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ExpressYourself: a modular platform for processing and visualizing microarray data

机译:ExpressYourself:用于处理和可视化微阵列数据的模块化平台

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摘要

DNA microarrays are widely used in biological research; by analyzing differential hybridization on a single microarray slide, one can detect changes in mRNA expression levels, increases in DNA copy numbers and the location of transcription factor binding sites on a genomic scale. Having performed the experiments, the major challenge is to process large, noisy datasets in order to identify the specific array elements that are significantly differentially hybridized. This normally requires aggregating different, often incompatible programs into a multistep pipeline. Here we present ExpressYourself, a fully integrated platform for processing microarray data. In completely automated fashion, it will correct the background array signal, normalize the Cy5 and Cy3 signals, score levels of differential hybridization, combine the results of replicate experiments, filter problematic regions of the array and assess the quality of individual and replicate experiments. ExpressYourself is designed with a highly modular architecture so various types of microarray analysis algorithms can readily be incorporated as they are developed; for example, the system currently implements several normalization methods, including those that simultaneously consider signal intensity and slide location. The processed data are presented using a web-based graphical interface to facilitate comparison with the original images of the array slides. In particular, Express Yourself is able to regenerate images of the original microarray after applying various steps of processing, which greatly facilities identification of position-specific artifacts. The program is freely available for use at http://bioinfo.mbb.yale.edu/expressyourself.
机译:DNA芯片广泛用于生物学研究;通过在单个微阵列载玻片上分析差异杂交,可以检测mRNA表达水平的变化,DNA拷贝数的增加以及基因组规模上转录因子结合位点的位置。完成实验后,主要挑战是处理大量嘈杂的数据集,以识别差异显着杂交的特定阵列元素。这通常需要将不同的,通常不兼容的程序聚合到一个多步骤管道中。在这里,我们介绍ExpressYourself,这是用于处理微阵列数据的完全集成的平台。它会以完全自动化的方式校正背景阵列信号,对Cy5和Cy3信号进行归一化,对差异杂交进行评分,结合重复实验的结果,过滤出阵列中有问题的区域,并评估单个和重复实验的质量。 ExpressYourself采用高度模块化的体系结构设计,因此可以在开发过程中轻松整合各种类型的微阵列分析算法。例如,该系统当前实施几种归一化方法,包括那些同时考虑信号强度和滑动位置的方法。使用基于Web的图形界面显示处理后的数据,以便于与阵列载玻片的原始图像进行比较。特别是,“表达自己”能够在应用各种处理步骤后重新生成原始微阵列的图像,从而极大地方便了对特定位置的伪影的识别。该程序可从http://bioinfo.mbb.yale.edu/expressyourself免费使用。

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