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Electronic cleansing in computed tomography colonography using AT layer identification with integration of gradient directional second derivative and material fraction model
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Metadata
Document Title
Electronic cleansing in computed tomography colonography using AT layer identification with integration of gradient directional second derivative and material fraction model
Author
Chunhapongpipat K, Boonklurb R, Chaopathomkul B, Sirisup S, Lipikorn R
Name from Authors Collection
Affiliations
Chulalongkorn University; Chulalongkorn University; Chulalongkorn University; National Science & Technology Development Agency - Thailand; National Electronics & Computer Technology Center (NECTEC)
Type
Article
Source Title
BMC MEDICAL IMAGING
ISSN
1471-2342
Year
2017
Volume
17
Open Access
Green Published, gold
Publisher
BMC
DOI
10.1186/s12880-017-0224-6
Format
Abstract
Background: In computed tomography colonography images, electronic cleansing (EC) is applied to remove opacified residual materials, called fecal-tagging materials (FTM), using positive-contrast tagging agents and laxative to facilitate polyp detection. Methods: The proposed EC, ECprop, integrates the gradient directional second derivative into material fraction model to preserve submerged soft tissue (ST) under FTM. Three-material fraction model is used to remove FTM and artifacts at air-tagging (AT) layers and T-junctions where air, ST, and FTM material meet simultaneously. Moreover, the proposed AT layer identification is used to distinguish AT layers from air-tissue-tagging (ATT) layers in order to preserve ATT layers during cleansing. The clinical evaluation on 467 3-Dimensional band view images was conducted by the abdominal radiologist using four grading levels of cleansing quality with five causes of low quality EC. The amount of the remaining artifacts at T-junctions was approximated from the results of ECprop. The results from ECprop were compared with the results from syngo. via Client 3.0 Software, ECsyngo, and the fast three-material modeling, ECprev, using the preference of the radiologist. Two-tailed paired Wilcoxon signed rank test is used to indicate statistical significance. Results: The average grade on cleansing quality is 2.89 out of 4. The artifacts at T-junctions from 86.94% of the test images can be removed, whereas artifacts at T-junctions from only 13.06% of the test images cannot be removed. For 13.06% of the test images, the results from ECprop are more preferable to the results from ECsyngo (p < 0.008). For all the test images, the results from ECprop are more preferable to the results from ECprev (p < 0.001). Finally, the visual assessment shows that ECprop can preserve ATT layers, submerged polyps and folds while ECprev can preserve only submerged folds but fails to preserve ATT layers. Conclusion: From our implementation, ECprop can improve the performance of the existing EC, such that it can preserve ST, especially ATT layers and remove the artifacts at T-junctions which have never been proposed by any other methods before.
Funding Sponsor
THE 90th ANNIVERSARY OF CHULALONGKORN UNIVERSITY FUND (Ratchadaphiseksomphot Endowment Fund); A1B1 Scholarships from Faculty of Science, Chulalongkorn University, Thailand
License
CC BY
Rights
Authors
Publication Source
WOS