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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

Obesity is associated with macrophage accumulation in adipose tissue

TL;DR: Transcript expression in perigonadal adipose tissue from groups of mice in which adiposity varied due to sex, diet, and the obesity-related mutations agouti (Ay) and obese (Lepob) found that the expression of 1,304 transcripts correlated significantly with body mass.
Journal ArticleDOI

Normalization of Real-Time Quantitative Reverse Transcription-PCR Data: A Model-Based Variance Estimation Approach to Identify Genes Suited for Normalization, Applied to Bladder and Colon Cancer Data Sets

TL;DR: A novel, innovative, and robust strategy to identify stably expressed genes among a set of candidate normalization genes, rooted in a mathematical model of gene expression, that provides a direct measure for the estimated expression variation, enabling the user to evaluate the systematic error introduced when using the gene.
Journal ArticleDOI

Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper--Excel-based tool using pair-wise correlations.

TL;DR: The developed, and herein presented, software called BestKeeper determines the best suited standards, out of ten candidates, and combines them into an index, which can be compared with further target genes to decide, whether they are differentially expressed under an applied treatment.
References
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Journal ArticleDOI

A statistical method for flagging weak spots improves normalization and ratio estimates in microarrays.

TL;DR: A statistical procedure to flag spots with weak signal intensity based on the standard deviation of background differences between a spot and the neighboring spots is developed, suggesting that decreasing the background noise is critical to improve the quality of microarray experiments.
Journal ArticleDOI

Microarrays: handling the deluge of data and extracting reliable information

TL;DR: The essential elements of data acquisition, data processing and data analysis are reviewed, and issues related to the quality, validation and storage of data are discussed.
Journal Article

β2-microglobulin expression in human embryonal neuroblastoma reflects its developmental regulation

TL;DR: The expression of B2M in neuroblastoma is associated with the stage of differentiation of the tumor cell and not N-myc expression, which suggests that neuroblastomas may correspond to the arrested differentiation of adrenal neuroblasts at different stages of development.
Journal ArticleDOI

Detection and characterisation of an overmodified type III collagen by analysis of non-cutaneous connective tissues in a patient with Ehlers-Danlos syndrome IV.

TL;DR: The clinical and biochemical observations in a patient with a mild form of Ehlers-Danlos syndrome (EDS) type IV are described, showing that non-cutaneous connective tissues can be a useful source for the study of type III collagen defects in patients with EDS type IV.
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