Literature DB >> 22284703

Transformation of videocapsule images to detect small bowel mucosal differences in celiac versus control patients.

Edward J Ciaccio1, Christina A Tennyson, Govind Bhagat, Suzanne K Lewis, Peter H R Green.   

Abstract

BACKGROUND: Videocapsule endoscopy can be useful to detect small intestinal pathology in celiac disease patients. However, presence of extraneous features including air bubbles and opaque fluids can complicate the analysis. A technique for quantitative analysis of videocapsule images is presented that is robust to presence of extraneous features.
METHOD: Videocapsule clips were acquired from five small intestinal locations in 12 celiacs with villous atrophy and 11 control patients. Clips were 200 frames in length, their resolution was 576 × 576 pixels and 256 grayscale levels, with 2/s frame rate. The dominant period (DP), defined as the tallest peak in the ensemble average power spectrum, was computed over each clip without removal of extraneous features. Ensemble average basis images were constructed, and measurements were made of their frame-to-frame variation in brightness and texture.
RESULTS: From pooled basis images, celiac images had greater texture than controls and exhibited more brightness variation (p<0.05 in mean and p<0.01 in standard deviation). In celiacs, correlation existed between greater textural alterations versus longer DP (r²=0.47), and between greater brightness variation and longer DP (r²=0.33). There was no significant correlation between quantitative features and DP in controls (r²<0.25).
CONCLUSIONS: Using this new method, celiac videoclips were quantitatively distinguishable from control videoclips without manual or computer-assisted detection, masking, and removal of extraneous image features. Furthermore, in celiac but not control basis images, larger textural and brightness alterations were correlated to longer DP. Greater textural and brightness alterations, and thus longer periodicities, are likely related to presence of villous atrophy.
Copyright © 2011 Elsevier Ireland Ltd. All rights reserved.

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Year:  2012        PMID: 22284703     DOI: 10.1016/j.cmpb.2011.12.008

Source DB:  PubMed          Journal:  Comput Methods Programs Biomed        ISSN: 0169-2607            Impact factor:   5.428


  8 in total

Review 1.  Quantitative image analysis of celiac disease.

Authors:  Edward J Ciaccio; Govind Bhagat; Suzanne K Lewis; Peter H Green
Journal:  World J Gastroenterol       Date:  2015-03-07       Impact factor: 5.742

Review 2.  Coeliac disease and the videocapsule: what have we learned till now.

Authors:  Edward J Ciaccio; Suzanne K Lewis; Govind Bhagat; Peter H Green
Journal:  Ann Transl Med       Date:  2017-05

3.  Detection of villous atrophy using endoscopic images for the diagnosis of celiac disease.

Authors:  Edward J Ciaccio; Suzanne K Lewis; Peter H Green
Journal:  Dig Dis Sci       Date:  2013-05       Impact factor: 3.199

4.  Implementation of a polling protocol for predicting celiac disease in videocapsule analysis.

Authors:  Edward J Ciaccio; Christina A Tennyson; Govind Bhagat; Suzanne K Lewis; Peter H Green
Journal:  World J Gastrointest Endosc       Date:  2013-07-16

5.  Comparison of spectral estimators for characterizing fractionated atrial electrograms.

Authors:  Edward J Ciaccio; Angelo B Biviano; Hasan Garan
Journal:  Biomed Eng Online       Date:  2013-07-16       Impact factor: 2.819

6.  Prevalence of celiac disease in Germany: a prospective follow-up study.

Authors:  Wolfgang Kratzer; Monika Kibele; Atilla Akinli; Marc Porzner; Bernhard O Boehm; Wolfgang Koenig; Suemeyra Oeztuerk; Richard A Mason; Ren Mao; Mark H Haenle
Journal:  World J Gastroenterol       Date:  2013-05-07       Impact factor: 5.742

Review 7.  Survey on computer aided decision support for diagnosis of celiac disease.

Authors:  Sebastian Hegenbart; Andreas Uhl; Andreas Vécsei
Journal:  Comput Biol Med       Date:  2015-02-23       Impact factor: 4.589

8.  Recommendations to quantify villous atrophy in video capsule endoscopy images of celiac disease patients.

Authors:  Edward J Ciaccio; Govind Bhagat; Suzanne K Lewis; Peter H Green
Journal:  World J Gastrointest Endosc       Date:  2016-10-16
  8 in total

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