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A feasibility trial of computer-aided diagnosis for enteric lesions in capsule endoscopy

机译:胶囊内镜计算机辅助诊断肠病的可行性研究

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摘要

AIM: To investigate and evaluate the feasibility of the computer-aided screening diagnosis for enteric lesions in the capsule endoscopy (CE).METHODS: After developing a series of algorithms for the screening diagnosis of the enteric lesions in CE based on their characteristic colors and contours, the normal and abnormal images obtained from 289 patients were respectively scanned and diagnosed by the CE readers and by the computer-aided screening for the enteric lesions with the image-processed software (IPS). The enteric lesions shown by the images included esoenteritis, mucosal ulcer and erosion, bleeding, space-occupying lesions, angioectasia, diverticula, parasites, etc. The images for the lesions or the suspected lesions confirmed by the CE readers and the computers were collected, and the effectiveness rate of the screening and the number of the scanned images were evaluated, respectively.RESULTS: Compared with the diagnostic results obtained by the CE readers, the total effectiveness rate (sensitivity) in the screening of the commonly-encountered enteric lesions by IPS varied from 42.9% to 91.2%, with a median of 74.2%, though the specificity and the accuracy rates were still low, and the images for the rarely-encountered lesions were difficult to differentiate from the normal images. However, the number of the images screened by IPS was 5000 on average, and only 10%-15% of the original images were left behind. As a result, a large number of normal images were excluded, and the reading time decreased from 5 h to 1 h on average.CONCLUSION: Though the total accuracy and specificity rates by the computer-aided screening for the enteric lesions with IPS are much lower than those by the CE readers, the computer-aided screening diagnosis can exclude a large number of the normal images and confine the enteric lesions to 5000 images on average, which can reduce the workload of the readers in the scanning of the images. This computer-aided screening technique can make a correct diagnosis as efficiently as possible in most of the patients.
机译:目的:探讨并评价在胶囊内窥镜(CE)中进行肠病变计算机辅助筛查诊断的可行性。方法:基于特征性颜色和特征,开发了一系列用于CE肠病变筛查诊断的算法通过CE读取器并使用图像处理软件(IPS)对肠道病变进行计算机辅助筛查,分别对289例患者获得的正常和异常图像进行扫描和诊断。图像显示的肠内病变包括肠炎,粘膜溃疡和糜烂,出血,占位性病变,血管扩张,憩室,寄生虫等。这些病变的图像或由CE阅读器和计算机确认的可疑病变已被收集,结果:与CE阅读器的诊断结果相比,通过肠胃镜筛查常见肠病的总有效率(敏感性)。 IPS的范围从42.9%到91.2%,中位数为74.2%,尽管特异性和准确率仍然很低,很少遇到的病变的图像很难与正常图像区分开。但是,IPS筛选的图像数量平均为5000,只有原始图像的10%-15%被留下。结果,排除了大量的正常图像,平均读取时间从5 h减少到1 h。结论:尽管通过计算机辅助筛查IPS肠病变的总准确性和特异性率很高与CE阅读器相比,计算机辅助筛查诊断可以排除大量正常图像,并将肠内病变平均限制在5000个图像内,从而可以减少阅读器扫描图像的工作量。这种计算机辅助的筛查技术可以对大多数患者尽可能有效地做出正确的诊断。

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