scispace - formally typeset
Open AccessJournal ArticleDOI

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

Reads0
Chats0
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.

read more

Content maybe subject to copyright    Report

Citations
More filters
Journal ArticleDOI

Gene expression profiling in glomeruli from human kidneys with diabetic nephropathy.

TL;DR: Results of oligonucleotide microarray analyses on control and diabetic glomeruli are presented and their relation to vascular damage, mesangial matrix expansion, proliferation, and proteinuria suggest that progression of DN might result from diminished tissue repair capability.
Journal ArticleDOI

In vitro susceptibility to rhinovirus infection is greater for bronchial than for nasal airway epithelial cells in human subjects.

TL;DR: Differentiated nasal epithelial cells might have mechanisms of increased resistance to rhinovirus infection compared with bronchial epithelium, and previous reports of increased susceptibility to HRV infection in epithel cells from asthmatic subjects were not confirmed.
Journal ArticleDOI

The role of ABC transporters in progression and clinical outcome of colorectal cancer.

TL;DR: In this paper, the authors explored transcript levels of all known human ATP-binding cassette transporters in colorectal cancer (CRC) patients collected before the first line of treatment by 5-fluorouracil (5-FU)-containing regimen.
Journal ArticleDOI

Gene amplification and microsatellite polymorphism underlie a recent insect host shift.

TL;DR: It is concluded that the mutations leading to overexpression of CYP6CY3 were a prerequisite for the host shift of M. persicae to tobacco and that gene amplification and microsatellite polymorphism are evolutionary drivers in insect host adaptation.
References
More filters
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.
Related Papers (5)