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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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Journal ArticleDOI

Real-time RT-PCR normalisation; strategies and considerations

TL;DR: This review discusses the relative merits of different normalisation strategies, suggests a method of validation that will enable the measurement of biologically meaningful results and discusses the popular practice of measuring an internal reference or housekeeping gene.
Journal ArticleDOI

Real-time PCR for mRNA quantitation.

TL;DR: This review discusses the key components of a real-time PCR experiment, including one-step or two-step PCR, absolute versus relative quantitation, mathematical models available for Relative quantitation and amplification efficiency calculations, types of normalization or data correction, and detection chemistries.
Journal ArticleDOI

Guideline to reference gene selection for quantitative real-time PCR.

TL;DR: In this paper, quantitative real-time PCR was used to determine the mRNA transcription profiles of 13 putative reference genes, comparing their transcription in 16 different tissues and in CCRF-HSB-2 cells stimulated with 12-Otetradecanoylphorbol-13-acetate and ionomycin.
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CCR2 modulates inflammatory and metabolic effects of high-fat feeding

TL;DR: The data suggest that CCR2 influences the development of obesity and associated adipose tissue inflammation and systemic insulin resistance and plays a role in the maintenance of adipOSE tissue macrophages and insulin resistance once obesity and its metabolic consequences are established.
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Using FlyAtlas to identify better Drosophila melanogaster models of human disease

TL;DR: FlyAtlas provides the most comprehensive view yet of expression in multiple tissues of Drosophila melanogaster, demonstrating the limitations of whole-organism approaches to functional genomics and allowing modeling of a simple tissue fractionation procedure that should improve detection of weak or tissue-specific signals.
References
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Journal ArticleDOI

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TL;DR: A high-capacity system was developed to monitor the expression of many genes in parallel by means of simultaneous, two-color fluorescence hybridization, which enabled detection of rare transcripts in probe mixtures derived from 2 micrograms of total cellular messenger RNA.
Journal ArticleDOI

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Journal ArticleDOI

Absolute quantification of mRNA using real-time reverse transcription polymerase chain reaction assays.

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

TL;DR: Results obtained with this approach indicate that a kinetic approach to PCR analysis can quantitate DNA sensitively, selectively and over a large dynamic range.
Journal ArticleDOI

Systematic variation in gene expression patterns in human cancer cell lines.

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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