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Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays
BACKGROUND: Gene expression profiling using microarrays has become an important genetic tool. Spotted arrays prepared in academic labs have the advantage of low cost and high design and content flexibility, but are often limited by their susceptibility to quality control (QC) issues. Previously, we...
Autores principales: | , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2006
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1563483/ https://www.ncbi.nlm.nih.gov/pubmed/16907976 http://dx.doi.org/10.1186/1471-2105-7-378 |
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author | Wang, Xujing Jia, Shuang Meyer, Lisa Xiang, Bixia Chen, Li-Yen Jiang, Nan Moreno, Carol Jacob, Howard J Ghosh, Soumitra Hessner, Martin J |
author_facet | Wang, Xujing Jia, Shuang Meyer, Lisa Xiang, Bixia Chen, Li-Yen Jiang, Nan Moreno, Carol Jacob, Howard J Ghosh, Soumitra Hessner, Martin J |
author_sort | Wang, Xujing |
collection | PubMed |
description | BACKGROUND: Gene expression profiling using microarrays has become an important genetic tool. Spotted arrays prepared in academic labs have the advantage of low cost and high design and content flexibility, but are often limited by their susceptibility to quality control (QC) issues. Previously, we have reported a novel 3-color microarray technology that enabled array fabrication QC. In this report we further investigated its advantage in spot-level data QC. RESULTS: We found that inadequate amount of bound probes available for hybridization led to significant, gene-specific compression in ratio measurements, increased data variability, and printing pin dependent heterogeneities. The impact of such problems can be captured through the definition of quality scores, and efficiently controlled through quality-dependent filtering and normalization. We compared gene expression measurements derived using our data processing pipeline with the known input ratios of spiked in control clones, and with the measurements by quantitative real time RT-PCR. In each case, highly linear relationships (R(2)>0.94) were observed, with modest compression in the microarray measurements (correction factor<1.17). CONCLUSION: Our microarray analytical and technical advancements enabled a better dissection of the sources of data variability and hence a more efficient QC. With that highly accurate gene expression measurements can be achieved using the cDNA microarray technology. |
format | Text |
id | pubmed-1563483 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2006 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-15634832006-09-11 Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays Wang, Xujing Jia, Shuang Meyer, Lisa Xiang, Bixia Chen, Li-Yen Jiang, Nan Moreno, Carol Jacob, Howard J Ghosh, Soumitra Hessner, Martin J BMC Bioinformatics Research Article BACKGROUND: Gene expression profiling using microarrays has become an important genetic tool. Spotted arrays prepared in academic labs have the advantage of low cost and high design and content flexibility, but are often limited by their susceptibility to quality control (QC) issues. Previously, we have reported a novel 3-color microarray technology that enabled array fabrication QC. In this report we further investigated its advantage in spot-level data QC. RESULTS: We found that inadequate amount of bound probes available for hybridization led to significant, gene-specific compression in ratio measurements, increased data variability, and printing pin dependent heterogeneities. The impact of such problems can be captured through the definition of quality scores, and efficiently controlled through quality-dependent filtering and normalization. We compared gene expression measurements derived using our data processing pipeline with the known input ratios of spiked in control clones, and with the measurements by quantitative real time RT-PCR. In each case, highly linear relationships (R(2)>0.94) were observed, with modest compression in the microarray measurements (correction factor<1.17). CONCLUSION: Our microarray analytical and technical advancements enabled a better dissection of the sources of data variability and hence a more efficient QC. With that highly accurate gene expression measurements can be achieved using the cDNA microarray technology. BioMed Central 2006-08-14 /pmc/articles/PMC1563483/ /pubmed/16907976 http://dx.doi.org/10.1186/1471-2105-7-378 Text en Copyright © 2006 Wang 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 | Research Article Wang, Xujing Jia, Shuang Meyer, Lisa Xiang, Bixia Chen, Li-Yen Jiang, Nan Moreno, Carol Jacob, Howard J Ghosh, Soumitra Hessner, Martin J Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays |
title | Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays |
title_full | Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays |
title_fullStr | Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays |
title_full_unstemmed | Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays |
title_short | Comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cDNA microarrays |
title_sort | comprehensive quality control utilizing the prehybridization third-dye image leads to accurate gene expression measurements by cdna microarrays |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1563483/ https://www.ncbi.nlm.nih.gov/pubmed/16907976 http://dx.doi.org/10.1186/1471-2105-7-378 |
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