2007
DOI: 10.1093/bioinformatics/btm081
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Pooling mRNA in microarray experiments and its effect on power

Abstract: We propose modeling the gene expression levels in a pool as a weighted average of mRNA expression of all individuals in the pool on the original measurement scale, where the weights correspond to individual sample contributions to the pool. Based on these improved statistical models, we develop the appropriate F statistics to test for differentially expressed genes. We present formulae to calculate the power of various statistical tests under different strategies for pooling mRNA and compare resulting power es… Show more

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Cited by 49 publications
(52 citation statements)
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“…Peripheral blood and kidney samples were harvested at 8 hours after CM/NS administration. The plasma or renal RNA samples extracted from rats in same subgroup were pooled and then measured with a single microarray 20. The Agilent microarray platform was adapted to profile the miRNA spectra.…”
Section: Resultsmentioning
confidence: 99%
“…Peripheral blood and kidney samples were harvested at 8 hours after CM/NS administration. The plasma or renal RNA samples extracted from rats in same subgroup were pooled and then measured with a single microarray 20. The Agilent microarray platform was adapted to profile the miRNA spectra.…”
Section: Resultsmentioning
confidence: 99%
“…Experiments were designed to comply with MIAME guidelines [30]. In an effort to reduce variability, target synthesis using pooled RNA (of equal quantity and comparable quality from 5 females per treatment group) [31][32][33], biotin-labeling, hybridizations, and staining were performed using standard Affymetrix reagents and methods (http://www.affymetrix.com/index.affx). Pooled samples were run in duplicate such that a total of eight arrays were used.…”
Section: Microarray Hybridization and Analysismentioning
confidence: 99%
“…The same amount of tissue for each subject was used in the different experimental procedures and arranged in three different pools for each area: 12 12 samples belonging to proximal and medial ureter were respectively pooled for each area as follows: pool #1: 4 samples, pool #2: 4 samples, pool #3: 4 samples; 22 samples from distal ureter, detrusor muscle, trigone, neck and prostatic urethra, respectively pooled for each area as follows: pool #1: 8 samples, pool #2: 7 samples, pool #3: 7 samples.…”
Section: Tissue Collectingmentioning
confidence: 99%