微创手术过程中准备用于导航的3D模型的步骤。模型的准备包括椎间盘的自动分割步骤和套准步骤,以将术前脊柱的3D模型获取到术中位置。为了研究所提出的分割过程的精度,进行了第二项研究。重要的是选择适当的MRI,以获得令人满意的椎间盘自动分割结果。体积的测量表明,该方法系统地估计了圆盘的大小,并且在矢状面中,分割后的圆盘的更多后点与手动分割得到的圆点之间的距离为平均值为1.8毫米(+/- 0.8毫米)。最后,结果还表明,用户之间的可变性(手动细分)略优于手动细分和自动细分之间的可变性。这证实了自动分割与专家进行的手动分割一样可靠。;继椎间盘自动分割之后,是对仰卧患者术前MRI数据与术中X线之间3D / 2D配准的研究躺在一边的病人的X射线数据。这项研究调查了在涉及半刚性结构(如脊柱)的配准环境中使用铰接模型的情况。 3D / 2D配准技术的验证分两个阶段进行。第一阶段包括使用模拟的术中数据以及正态分布的随机噪声。仿真结果表明,对于噪声水平,mTRE 3D误差为4.42 mm(+/- 0.83),与手动识别控制点时的误差0.9 mm相对应。研究的第二阶段结果显示,对于三例脊柱侧弯的临床病例,mTRE 3D为3.38 mm。因此,该研究表明,如果在优化过程中使用了约束,则可以用呈现术中姿势变化的患者的单个术中X射线实现3D / 2D配准。最后,对于出现姿势变化的患者,必须对位于接口盘/椎骨上的控制点进行严格的定位,然后进行弹性定位,以使两个连续椎骨之间的新空间可以被椎间盘适当填充。初步研究表明,可以用与刚性定位相同的控制点使磁盘变形。所提出的技术由3D / 3D弹性配准与克里金法结合交叉验证标准组成,以自动选择多项式的最佳组合,从而能够最佳地预测在特定姿势变化期间在不同脊柱水平上发生的变形类型。初步研究表明,从10个控制点开始,所提出的弹性变形方法的结果没有显着变化。此外,对每个椎间盘使用三个不同变形的模拟和10个控制点,结果表明,克里格方程中使用的多项式类型的选择很重要,因为验证点上的平均误差可能高达三倍。关于所使用的多项式的类型。 (摘要由UMI缩短。);研究的第一部分提出了MRI对脊柱侧弯患者的椎间盘自动分割的建议。基于分水岭技术和形态学算子的这种自动分割被结合到使用图像纹理特征的模式识别技术中。对11名脊柱侧凸患者进行的临床研究表明,可以自动分割椎间盘,并且可以通过分类过程消除过度分割的问题。

著录项

  • 作者

    Chevrefils, Claudia.;

  • 作者单位

    Ecole Polytechnique, Montreal (Canada).;

  • 授予单位 Ecole Polytechnique, Montreal (Canada).;
  • 学科 Engineering Biomedical.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 224 p.
  • 总页数 224
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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