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First, standard methods of microarray analysis measure mRNA abundance, not mRNA synthesis or mRNA decay, and, therefore, do not provide any information regarding the mechanisms regulating transcript levels.
In summary, we present an accurate and universal procedure for quantitative and qualitative estimation of the methods of microarray data analysis.
These results indicate, as is true for traditional methods of microarray analysis, that processing samples together and in an identical manner at all levels is likely to improve the detection of biological differences in the organization of gene expression levels.
Four different methods of microarray target preparation for whole blood RNA samples were examined.
The list of genes significant by different methods of microarray analysis is given in the Additional File 1 (AF1).
Although it supports several statistical methods of microarray data analysis, MeV provides only multiple outputs in treeview.
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However, most of the existing methods of microarray-based cancer classification utilize too many genes to achieve accurate classification, which often hampers the interpretability of the models.
(85) This single-molecule approach provides an attractive low-cost alternative and, combined with ultralow sample volumes (nL), has the potential to exceed the detection limits of conventional methods of microarray-based miRNA profiling, fluorescence, and radioactive gel electrophoresis assays.
Among the information is the number of replicates, age of plants, genetic background, growing conditions, method of microarray data normalization, and the lab responsible.
As part of this study we also introduce a new pre-processing method of microarray probe set intensity values that helps with the inspection of microarray quality and aides the choice of background compensation and normalization procedure.
In the MAQC project, the quantitative accuracy of several non-microarray devices was checked, then quantitative RT-PCR (Taqman system) was selected as a validation method of microarray data.
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