Literature DB >> 25844029

Electronic cleansing for dual-energy CT colonography based on material decomposition and virtual monochromatic imaging.

Rie Tachibana1, Janne J Näppi1, Se Hyung Kim2, Hiroyuki Yoshida1.   

Abstract

CT colonography (CTC) uses orally administered fecal-tagging agents to enhance retained fluid and feces that would otherwise obscure or imitate polyps on CTC images. To visualize the complete region of colon without residual materials, electronic cleansing (EC) can be used to perform virtual subtraction of the tagged materials from CTC images. However, current EC methods produce subtraction artifacts and they can fail to subtract unclearly tagged feces. We developed a novel multi-material EC (MUMA-EC) method that uses dual-energy CTC (DE-CTC) and machine-learning methods to improve the performance of EC. In our method, material decomposition is performed to calculate water-iodine decomposition images and virtual monochromatic (VIM) images. Using the images, a random forest classifier is used to label the regions of lumen air, soft tissue, fecal tagging, and their partial-volume boundaries. The electronically cleansed images are synthesized from the multi-material and VIM image volumes. For pilot evaluation, we acquired the clinical DE-CTC data of 7 patients. Preliminary results suggest that the proposed MUMA-EC method is effective and that it minimizes the three types of image artifacts that were present in previous EC methods.

Entities:  

Keywords:  Colon; dual-energy CT; random forest; virtual cleansing; virtual colonoscopy

Year:  2015        PMID: 25844029      PMCID: PMC4381761          DOI: 10.1117/12.2082375

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  10 in total

Review 1.  Electronic cleansing and stool tagging in CT colonography: advantages and pitfalls with primary three-dimensional evaluation.

Authors:  Perry J Pickhardt; Jong-Ho Richard Choi
Journal:  AJR Am J Roentgenol       Date:  2003-09       Impact factor: 3.959

Review 2.  Dual-energy based spectral electronic cleansing in non-cathartic computed tomography colonography: an emerging novel technique.

Authors:  Ruth Eliahou; Yusef Azraq; Raz Carmi; Shmuel Y Mahgerefteh; Jacob Sosna
Journal:  Semin Ultrasound CT MR       Date:  2010-08       Impact factor: 1.875

3.  Digital subtraction bowel cleansing for CT colonography using morphological and linear filtration methods.

Authors:  Michael E Zalis; James Perumpillichira; Peter F Hahn
Journal:  IEEE Trans Med Imaging       Date:  2004-11       Impact factor: 10.048

4.  Structure-analysis method for electronic cleansing in cathartic and noncathartic CT colonography.

Authors:  Wenli Cai; Michael E Zalis; Janne Näppi; Gordon J Harris; Hiroyuki Yoshida
Journal:  Med Phys       Date:  2008-07       Impact factor: 4.071

5.  Energy-selective reconstructions in X-ray computerized tomography.

Authors:  R E Alvarez; A Macovski
Journal:  Phys Med Biol       Date:  1976-09       Impact factor: 3.609

6.  Electronic cleansing for computed tomography (CT) colonography using a scale-invariant three-material model.

Authors:  Iwo W O Serlie; Frans M Vos; Roel Truyen; Frits H Post; Jaap Stoker; Lucas J van Vliet
Journal:  IEEE Trans Biomed Eng       Date:  2010-02-17       Impact factor: 4.538

Review 7.  Dual-energy CT-based monochromatic imaging.

Authors:  Lifeng Yu; Shuai Leng; Cynthia H McCollough
Journal:  AJR Am J Roentgenol       Date:  2012-11       Impact factor: 3.959

8.  Virtual colon tagging for electronic cleansing in dual-energy fecal-tagging CT colonography.

Authors:  Wenli Cai; Se Hyung Kim; June-Goo Lee; Hiroyuki Yoshida
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2012

Review 9.  Screening and surveillance for the early detection of colorectal cancer and adenomatous polyps, 2008: a joint guideline from the American Cancer Society, the US Multi-Society Task Force on Colorectal Cancer, and the American College of Radiology.

Authors:  Bernard Levin; David A Lieberman; Beth McFarland; Kimberly S Andrews; Durado Brooks; John Bond; Chiranjeev Dash; Francis M Giardiello; Seth Glick; David Johnson; C Daniel Johnson; Theodore R Levin; Perry J Pickhardt; Douglas K Rex; Robert A Smith; Alan Thorson; Sidney J Winawer
Journal:  Gastroenterology       Date:  2008-02-08       Impact factor: 22.682

Review 10.  Bowel preparation for CT colonography.

Authors:  Emanuele Neri; Philippe Lefere; Stefaan Gryspeerdt; Pietro Bemi; Annalisa Mantarro; Carlo Bartolozzi
Journal:  Eur J Radiol       Date:  2013-02-26       Impact factor: 3.528

  10 in total
  2 in total

1.  Comparison of the performance of conventional and spectral-based tagged stool cleansing algorithms at CT colonography.

Authors:  Sergio Grosu; Rafael Wiemker; Chansik An; Markus M Obmann; Eddy Wong; Judy Yee; Benjamin M Yeh
Journal:  Eur Radiol       Date:  2022-04-29       Impact factor: 5.315

2.  Self-Supervised Adversarial Learning with a Limited Dataset for Electronic Cleansing in Computed Tomographic Colonography: A Preliminary Feasibility Study.

Authors:  Rie Tachibana; Janne J Näppi; Toru Hironaka; Hiroyuki Yoshida
Journal:  Cancers (Basel)       Date:  2022-08-26       Impact factor: 6.575

  2 in total

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