An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slides

SUMMARY The DSS (dextran sulfate sodium) model of colitis is a mouse model of inflammatory bowel disease. Microscopic symptoms include loss of crypt cells from the gut lining and infiltration of inflammatory cells into the colon. An experienced pathologist requires several hours per study to score h...

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Main Authors: Cleopatra Kozlowski, Surinder Jeet, Joseph Beyer, Steve Guerrero, Justin Lesch, Xiaoting Wang, Jason DeVoss, Lauri Diehl
Format: Article
Language:English
Published: The Company of Biologists 2013-05-01
Series:Disease Models & Mechanisms
Online Access:http://dmm.biologists.org/content/6/3/855
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spelling doaj-f04fd995d61144f7b0aac470577268be2020-11-25T02:21:58ZengThe Company of BiologistsDisease Models & Mechanisms1754-84031754-84112013-05-016385586510.1242/dmm.011759011759An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slidesCleopatra KozlowskiSurinder JeetJoseph BeyerSteve GuerreroJustin LeschXiaoting WangJason DeVossLauri DiehlSUMMARY The DSS (dextran sulfate sodium) model of colitis is a mouse model of inflammatory bowel disease. Microscopic symptoms include loss of crypt cells from the gut lining and infiltration of inflammatory cells into the colon. An experienced pathologist requires several hours per study to score histological changes in selected regions of the mouse gut. In order to increase the efficiency of scoring, Definiens Developer software was used to devise an entirely automated method to quantify histological changes in the whole H&E slide. When the algorithm was applied to slides from historical drug-discovery studies, automated scores classified 88% of drug candidates in the same way as pathologists’ scores. In addition, another automated image analysis method was developed to quantify colon-infiltrating macrophages, neutrophils, B cells and T cells in immunohistochemical stains of serial sections of the H&E slides. The timing of neutrophil and macrophage infiltration had the highest correlation to pathological changes, whereas T and B cell infiltration occurred later. Thus, automated image analysis enables quantitative comparisons between tissue morphology changes and cell-infiltration dynamics.http://dmm.biologists.org/content/6/3/855
collection DOAJ
language English
format Article
sources DOAJ
author Cleopatra Kozlowski
Surinder Jeet
Joseph Beyer
Steve Guerrero
Justin Lesch
Xiaoting Wang
Jason DeVoss
Lauri Diehl
spellingShingle Cleopatra Kozlowski
Surinder Jeet
Joseph Beyer
Steve Guerrero
Justin Lesch
Xiaoting Wang
Jason DeVoss
Lauri Diehl
An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slides
Disease Models & Mechanisms
author_facet Cleopatra Kozlowski
Surinder Jeet
Joseph Beyer
Steve Guerrero
Justin Lesch
Xiaoting Wang
Jason DeVoss
Lauri Diehl
author_sort Cleopatra Kozlowski
title An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slides
title_short An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slides
title_full An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slides
title_fullStr An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slides
title_full_unstemmed An entirely automated method to score DSS-induced colitis in mice by digital image analysis of pathology slides
title_sort entirely automated method to score dss-induced colitis in mice by digital image analysis of pathology slides
publisher The Company of Biologists
series Disease Models & Mechanisms
issn 1754-8403
1754-8411
publishDate 2013-05-01
description SUMMARY The DSS (dextran sulfate sodium) model of colitis is a mouse model of inflammatory bowel disease. Microscopic symptoms include loss of crypt cells from the gut lining and infiltration of inflammatory cells into the colon. An experienced pathologist requires several hours per study to score histological changes in selected regions of the mouse gut. In order to increase the efficiency of scoring, Definiens Developer software was used to devise an entirely automated method to quantify histological changes in the whole H&E slide. When the algorithm was applied to slides from historical drug-discovery studies, automated scores classified 88% of drug candidates in the same way as pathologists’ scores. In addition, another automated image analysis method was developed to quantify colon-infiltrating macrophages, neutrophils, B cells and T cells in immunohistochemical stains of serial sections of the H&E slides. The timing of neutrophil and macrophage infiltration had the highest correlation to pathological changes, whereas T and B cell infiltration occurred later. Thus, automated image analysis enables quantitative comparisons between tissue morphology changes and cell-infiltration dynamics.
url http://dmm.biologists.org/content/6/3/855
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