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四维计算机断层扫描的通气:密度法与雅可比法。

Ventilation from four-dimensional computed tomography: density versus Jacobian methods.

机构信息

Department of Imaging Physics, The University of Texas M D Anderson Cancer Center, Houston, TX, USA.

出版信息

Phys Med Biol. 2010 Aug 21;55(16):4661-85. doi: 10.1088/0031-9155/55/16/004. Epub 2010 Jul 30.

Abstract

Two calculation methods to produce ventilation images from four-dimensional computed tomography (4DCT) acquired without added contrast have been reported. We reported a method to obtain ventilation images using deformable image registration (DIR) and the underlying CT density information. A second method performs the ventilation image calculation from the DIR result alone, using the Jacobian determinant of the deformation field to estimate the local volume changes resulting from ventilation. For each of these two approaches, there are variations on their implementation. In this study, two implementations of the Jacobian-based methodology are evaluated, as well as a single density change-based model for calculating the physiologic specific ventilation from 4DCT. In clinical practice, (99m)Tc-labeled aerosol single photon emission computed tomography (SPECT) is the standard method used to obtain ventilation images in patients. In this study, the distributions of ventilation obtained from the CT-based ventilation image calculation methods are compared with those obtained from the clinical standard SPECT ventilation imaging. Seven patients with 4DCT imaging and standard (99m)Tc-labeled aerosol SPECT/CT ventilation imaging obtained on the same day as part of a prospective validation study were selected. The results of this work demonstrate the equivalence of the Jacobian-based methodologies for quantifying the specific ventilation on a voxel scale. Additionally, we found that both Jacobian- and density-change-based methods correlate well with global measurements of the resting tidal volume. Finally, correlation with the clinical SPECT was assessed using the Dice similarity coefficient, which showed statistically higher (p-value < 10(-4)) correlation between density-change-based specific ventilation and the clinical reference than did either Jacobian-based implementation.

摘要

已经有两种从未添加对比剂的四维计算机断层扫描(4DCT)获取通气图像的计算方法被报道。我们报告了一种使用可变形图像配准(DIR)和基础 CT 密度信息获取通气图像的方法。第二种方法仅从 DIR 结果计算通气图像,使用变形场的雅可比行列式来估计通气引起的局部体积变化。对于这两种方法中的每一种,其实现方式都有所不同。在这项研究中,我们评估了基于雅可比行列式的方法的两种实现方式,以及一种从 4DCT 计算生理特定通气的单一密度变化模型。在临床实践中,(99m)Tc 标记的气溶胶单光子发射计算机断层扫描(SPECT)是用于获取患者通气图像的标准方法。在这项研究中,我们将基于 CT 的通气图像计算方法获得的通气分布与临床标准 SPECT 通气成像获得的通气分布进行了比较。选择了 7 名患者,这些患者在同一天进行了 4DCT 成像和标准 (99m)Tc 标记的气溶胶 SPECT/CT 通气成像,作为前瞻性验证研究的一部分。这项工作的结果表明,在体素尺度上量化特定通气时,基于雅可比行列式的方法是等效的。此外,我们发现基于雅可比行列式和密度变化的方法都与静息潮气量的全局测量值高度相关。最后,使用 Dice 相似系数评估与临床 SPECT 的相关性,结果表明基于密度变化的特定通气与临床参考之间的相关性(p 值<10(-4))明显高于基于雅可比行列式的任何一种实现方式。

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