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      Microarray validation: factors influencing correlation between oligonucleotide microarrays and real-time PCR

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          Abstract

          Quantitative real-time PCR (qPCR) is a commonly used validation tool for confirming gene expression results obtained from microarray analysis; however, microarray and qPCR data often result in disagreement. The current study assesses factors contributing to the correlation between these methods in five separate experiments employing two-color 60-mer oligonucleotide microarrays and qPCR using SYBR green. Overall, significant correlation was observed between microarray and qPCR results (ρ=0.708, p<0.0001, n=277) using these platforms. The contribution of factors including up- vs. down-regulation, spot intensity, ρ-value, fold-change, cycle threshold (C t), array averaging, tissue type, and tissue preparation was assessed. Filtering of microarray data for measures of quality (fold-change and ρ-value) proves to be the most critical factor, with significant correlations of ρ>0.80 consistently observed when quality scores are applied.

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          Most cited references25

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          Normalization for cDNA microarray data: a robust composite method addressing single and multiple slide systematic variation.

          Y. H. Yang (2002)
          There are many sources of systematic variation in cDNA microarray experiments which affect the measured gene expression levels (e.g. differences in labeling efficiency between the two fluorescent dyes). The term normalization refers to the process of removing such variation. A constant adjustment is often used to force the distribution of the intensity log ratios to have a median of zero for each slide. However, such global normalization approaches are not adequate in situations where dye biases can depend on spot overall intensity and/or spatial location within the array. This article proposes normalization methods that are based on robust local regression and account for intensity and spatial dependence in dye biases for different types of cDNA microarray experiments. The selection of appropriate controls for normalization is discussed and a novel set of controls (microarray sample pool, MSP) is introduced to aid in intensity-dependent normalization. Lastly, to allow for comparisons of expression levels across slides, a robust method based on maximum likelihood estimation is proposed to adjust for scale differences among slides.
            • Record: found
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            Expression profiling using microarrays fabricated by an ink-jet oligonucleotide synthesizer.

            We describe a flexible system for gene expression profiling using arrays of tens of thousands of oligonucleotides synthesized in situ by an ink-jet printing method employing standard phosphoramidite chemistry. We have characterized the dependence of hybridization specificity and sensitivity on parameters including oligonucleotide length, hybridization stringency, sequence identity, sample abundance, and sample preparation method. We find that 60-mer oligonucleotides reliably detect transcript ratios at one copy per cell in complex biological samples, and that ink-jet arrays are compatible with several different sample amplification and labeling techniques. Furthermore, results using only a single carefully selected oligonucleotide per gene correlate closely with those obtained using complementary DNA (cDNA) arrays. Most of the genes for which measurements differ are members of gene families that can only be distinguished by oligonucleotides. Because different oligonucleotide sequences can be specified for each array, we anticipate that ink-jet oligonucleotide array technology will be useful in a wide variety of DNA microarray applications.
              • Record: found
              • Abstract: not found
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              Evaluation of gene expression measurements from commercial microarray platforms.

              P. Tan (2003)
              Multiple commercial microarrays for measuring genome-wide gene expression levels are currently available, including oligonucleotide and cDNA, single- and two-channel formats. This study reports on the results of gene expression measurements generated from identical RNA preparations that were obtained using three commercially available microarray platforms. RNA was collected from PANC-1 cells grown in serum-rich medium and at 24 h following the removal of serum. Three biological replicates were prepared for each condition, and three experimental replicates were produced for the first biological replicate. RNA was labeled and hybridized to microarrays from three major suppliers according to manufacturers' protocols, and gene expression measurements were obtained using each platform's standard software. For each platform, gene targets from a subset of 2009 common genes were compared. Correlations in gene expression levels and comparisons for significant gene expression changes in this subset were calculated, and showed considerable divergence across the different platforms, suggesting the need for establishing industrial manufacturing standards, and further independent and thorough validation of the technology.

                Author and article information

                Journal
                Biol Proced Online
                Biological Procedures Online
                Biological Procedures Online
                1480-9222
                2006
                12 December 2006
                : 8
                : 175-193
                Affiliations
                [1 ]NOAA Marine Biotoxins Program, Center for Coastal Environmental Health and Biomolecular Research. 219 Fort Johnson Rd., Charleston, SC, 29412. USA.
                Author notes
                Jeanine S. Morey, NOAA Marine Biotoxins Program, Center for Coastal Environmental Health and Biomolecular Research. 219 Fort Johnson Rd., Charleston, SC, 29412. USA. Jeanine.Morey@ 123456noaa.gov
                Article
                m126
                10.1251/bpo126
                1779618
                17242735
                aae4ff80-4699-4886-babf-21ba950d85dc
                Copyright © December 12, 2006, JS Morey et al. This paper is Open Access and is published in Biological Procedures Online under license from the authors. Copying, printing, redistribution and storage permitted.
                History
                : 25 May 2006
                : 17 October 2006
                : 29 October 2006
                Categories
                Research Article

                Life sciences
                polymerase chain reaction,nucleic acid amplification techniques,rna,gene expression,microarray analysis,reverse transcriptase polymerase chain reaction

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