Texture Analysis of Magnetic Resonance Enterography Contrast Enhancement Can Detect Fibrosis in Crohn Disease Strictures. Issue 5 (November 2019)
- Record Type:
- Journal Article
- Title:
- Texture Analysis of Magnetic Resonance Enterography Contrast Enhancement Can Detect Fibrosis in Crohn Disease Strictures. Issue 5 (November 2019)
- Main Title:
- Texture Analysis of Magnetic Resonance Enterography Contrast Enhancement Can Detect Fibrosis in Crohn Disease Strictures
- Authors:
- Tabari, Azadeh
Kilcoyne, Aoife
Jeck, William R.
Mino-Kenudson, Mari
Gee, Michael S. - Abstract:
- ABSTRACT: Objective: The aim of the study was to investigate if texture analysis of contrast-enhanced magnetic resonance enterography (MRE) images can determine Crohn disease (CD) stricture histologic type. Materials and Methods: A radiology report database query identified 25 pediatric patients with established CD who underwent MRE followed by bowel resection within 30 days. MRE images were reviewed to identify strictures on enteric phase T1-weighted fat-suppressed images, that were matched with sites of histologic sectioning. Regions of interest were drawn over the bowel wall and texture analysis was performed using TexRAD software (Cambridge, UK), with skewness, mean, entropy and standard deviation parameters assessed. A pathologist reviewed all stricture histology specimens to assess for active mucosal inflammation and mural fibrosis. Multivariate logistic regression and analysis of variance were performed to identify texture features associated with stricture fibrosis. Results: Sixty-four bowel segments from 25 patients (mean age 16 ± 2 years) with imaging-histologic correlation were included. Of note, all strictures included had undergone surgical resection with MRE imaging available within 30 days. The histologic distribution of these bowel segments included 9 segments that showed active inflammation without fibrosis, 23 segments that showed only fibrosis, and 32 mixed segments with concomitant active inflammation and fibrosis. Bivariate regression analysisABSTRACT: Objective: The aim of the study was to investigate if texture analysis of contrast-enhanced magnetic resonance enterography (MRE) images can determine Crohn disease (CD) stricture histologic type. Materials and Methods: A radiology report database query identified 25 pediatric patients with established CD who underwent MRE followed by bowel resection within 30 days. MRE images were reviewed to identify strictures on enteric phase T1-weighted fat-suppressed images, that were matched with sites of histologic sectioning. Regions of interest were drawn over the bowel wall and texture analysis was performed using TexRAD software (Cambridge, UK), with skewness, mean, entropy and standard deviation parameters assessed. A pathologist reviewed all stricture histology specimens to assess for active mucosal inflammation and mural fibrosis. Multivariate logistic regression and analysis of variance were performed to identify texture features associated with stricture fibrosis. Results: Sixty-four bowel segments from 25 patients (mean age 16 ± 2 years) with imaging-histologic correlation were included. Of note, all strictures included had undergone surgical resection with MRE imaging available within 30 days. The histologic distribution of these bowel segments included 9 segments that showed active inflammation without fibrosis, 23 segments that showed only fibrosis, and 32 mixed segments with concomitant active inflammation and fibrosis. Bivariate regression analysis demonstrated that skewness, standard deviation, entropy, and mean texture analysis features are independently associated with stricture fibrosis. Stepwise logistic regression showed that the combination of mean, skewness, and entropy texture predicted stricture fibrosis with a goodness-of-fit value of 0.995. A combination of threshold values for these 3 texture analysis parameters was able to correctly classify 100% of the strictures in the study cohort for presence (55/55) and absence (9/9) of fibrosis. Conclusions: MRE texture analysis (MRE-TA) texture features can differentiate CD stricture types and accurately detect fibrosis. … (more)
- Is Part Of:
- Journal of pediatric gastroenterology and nutrition. Volume 69:Issue 5(2019)
- Journal:
- Journal of pediatric gastroenterology and nutrition
- Issue:
- Volume 69:Issue 5(2019)
- Issue Display:
- Volume 69, Issue 5 (2019)
- Year:
- 2019
- Volume:
- 69
- Issue:
- 5
- Issue Sort Value:
- 2019-0069-0005-0000
- Page Start:
- Page End:
- Publication Date:
- 2019-11
- Subjects:
- imaging biomarker -- inflammatory bowel disease -- magnetic resonance imaging -- pediatrics -- texture analysis
Children -- Nutrition -- Periodicals
Pediatric gastroenterology -- Periodicals
Infants -- Nutrition -- Periodicals
Nutrition disorders in children -- Periodicals
Child Nutrition -- Periodicals
Digestive System -- growth & development -- Periodicals
Gastrointestinal Diseases -- Periodicals
Infant Nutrition -- Periodicals
Nutrition Disorders -- Periodicals
Child
618.923 - Journal URLs:
- http://www.jpgn.org ↗
http://ovidsp.ovid.com/ovidweb.cgi?T=JS&NEWS=n&CSC=Y&PAGE=toc&D=yrovft&AN=00005176-000000000-00000 ↗
http://journals.lww.com ↗ - DOI:
- 10.1097/MPG.0000000000002454 ↗
- Languages:
- English
- ISSNs:
- 0277-2116
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5030.175000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 16479.xml