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Pre-processing of affymetrix gene chip microarray data

机译:affymetrix基因芯片微阵列数据的预处理

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摘要

Microarray technology has revolutionized biomedical research because it is now possible to concurrently determine the gene expression levels for the whole genome of a target organism. The accuracy of the computed gene expression levels is extremely important for the successful use of this technology. However, microarray gene expression measurements are inherently very 'noisy', meaning that appropriate techniques are required to compute accurate gene expression levels. Therefore, the pre-processing of microarray data warrants special consideration. Although there are many candidate techniques for the pre-processing of microarray data, there is no clear-cut best option. In this review, we discuss some of the most important pre-processing techniques applicable to the Affymetrix microarray platform. We also discuss the problems involved in evaluating the different candidate techniques and consider other crucial issues related to the pre-processing of Affymetrix microarray data.
机译:芯片技术已经彻底改变了生物医学研究领域,因为现在可以同时确定目标生物整个基因组的基因表达水平。计算基因表达水平的准确性对于成功使用该技术至关重要。但是,微阵列基因表达测量本来就很“嘈杂”,这意味着需要适当的技术来计算准确的基因表达水平。因此,对微阵列数据的预处理值得特别考虑。尽管有许多用于微阵列数据预处理的候选技术,但没有明确的最佳选择。在本文中,我们讨论了适用于Affymetrix微阵列平台的一些最重要的预处理技术。我们还将讨论与评估不同候选技术有关的问题,并考虑与Affymetrix微阵列数据预处理有关的其他关键问题。

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