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Structure-analysis method for electronic cleansing in cathartic and noncathartic CT colonography

机译:导流和非导流CT结肠造影中电子清洗的结构分析方法

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摘要

Electronic cleansing (EC) is an emerging method for segmentation of fecal material in CT colonography (CTC) that is used for reducing or eliminating the requirement for cathartic bowel preparation and hence for improving patients’ adherence to recommendations for colon cancer screening. In EC, feces tagged by an x-ray-opaque oral contrast agent are removed from the CTC images, effectively cleansing the colon after image acquisition. Existing EC approaches tend to suffer from the following cleansing artifacts: degradation of soft-tissue structures because of pseudo-enhancement caused by the surrounding tagged fecal materials, and pseudo soft-tissue structures and false fistulas caused by partial volume effects at the boundary between the air lumen and the tagged regions, called the air-tagging boundary (AT boundary). In this study, we developed a novel EC method, called structure-analysis cleansing, which effectively avoids these cleansing artifacts. In our method, submerged soft-tissue structures are recognized by their local morphologic signatures that are characterized based on the eigenvalues of a three-dimensional Hessian matrix. A structure-enhancement function is formulated for enhancing of the soft-tissue structures. In addition, thin folds sandwiched between the air lumen and tagged regions are enhanced by analysis of the local roughness based on multi-scale volumetric curvedness. Both values of the structure-enhancement function and the local roughness are integrated into the speed function of a level set method for delineating the tagged fecal materials. Thus, submerged soft-tissue structures as well as soft-tissue structures adhering to the tagged regions are preserved, whereas the tagged regions are removed along with the associated AT boundaries from CTC images. Evaluation of the quality of the cleansing based on polyps and folds in a colon phantom, as well as on polyps in clinical cathartic and noncathartic CTC cases with fluid and stool tagging, showed that our structure-analysis cleansing method is significantly superior to that of our previous thresholding-based EC method. It provides a cleansed colon with substantially reduced subtraction artifacts.
机译:电子清洗(EC)是一种在CT结肠造影(CTC)中分割粪便的新兴方法,可用于减少或消除对肠通便准备的要求,从而提高患者对结肠癌筛查建议的依从性。在EC中,从X射线不透明的口服造影剂标记的粪便从CTC图像中去除,从而在图像采集后有效清洁结肠。现有的EC方法趋于遭受以下清洁伪影的影响:由于周围标记的粪便物质引起的伪增强而导致的软组织结构的退化,以及由于软组织结构和假性瘘管之间的边界处的部分体积效应而导致的假性软组织结构和假瘘管。气腔和标记区域,称为空气标记边界(AT边界)。在这项研究中,我们开发了一种新颖的EC方法,称为结构分析清洗,可有效避免这些清洗痕迹。在我们的方法中,被淹没的软组织结构通过其局部形态特征来识别,这些特征是基于三维Hessian矩阵的特征值来表征的。制定了结构增强功能以​​增强软组织结构。此外,通过基于多尺度体积弯曲度的局部粗糙度分析,可以增强夹在气腔和标记区域之间的细褶皱。结构增强函数值和局部粗糙度这两个值都被集成到了水平设置方法的速度函数中,该方法用于描绘标记的粪便。因此,保留了浸没的软组织结构以及粘附到标记区域的软组织结构,而从CTC图像中去除了标记区域以及相关的AT边界。根据结肠体模中的息肉和褶皱以及带有液体和粪便标签的临床导尿和非导尿CTC病例的息肉评估清洁质量,表明我们的结构分析清洁方法明显优于我们的结构分析清洁方法以前基于阈值的EC方法。它提供了一个大大减少了减影伪影的清洗结肠。

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