Gaidatzis Dimos, Jacobeit Kirsten, Oakeley Edward J, Stadler Michael B
Friedrich Miescher Institute for Biomedical Research, Novartis Research Foundation, Maulbeerestrasse 66, CH-4058 Basel, Switzerland.
Nucleic Acids Res. 2009 Sep;37(16):e107. doi: 10.1093/nar/gkp508. Epub 2009 Jun 15.
In higher eukaryotes, alternative splicing is a common mechanism for increasing transcriptome diversity. Affymetrix exon arrays were designed as a tool for monitoring the relative expression levels of hundreds of thousands of known and predicted exons with a view to detecting alternative splicing events. In this article, we have analyzed exon array data from many different human and mouse tissues and have uncovered a systematic relationship between transcript-fold change and alternative splicing as reported by the splicing index. Evidence from dilution experiments and deep sequencing suggest that this effect is of technical rather than biological origin and that it is driven by sequence features of the probes. This effect is substantial and results in a 12-fold overestimation of alternative splicing events in genes that are differentially expressed. By cross-species exon array comparison, we could further show that the systematic bias persists even across species boundaries. Failure to consider this effect in data analysis would result in the reproducible false detection of apparently conserved alternative splicing events. Finally, we have developed a software in R called COSIE (Corrected Splicing Indices for Exon arrays) that for any given set of new exon array experiments corrects for the observed bias and improves the detection of alternative splicing (available at www.fmi.ch/groups/gbioinfo).
在高等真核生物中,可变剪接是增加转录组多样性的常见机制。Affymetrix外显子芯片被设计为一种工具,用于监测成千上万已知和预测外显子的相对表达水平,以检测可变剪接事件。在本文中,我们分析了来自许多不同人类和小鼠组织的外显子芯片数据,并发现了转录本倍数变化与剪接指数所报告的可变剪接之间的系统关系。稀释实验和深度测序的证据表明,这种效应源于技术而非生物学因素,并且是由探针的序列特征驱动的。这种效应很显著,导致在差异表达基因中可变剪接事件被高估了12倍。通过跨物种外显子芯片比较,我们进一步表明,即使跨越物种界限,这种系统偏差仍然存在。在数据分析中未考虑这种效应将导致可重复地错误检测到明显保守的可变剪接事件。最后,我们在R语言中开发了一个名为COSIE(外显子芯片校正剪接指数)的软件,对于任何给定的一组新的外显子芯片实验,它可以校正观察到的偏差并改进可变剪接的检测(可在www.fmi.ch/groups/gbioinfo获取)。