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Study on image feature extraction and classification for human colorectal cancer using optical coherence tomography

机译:光学相干断层扫描的图像特征提取与分类的研究

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Most of the colorectal cancer has grown from the adenomatous polyp. Adenomatous lesions have a well-documented relationship to colorectal cancer in previous studies. Thus, to detect the morphological changes between polyp and tumor can allow early diagnosis of colorectal cancer and simultaneous removal of lesions. OCT (Optical coherence tomography) has been several advantages including high resolution and non-invasive cross-sectional image in vivo. In this study, we investigated the relationship between the B-scan OCT image features and histology of malignant human colorectal tissues, also en-face OCT image and the endoscopic image pattern. The in-vitro experiments were performed by a swept-source optical coherence tomography (SS-OCT) system; the swept source has a center wavelength at 1310 nm and 160nm in wavelength scanning range which produced 6 um axial resolution. In the study, the en-face images were reconstructed by integrating the axial values in 3D OCT images. The reconstructed en-face images show the same roundish or gyrus-like pattern with endoscopy images. The pattern of en-face images relate to the stages of colon cancer. Endoscopic OCT technique would provide three-dimensional imaging and rapidly reconstruct en-face images which can increase the speed of colon cancer diagnosis. Our results indicate a great potential for early detection of colorectal adenomas by using the OCT imaging
机译:大多数结直肠癌已从腺瘤息肉中生长。腺瘤病变具有良好记录的与先前研究中的结肠直肠癌的关系。因此,检测息肉和肿瘤之间的形态变化可以允许早期诊断结直肠癌并同时去除病变。 OCT(光学相干断层扫描)已经有几个优点,包括体内高分辨率和非侵入性横截面图像。在这项研究中,我们研究了恶性人结肠组织的B扫描OCT图像特征和组织学之间的关系,也是敌对OCT图像和内窥镜图像图案。通过扫描源光学相干断层扫描(SS-OCT)系统进行体外实验;扫源源在1310nm和160nm的中央波长,其波长扫描范围产生6μm轴向分辨率。在该研究中,通过将轴向值集成在3D OCT图像中来重建斩波图像。重建的恩面图像显示具有内窥镜检查图像的相同圆形或类似的样式。苯面像的图案涉及结肠癌的阶段。内窥镜OCT技术将提供三维成像,快速重建抗面部图像,可以提高结肠癌诊断的速度。我们的结果表明,通过使用OCT成像表明早期检测结肠直肠腺瘤的潜力

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