DocumentCode
2568234
Title
Automatic myocardial infarction size extraction in an experimental murine model using an anatomical model
Author
Esteves, Tiago ; Valente, M. ; Nascimento, D.S. ; Pinto-do-Ó, P. ; Quelhas, P.
Author_Institution
Dept. de Eng. Electrotec. e de Comput., Univ. do Porto, Porto, Portugal
fYear
2012
fDate
2-5 May 2012
Firstpage
310
Lastpage
313
Abstract
Experimental rodent models of induced ischemic injury have been extensively used in biomedical research to study molecular, cellular and histological alterations following myocar-dial infarction. These models are increasingly employed to assess the potential of newly developed therapies for functional restoration of the damaged heart. Such studies are based on myocardial infarction induction followed by different therapeutic interventions and subsequent analysis of the infarct size. This analysis is used to evaluate the extent to which such interventions meet recovery of the lost myocardial tissue. Infarct size is defined as the percentage of the left ventricle affected by coronary artery occlusion. The infarct size is traditionally estimated manually delineating the infarcted and normal tissue areas in the left ventricle of the excised heart. However, this is a time-consuming, arduous and prone to bias process. Herein, we developed an anatomic model, adapted through expectation maximization, which allows for fully automatic analysis of the data. Experimental validation is performed comparing the proposed approach with manual annotation. The results obtained through anatomical model adaptation were coherent with those manually obtained and the differences where never higher than 10%.
Keywords
blood vessels; cardiology; cellular biophysics; expectation-maximisation algorithm; image segmentation; injuries; medical image processing; patient treatment; anatomical model adaptation; automatic myocardial infarction size extraction; biomedical research; cellular alterations; coronary artery occlusion; damaged heart; excised heart; expectation maximization; experimental murine model; experimental rodent models; histological alterations; infarct size; ischemic injury; left ventricle; molecular alterations; myocardial infarction induction; myocardial tissue; therapeutic interventions; Adaptation models; Computational modeling; Data models; Ellipsoids; Heart; Manuals; Myocardium; Myocardial infarction size; anatomical model; expectation maximization;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location
Barcelona
ISSN
1945-7928
Print_ISBN
978-1-4577-1857-1
Type
conf
DOI
10.1109/ISBI.2012.6235546
Filename
6235546
Link To Document