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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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Human neuroblastoma cells exposed to hypoxia: induction of genes associated with growth, survival, and aggressive behavior.

TL;DR: Global analysis of gene expression and quantitative PCR of relevant genes showed that hypoxia provokes a general adaptive response in neuroblastoma cells and confirm loss of the neuronal phenotype and gain of stem-cell characteristics.
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Identification of Suitable Reference Genes for Gene Expression Normalization in qRT-PCR Analysis in Watermelon

TL;DR: Results provide a good starting point for reference gene selection in qRT–PCR analyses involving watermelon and validate the reliability of the identified reference genes.
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Selection of suitable reference genes for qPCR normalization under abiotic stresses and hormone stimuli in carrot leaves.

TL;DR: The expression profile of DcDREB-A1 gene was studied in carrot to validate the suitability of the reference genes identified in this study, and ACTIN and TUB were the most stable genes identified among all sample groups, but individual analysis revealed changes in their expression profiles.
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Formin Is Associated with Left-Right Asymmetry in the Pond Snail and the Frog

TL;DR: It is reported that a disabling mutation in one copy of a tandemly duplicated, diaphanous-related formin is perfectly associated with symmetry breaking in the pond snail, consistent with the view that animals with diverse body plans may derive their asymmetry from the same intracellular chiral elements.
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Pancreas-enriched miRNAs are altered in the circulation of subjects with diabetes: a pilot cross-sectional study.

TL;DR: In this article, the authors measured plasma levels of selected miRNAs in subjects with prediabetes (n = 12), type 2 diabetes (T2D, n = 31), latent autoimmune diabetes of adults (LADA), n = 6, and compared them to levels in healthy control subjects.
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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