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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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Folic Acid Supplementation during the Juvenile-Pubertal Period in Rats Modifies the Phenotype and Epigenotype Induced by Prenatal Nutrition

TL;DR: Findings show that increased folic acid intake during the juvenile-pubertal (JP) period did not simply reverse the phenotype induced by the maternal diet, suggesting a period of plasticity when specific nutrient intakes may alter the phenotype of the offspring through epigenetic changes in specific genes.
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Concerted changes in transcripts in the prefrontal cortex precede neuropathology in Alzheimer's disease

TL;DR: Gene ontology over-representation and functional gene network analyses indicate an increase in synaptic activity and changes in plasticity during the very early pre-symptomatic stage of the disease, and a link between specific gene expression clusters and Alzheimer's disease-associated neuropathology in the prefrontal cortex is suggested.
Journal ArticleDOI

With Reference to Reference Genes: A Systematic Review of Endogenous Controls in Gene Expression Studies.

TL;DR: The experimental conditions under which real-time quantitative PCR analyses were conducted had a large influence on the choice of reference genes, whereby different studies of rat brain tissue showed different reference genes to be the most stable.
Journal ArticleDOI

Steel factor controls midline cell death of primordial germ cells and is essential for their normal proliferation and migration.

TL;DR: The mechanism of midline germ cell death in the mouse is addressed, and data show first that changing expression of Steel factor is required for normal midline ger cell death, and second, that steel factor is needed for normal proliferation and migration of germ cells.
Journal ArticleDOI

Normalization of circulating microRNA expression data obtained by quantitative real-time RT-PCR.

TL;DR: It is shown that a combination of different algorithms results in the identification of candidate reference miRNAs that can be exploited as normalizers, in both discovery and validation phases, allowing appropriate normalization of focused qPCR assays.
References
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Journal ArticleDOI

Quantitative monitoring of gene expression patterns with a complementary DNA microarray.

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

Real time quantitative PCR.

TL;DR: Unlike other quantitative PCR methods, real-time PCR does not require post-PCR sample handling, preventing potential PCR product carry-over contamination and resulting in much faster and higher throughput assays.
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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