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Granulometric Analysis of Spots in DNA Microarray Images

As the topological properties of each spot in DNA microarray images may vary from one another, we employed granulometries to understand the shape-size content contributed due to a significant intensity value within a spot. Analysis was performed on the microarray image that consisted of 240 spots by...

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Autores principales: Latha, Behara, Venkatesh, Balasubramanian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2004
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5187418/
https://www.ncbi.nlm.nih.gov/pubmed/15901251
http://dx.doi.org/10.1016/S1672-0229(04)02029-7
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author Latha, Behara
Venkatesh, Balasubramanian
author_facet Latha, Behara
Venkatesh, Balasubramanian
author_sort Latha, Behara
collection PubMed
description As the topological properties of each spot in DNA microarray images may vary from one another, we employed granulometries to understand the shape-size content contributed due to a significant intensity value within a spot. Analysis was performed on the microarray image that consisted of 240 spots by using concepts from mathematical morphology. In order to find out indices for each spot and to further classify them, we adopted morphological multiscale openings, which provided microarrays at multiple scales. Successive opened microarrays were subtracted to identify the protrusions that were smaller than the size of structuring element. Spot-wise details, in terms of probability of these observed protrusions, were computed by placing a regularly spaced grid on microarray such that each spot was centered in each grid. Based on the probability of size distribution functions of these protrusions isolated at each level, we estimated the mean size and texture index for each spot. With these characteristics, we classified the spots in a microarray image into bright and dull categories through pattern spectrum and shape-size complexity measures. These segregated spots can be compared with those of hybridization levels.
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spelling pubmed-51874182017-01-03 Granulometric Analysis of Spots in DNA Microarray Images Latha, Behara Venkatesh, Balasubramanian Genomics Proteomics Bioinformatics Article As the topological properties of each spot in DNA microarray images may vary from one another, we employed granulometries to understand the shape-size content contributed due to a significant intensity value within a spot. Analysis was performed on the microarray image that consisted of 240 spots by using concepts from mathematical morphology. In order to find out indices for each spot and to further classify them, we adopted morphological multiscale openings, which provided microarrays at multiple scales. Successive opened microarrays were subtracted to identify the protrusions that were smaller than the size of structuring element. Spot-wise details, in terms of probability of these observed protrusions, were computed by placing a regularly spaced grid on microarray such that each spot was centered in each grid. Based on the probability of size distribution functions of these protrusions isolated at each level, we estimated the mean size and texture index for each spot. With these characteristics, we classified the spots in a microarray image into bright and dull categories through pattern spectrum and shape-size complexity measures. These segregated spots can be compared with those of hybridization levels. Elsevier 2004-11 2016-11-28 /pmc/articles/PMC5187418/ /pubmed/15901251 http://dx.doi.org/10.1016/S1672-0229(04)02029-7 Text en . http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Latha, Behara
Venkatesh, Balasubramanian
Granulometric Analysis of Spots in DNA Microarray Images
title Granulometric Analysis of Spots in DNA Microarray Images
title_full Granulometric Analysis of Spots in DNA Microarray Images
title_fullStr Granulometric Analysis of Spots in DNA Microarray Images
title_full_unstemmed Granulometric Analysis of Spots in DNA Microarray Images
title_short Granulometric Analysis of Spots in DNA Microarray Images
title_sort granulometric analysis of spots in dna microarray images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5187418/
https://www.ncbi.nlm.nih.gov/pubmed/15901251
http://dx.doi.org/10.1016/S1672-0229(04)02029-7
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