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Harshlight: a "corrective make-up" program for microarray chips
BACKGROUND: Microscopists are familiar with many blemishes that fluorescence images can have due to dust and debris, glass flaws, uneven distribution of fluids or surface coatings, etc. Microarray scans do show similar artifacts, which might affect subsequent analysis. Although all but the starkest...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2005
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1327692/ https://www.ncbi.nlm.nih.gov/pubmed/16336691 http://dx.doi.org/10.1186/1471-2105-6-294 |
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author | Suárez-Fariñas, Mayte Pellegrino, Maurizio Wittkowski, Knut M Magnasco, Marcelo O |
author_facet | Suárez-Fariñas, Mayte Pellegrino, Maurizio Wittkowski, Knut M Magnasco, Marcelo O |
author_sort | Suárez-Fariñas, Mayte |
collection | PubMed |
description | BACKGROUND: Microscopists are familiar with many blemishes that fluorescence images can have due to dust and debris, glass flaws, uneven distribution of fluids or surface coatings, etc. Microarray scans do show similar artifacts, which might affect subsequent analysis. Although all but the starkest blemishes are hard to find by the unaided eye, particularly in high-density oligonucleotide arrays (HDONAs), few tools are available to help with the detection of those defects. RESULTS: We develop a novel tool, Harshlight, for the automatic detection and masking of blemishes in HDONA microarray chips. Harshlight uses a combination of statistic and image processing methods to identify three different types of defects: localized blemishes affecting a few probes, diffuse defects affecting larger areas, and extended defects which may invalidate an entire chip. CONCLUSION: We demonstrate the use of Harshlight can materially improve analysis of HDONA chips, especially for experiments with subtle changes between samples. For the widely used MAS5 algorithm, we show that compact blemishes cause an average of 8 gene expression values per chip to change by more than 50%, two of them by more than twofold; our masking algorithm restores about two thirds of this damage. Large-scale artifacts are successfully detected and eliminated. |
format | Text |
id | pubmed-1327692 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2005 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-13276922006-01-30 Harshlight: a "corrective make-up" program for microarray chips Suárez-Fariñas, Mayte Pellegrino, Maurizio Wittkowski, Knut M Magnasco, Marcelo O BMC Bioinformatics Software BACKGROUND: Microscopists are familiar with many blemishes that fluorescence images can have due to dust and debris, glass flaws, uneven distribution of fluids or surface coatings, etc. Microarray scans do show similar artifacts, which might affect subsequent analysis. Although all but the starkest blemishes are hard to find by the unaided eye, particularly in high-density oligonucleotide arrays (HDONAs), few tools are available to help with the detection of those defects. RESULTS: We develop a novel tool, Harshlight, for the automatic detection and masking of blemishes in HDONA microarray chips. Harshlight uses a combination of statistic and image processing methods to identify three different types of defects: localized blemishes affecting a few probes, diffuse defects affecting larger areas, and extended defects which may invalidate an entire chip. CONCLUSION: We demonstrate the use of Harshlight can materially improve analysis of HDONA chips, especially for experiments with subtle changes between samples. For the widely used MAS5 algorithm, we show that compact blemishes cause an average of 8 gene expression values per chip to change by more than 50%, two of them by more than twofold; our masking algorithm restores about two thirds of this damage. Large-scale artifacts are successfully detected and eliminated. BioMed Central 2005-12-10 /pmc/articles/PMC1327692/ /pubmed/16336691 http://dx.doi.org/10.1186/1471-2105-6-294 Text en Copyright © 2005 Suárez-Fariñas et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Software Suárez-Fariñas, Mayte Pellegrino, Maurizio Wittkowski, Knut M Magnasco, Marcelo O Harshlight: a "corrective make-up" program for microarray chips |
title | Harshlight: a "corrective make-up" program for microarray chips |
title_full | Harshlight: a "corrective make-up" program for microarray chips |
title_fullStr | Harshlight: a "corrective make-up" program for microarray chips |
title_full_unstemmed | Harshlight: a "corrective make-up" program for microarray chips |
title_short | Harshlight: a "corrective make-up" program for microarray chips |
title_sort | harshlight: a "corrective make-up" program for microarray chips |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1327692/ https://www.ncbi.nlm.nih.gov/pubmed/16336691 http://dx.doi.org/10.1186/1471-2105-6-294 |
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