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User-friendly solutions for microarray quality control and pre-processing on ArrayAnalysis.org

机译:ArrayAnalysis.org上用于微阵列质量控制和预处理的用户友好型解决方案

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摘要

Quality control (QC) is crucial for any scientific method producing data. Applying adequate QC introduces new challenges in the genomics field where large amounts of data are produced with complex technologies. For DNA microarrays, specific algorithms for QC and pre-processing including normalization have been developed by the scientific community, especially for expression chips of the Affymetrix platform. Many of these have been implemented in the statistical scripting language R and are available from the Bioconductor repository. However, application is hampered by lack of integrative tools that can be used by users of any experience level. To fill this gap, we developed a freely available tool for QC and pre-processing of Affymetrix gene expression results, extending, integrating and harmonizing functionality of Bioconductor packages. The tool can be easily accessed through a wizard-like web portal at or downloaded for local use in R. The portal provides extensive documentation, including user guides, interpretation help with real output illustrations and detailed technical documentation. It assists newcomers to the field in performing state-of-the-art QC and pre-processing while offering data analysts an integral open-source package. Providing the scientific community with this easily accessible tool will allow improving data quality and reuse and adoption of standards.
机译:质量控制(QC)对于任何科学的数据生成方法都至关重要。应用适当的质量控制在基因组学领域带来了新的挑战,在该领域中,使用复杂技术生成大量数据。对于DNA微阵列,科学界已经开发了用于QC和预处理(包括归一化)的特定算法,尤其是针对Affymetrix平台的表达芯片。其中许多已通过统计脚本语言R实现,并且可以从Bioconductor存储库中获得。但是,由于缺乏可供任何经验水平的用户使用的集成工具,应用程序受到了阻碍。为了填补这一空白,我们开发了免费的工具来进行QC和Affymetrix基因表达结果的预处理,从而扩展,整合和协调了Bioconductor包装的功能。可以通过类似向导的Web门户轻松访问该工具,也可以在R中本地下载该工具。该门户提供了广泛的文档,包括用户指南,具有实际输出插图的解释帮助和详细的技术文档。它协助新手执行最新的质量控制和预处理,同时为数据分析师提供完整的开源软件包。向科学界提供此易于访问的工具将有助于提高数据质量,复用和采用标准。

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