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Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes

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TLDR
The normalization strategy presented here is a prerequisite for accurate RT-PCR expression profiling, which opens up the possibility of studying the biological relevance of small expression differences.
Abstract
Gene-expression analysis is increasingly important in biological research, with real-time reverse transcription PCR (RT-PCR) becoming the method of choice for high-throughput and accurate expression profiling of selected genes. Given the increased sensitivity, reproducibility and large dynamic range of this methodology, the requirements for a proper internal control gene for normalization have become increasingly stringent. Although housekeeping gene expression has been reported to vary considerably, no systematic survey has properly determined the errors related to the common practice of using only one control gene, nor presented an adequate way of working around this problem. We outline a robust and innovative strategy to identify the most stably expressed control genes in a given set of tissues, and to determine the minimum number of genes required to calculate a reliable normalization factor. We have evaluated ten housekeeping genes from different abundance and functional classes in various human tissues, and demonstrated that the conventional use of a single gene for normalization leads to relatively large errors in a significant proportion of samples tested. The geometric mean of multiple carefully selected housekeeping genes was validated as an accurate normalization factor by analyzing publicly available microarray data. The normalization strategy presented here is a prerequisite for accurate RT-PCR expression profiling, which, among other things, opens up the possibility of studying the biological relevance of small expression differences.

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Citations
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Evaluation of endogenous references for gene expression profiling in different tissues of the oriental fruit fly Bactrocera dorsalis (Diptera: Tephritidae).

TL;DR: This work validated the suitable reference genes for gene expression profiling in different tissues of the oriental fruit fly B. dorsalis and formed a solid basis for future gene expression study in Bactrocera dorsalis, and will serve as a resource to screen reference genes For gene expression studies in any other insects.
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Fourteen novel human members of mitochondrial solute carrier family 25 (SLC25) widely expressed in the central nervous system

TL;DR: An overall roadmap of the repertoire of the SLC25 family in mammals is provided, showing that there are at least 46 genes in the human genome coding for mitochondrial transporters.
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Evaluation of New Reference Genes in Papaya for Accurate Transcript Normalization under Different Experimental Conditions

TL;DR: This work provides the first systematic analysis for the selection of superior reference genes for accurate transcript normalization in papaya under different experimental conditions and demonstrated that expression stability varied greatly between reference genes.
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Prefrontal GABAA receptor α-subunit expression in normal postnatal human development and schizophrenia

TL;DR: A novel down-regulation of alpha5 subunit mRNA is reported suggesting that post-synaptic alterations of inhibitory receptors are an important feature of schizophrenia but may vary between cohorts.
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Selection of suitable housekeeping genes for expression analysis in glioblastoma using quantitative RT-PCR.

TL;DR: Evaluation of the expression levels of 12 target genes utilizing different endogenous controls revealed that the normalization method applied might introduce errors in the estimation of relative quantities, and indicated TBP plus HPRT1 as suitable references for studies on glioblastoma gene expression.
References
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Journal ArticleDOI

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Journal ArticleDOI

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Journal ArticleDOI

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TL;DR: The technical aspects involved are discussed, conventional and kinetic RT-PCR methods for quantitating gene expression are contrasted, and the usefulness of these assays are illustrated by demonstrating the significantly different levels of transcription between individuals of the housekeeping gene family, glyceraldehyde-3-phosphate-dehydrogenase (GAPDH).
Journal ArticleDOI

Kinetic PCR Analysis: Real-time Monitoring of DNA Amplification Reactions

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Journal ArticleDOI

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TL;DR: Using cDNA microarrays to explore the variation in expression of approximately 8,000 unique genes among the 60 cell lines used in the National Cancer Institute's screen for anti-cancer drugs provided a novel molecular characterization of this important group of human cell lines and their relationships to tumours in vivo.
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