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使用 CT 纹理分析鉴别结直肠癌与正常及炎症性增厚结肠壁的可行性。

The feasibility of differentiating colorectal cancer from normal and inflammatory thickening colon wall using CT texture analysis.

机构信息

Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, 160 Pujian Rd, Shanghai, 200127, China.

Department of Radiology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, 2800 Gongwei Road, Pudong, Shanghai, 201399, China.

出版信息

Sci Rep. 2020 Apr 14;10(1):6346. doi: 10.1038/s41598-020-62973-1.

DOI:10.1038/s41598-020-62973-1
PMID:32286352
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7156692/
Abstract

To investigate the diagnostic value of texture analysis (TA) for differentiating between colorectal cancer (CRC), colonic lesions caused by inflammatory bowel disease (IBD), and normal thickened colon wall (NTC) on computed tomography (CT) and assess which scanning phase has the highest differential diagnostic value. In all, 107 patients with CRC, 113 IBD patients with colonic lesions, and 96 participants with NTC were retrospectively enrolled. All subjects underwent multiphase CT examination, including pre-contrast phase (PCP), arterial phase (AP), and portal venous phase (PVP) scans. Based on these images, classification by TA and visual classification by radiologists were performed to discriminate among the three tissue types. The performance of TA and visual classification was compared. Precise TA classification results (error, 2.03-12.48%) were acquired by nonlinear discriminant analysis for CRC, IBD and NTC, regardless of phase or feature selection. PVP images showed a better ability to discriminate the three tissues by comprising the three scanning phases. TA showed significantly better performance in discriminating CRC, IBD and NTC than visual classification for residents, but there was no significant difference in classification between TA and experienced radiologists. TA could provide useful quantitative information for the differentiation of CRC, IBD and NTC on CT, particularly in PVP images.

摘要

为了探究纹理分析(TA)在鉴别结直肠癌(CRC)、炎症性肠病(IBD)所致结直肠病变和正常增厚结肠壁(NTC)的计算机断层扫描(CT)中的诊断价值,并评估哪个扫描期具有最高的鉴别诊断价值。共回顾性纳入 107 例 CRC 患者、113 例 IBD 合并结直肠病变患者和 96 例 NTC 患者。所有患者均接受多期 CT 检查,包括平扫期(PCP)、动脉期(AP)和门静脉期(PVP)扫描。基于这些图像,由 TA 进行分类和放射科医生进行视觉分类,以鉴别三种组织类型。比较 TA 和视觉分类的性能。通过非线性判别分析,对 CRC、IBD 和 NTC 进行精确的 TA 分类,无论在哪个期相或特征选择,结果的误差均为 2.03%-12.48%。PVP 图像包含三个扫描期相,对三种组织的鉴别能力更好。TA 在鉴别 CRC、IBD 和 NTC 方面的表现明显优于初级放射科医生的视觉分类,但在 TA 和经验丰富的放射科医生之间的分类没有显著差异。TA 可以为 CT 上的 CRC、IBD 和 NTC 鉴别提供有用的定量信息,特别是在 PVP 图像中。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/ca0415a50652/41598_2020_62973_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/c423a31b796f/41598_2020_62973_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/039315a57cd2/41598_2020_62973_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/d86b70ab49e7/41598_2020_62973_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/6ec2311ad59c/41598_2020_62973_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/ca0415a50652/41598_2020_62973_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/c423a31b796f/41598_2020_62973_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/039315a57cd2/41598_2020_62973_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/d86b70ab49e7/41598_2020_62973_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/6ec2311ad59c/41598_2020_62973_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/942a/7156692/ca0415a50652/41598_2020_62973_Fig5_HTML.jpg

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本文引用的文献

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[Comparative study of barium enema, computed tomography and magnetic resonance imaging in preoperative diagnosis of colorectal carcinoma].[钡灌肠、计算机断层扫描和磁共振成像在结直肠癌术前诊断中的对比研究]
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一种用于预测克罗恩病中对英夫利昔单抗继发反应丧失的新型影像组学列线图。
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