Gene expression profiling in mitochondrial disease: assessment of microarray accuracy by high-throughput Q-PCR

被引:25
作者
Beckman, KB
Lee, KY
Golden, T
Melov, S
机构
[1] Gorilla Genom Inc, Alameda, CA 94501 USA
[2] Buck Inst Age Res, Novato, CA 94945 USA
基金
美国国家卫生研究院;
关键词
real-time quantitative PCR; validation; mitochondrial disorders;
D O I
10.1016/j.mito.2004.07.029
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Mitochondrial diseases are a heterogenous array of disorders with a complex etiology. Use of microarrays as a tool to investigate complex human disease is increasingly common, however, a principle drawback of microarrays is their limited dynamic range, due to the poor quantification of weak signals. Although it is generally understood that low-intensity microarray 'spots' may be unreliable, there exists little documentation of their accuracy. Quantitative PCR (Q-PCR) is frequently used to validate microarray data, yet few Q-PCR validation studies have focused on the accuracy of low-intensity microarray signals. Hence, we have used Q-PCR to systematically assess microarray accuracy as a function of signal strength in a mouse model of mitochondrial disease, the superoxide dismutase 2 (SOD2) nullizygous mouse. We have focused on a unique category of dataspots with only one weak signal in a two-dye comparative hybridization-and show that such 'high-low' signal intensities are common for differentially expressed genes. This category of differential expression may be more important in mitochondrial disease in which there are often mosaic expression patterns due to the idiosyncratic distribution of mutant mtDNA in heteroplasmic individuals. Using RNA from the SOD2 mouse, we found that when spotted cDNA microarray data are filtered for quality (low variance between many technical replicates) and spot intensity (above a negative control threshold in both channels), there is an excellent quantitative concordance with Q-PCR (R-2 = 0.94). The accuracy of gene expression ratios from low-intensity spots (R-2 = 0.27) and 'high-low' spots (R-2 = 0.32) is considerably lower. Our results should serve as guidelines for microarray interpretation and the selection of genes for validation in mitochondrial disorders. (C) 2004 Elsevier B.V. and Mitochondria Research Society. All rights reserved.
引用
收藏
页码:453 / 470
页数:18
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