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Local isotropic phase symmetry measure for detection of beta cells and lymphocytes

Diabetes can be associated with a reduction in functional β cell mass, which must be restored if the disease is to be cured or progress is to be arrested. To study the cell count, it is also necessary to determine the number of nuclei within the insulin stained area. It can take a single experimenta...

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Autores principales: Kuse, Manohar, Wang, Yi-Fang, Kalasannavar, Vinay, Khan, Michael, Rajpoot, Nasir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Medknow Publications & Media Pvt Ltd 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3312708/
https://www.ncbi.nlm.nih.gov/pubmed/22811958
http://dx.doi.org/10.4103/2153-3539.92028
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author Kuse, Manohar
Wang, Yi-Fang
Kalasannavar, Vinay
Khan, Michael
Rajpoot, Nasir
author_facet Kuse, Manohar
Wang, Yi-Fang
Kalasannavar, Vinay
Khan, Michael
Rajpoot, Nasir
author_sort Kuse, Manohar
collection PubMed
description Diabetes can be associated with a reduction in functional β cell mass, which must be restored if the disease is to be cured or progress is to be arrested. To study the cell count, it is also necessary to determine the number of nuclei within the insulin stained area. It can take a single experimentalist several months to complete a single study of this kind, results of which may still be quite subjective. In this paper, we propose a framework based on a novel measure of local symmetry for detection of cells. The local isotropic phase symmetry measure (LIPSyM) is designed to give high values at or near the cell centers. We demonstrate the effectiveness of our algorithm for detection of two types of specific cells in histology images, cells in mouse pancreatic sections and lymphocytes in human breast tissue. Experimental results for these two problems show that our algorithm performs better than human experts for the former problem, and outperforms the best reported results for the latter.
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spelling pubmed-33127082012-07-18 Local isotropic phase symmetry measure for detection of beta cells and lymphocytes Kuse, Manohar Wang, Yi-Fang Kalasannavar, Vinay Khan, Michael Rajpoot, Nasir J Pathol Inform Symposium - Original Research Diabetes can be associated with a reduction in functional β cell mass, which must be restored if the disease is to be cured or progress is to be arrested. To study the cell count, it is also necessary to determine the number of nuclei within the insulin stained area. It can take a single experimentalist several months to complete a single study of this kind, results of which may still be quite subjective. In this paper, we propose a framework based on a novel measure of local symmetry for detection of cells. The local isotropic phase symmetry measure (LIPSyM) is designed to give high values at or near the cell centers. We demonstrate the effectiveness of our algorithm for detection of two types of specific cells in histology images, cells in mouse pancreatic sections and lymphocytes in human breast tissue. Experimental results for these two problems show that our algorithm performs better than human experts for the former problem, and outperforms the best reported results for the latter. Medknow Publications & Media Pvt Ltd 2012-01-19 /pmc/articles/PMC3312708/ /pubmed/22811958 http://dx.doi.org/10.4103/2153-3539.92028 Text en Copyright: © 2011 Kuse M. http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Symposium - Original Research
Kuse, Manohar
Wang, Yi-Fang
Kalasannavar, Vinay
Khan, Michael
Rajpoot, Nasir
Local isotropic phase symmetry measure for detection of beta cells and lymphocytes
title Local isotropic phase symmetry measure for detection of beta cells and lymphocytes
title_full Local isotropic phase symmetry measure for detection of beta cells and lymphocytes
title_fullStr Local isotropic phase symmetry measure for detection of beta cells and lymphocytes
title_full_unstemmed Local isotropic phase symmetry measure for detection of beta cells and lymphocytes
title_short Local isotropic phase symmetry measure for detection of beta cells and lymphocytes
title_sort local isotropic phase symmetry measure for detection of beta cells and lymphocytes
topic Symposium - Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3312708/
https://www.ncbi.nlm.nih.gov/pubmed/22811958
http://dx.doi.org/10.4103/2153-3539.92028
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