Department of Medicine, Celiac Disease Center, Columbia University, Harkness Pavilion 804, 180 Fort Washington Avenue, New York, NY 10032, USA.
Dig Dis Sci. 2012 Nov;57(11):2936-43. doi: 10.1007/s10620-012-2225-1. Epub 2012 May 30.
Prior work has shown that videocapsule endoscopy image features are a useful tool for quantitatively distinguishing the intestinal mucosal surface of untreated celiac patients from that of controls. The use of dynamic estimates of wall motility may further help to improve classification.
Videocapsule endoscopy clips (200 frames each, 2 frames/s, 576 × 576 pixels/frame) were acquired at five small intestinal locations in 11 untreated celiac patients (celiacs) and ten controls. Color images were converted to grayscale and analyzed frame-by-frame. Variations in the position and width of the center of the small intestinal lumen were quantitatively estimated. The darkest grayscale pixels were used as an estimate of the lumen center. Over 200 frames, the standard deviation of the lumen center xy position and the mean and standard deviation in lumen center width were used as dynamic estimates of wall motility. These parameters were plotted in three-dimensional space, and the best discriminant function was used to classify celiacs versus controls at each of the following five locations: (1) duodenal bulb, (2) distal duodenum, (3) jejunum, (4) ileum, and (5) distal ileum.
The overall sensitivity for the classification of celiacs versus controls at all five locations was 98.2 %, while the specificity was 96.0 %. From location 1 to 5, there was a tendency for the lumen center width to diminish in terms of frame-to-frame variability by 7.6 % in celiacs (r (2) = 0.4) and 9.7 % in controls (r (2) = 0.7).
In addition to examining the mucosal surface, videocapsule endoscopy can assess small bowel intestinal motility and aid in distinguishing celiac patients from controls.
先前的研究表明,胶囊内镜图像特征是一种有用的工具,可用于定量区分未经治疗的乳糜泻患者和对照者的肠黏膜表面。使用壁运动的动态估计值可能有助于进一步提高分类效果。
在 11 名未经治疗的乳糜泻患者(乳糜泻患者)和 10 名对照者的五个小肠部位采集胶囊内镜视频片段(每个片段 200 帧,2 帧/秒,576×576 像素/帧)。将彩色图像转换为灰度并逐帧进行分析。定量估计小肠腔中心位置和宽度的变化。将小肠腔中心的最暗灰度像素用作腔中心的估计值。在 200 多帧中,腔中心 xy 位置的标准差以及腔中心宽度的平均值和标准差被用作壁运动的动态估计值。将这些参数绘制在三维空间中,并使用最佳判别函数在以下五个位置中的每一个位置将乳糜泻患者与对照者进行分类:(1)十二指肠球部,(2)十二指肠远端,(3)空肠,(4)回肠和(5)回肠远端。
在所有五个部位,乳糜泻患者与对照者分类的总体敏感性为 98.2%,特异性为 96.0%。从部位 1 到 5,乳糜泻患者的腔中心宽度在帧间变化的趋势逐渐减小 7.6%(r(2)= 0.4),而对照者的腔中心宽度减小 9.7%(r(2)= 0.7)。
除了检查黏膜表面外,胶囊内镜还可以评估小肠肠道运动,并有助于区分乳糜泻患者和对照者。