Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in dataset

<p>Abstract</p> <p>Background</p> <p>Concomitant with the rise in the popularity of DNA microarrays has been a surge of proposed methods for the analysis of microarray data. Fully controlled "spike-in" datasets are an invaluable but rare tool for assessing the...

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Main Authors: Zhu Qianqian, Miecznikowski Jeffrey C, Halfon Marc S
Format: Article
Language:English
Published: BMC 2010-05-01
Series:BMC Bioinformatics
Online Access:http://www.biomedcentral.com/1471-2105/11/285
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author Zhu Qianqian
Miecznikowski Jeffrey C
Halfon Marc S
author_facet Zhu Qianqian
Miecznikowski Jeffrey C
Halfon Marc S
author_sort Zhu Qianqian
collection DOAJ
description <p>Abstract</p> <p>Background</p> <p>Concomitant with the rise in the popularity of DNA microarrays has been a surge of proposed methods for the analysis of microarray data. Fully controlled "spike-in" datasets are an invaluable but rare tool for assessing the performance of various methods.</p> <p>Results</p> <p>We generated a new wholly defined Affymetrix spike-in dataset consisting of 18 microarrays. Over 5700 RNAs are spiked in at relative concentrations ranging from 1- to 4-fold, and the arrays from each condition are balanced with respect to both total RNA amount and degree of positive versus negative fold change. We use this new "Platinum Spike" dataset to evaluate microarray analysis routes and contrast the results to those achieved using our earlier Golden Spike dataset.</p> <p>Conclusions</p> <p>We present updated best-route methods for Affymetrix GeneChip analysis and demonstrate that the degree of "imbalance" in gene expression has a significant effect on the performance of these methods.</p>
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spelling doaj.art-53c549097da14c3dbe86cddbd3551db82022-12-22T02:40:08ZengBMCBMC Bioinformatics1471-21052010-05-0111128510.1186/1471-2105-11-285Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in datasetZhu QianqianMiecznikowski Jeffrey CHalfon Marc S<p>Abstract</p> <p>Background</p> <p>Concomitant with the rise in the popularity of DNA microarrays has been a surge of proposed methods for the analysis of microarray data. Fully controlled "spike-in" datasets are an invaluable but rare tool for assessing the performance of various methods.</p> <p>Results</p> <p>We generated a new wholly defined Affymetrix spike-in dataset consisting of 18 microarrays. Over 5700 RNAs are spiked in at relative concentrations ranging from 1- to 4-fold, and the arrays from each condition are balanced with respect to both total RNA amount and degree of positive versus negative fold change. We use this new "Platinum Spike" dataset to evaluate microarray analysis routes and contrast the results to those achieved using our earlier Golden Spike dataset.</p> <p>Conclusions</p> <p>We present updated best-route methods for Affymetrix GeneChip analysis and demonstrate that the degree of "imbalance" in gene expression has a significant effect on the performance of these methods.</p>http://www.biomedcentral.com/1471-2105/11/285
spellingShingle Zhu Qianqian
Miecznikowski Jeffrey C
Halfon Marc S
Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in dataset
BMC Bioinformatics
title Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in dataset
title_full Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in dataset
title_fullStr Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in dataset
title_full_unstemmed Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in dataset
title_short Preferred analysis methods for Affymetrix GeneChips. II. An expanded, balanced, wholly-defined spike-in dataset
title_sort preferred analysis methods for affymetrix genechips ii an expanded balanced wholly defined spike in dataset
url http://www.biomedcentral.com/1471-2105/11/285
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AT miecznikowskijeffreyc preferredanalysismethodsforaffymetrixgenechipsiianexpandedbalancedwhollydefinedspikeindataset
AT halfonmarcs preferredanalysismethodsforaffymetrixgenechipsiianexpandedbalancedwhollydefinedspikeindataset