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iScreen: Image-Based High-Content RNAi Screening Analysis Tools

机译:iScreen:基于图像的高内涵RNAi筛选分析工具

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摘要

High-throughput RNA interference (RNAi) screening has opened up a path to investigating functional genomics in a genome-wide pattern. However, such studies are often restricted to assays that have a single readout format. Recently, advanced image technologies have been coupled with high-throughput RNAi screening to develop high-content screening, in which one or more cell image(s), instead of a single readout, were generated from each well. This image-based high-content screening technology has led to genome-wide functional annotation in a wider spectrum of biological research studies, as well as in drug and target discovery, so that complex cellular phenotypes can be measured in a multiparametric format. Despite these advances, data analysis and visualization tools are still largely lacking for these types of experiments. Therefore, we developed iScreen (image-Based High-content RNAi Screening Analysis Tool), an R package for the statistical modeling and visualization of image-based high-content RNAi screening. Two case studies were used to demonstrate the capability and efficiency of the iScreen package. iScreen is available for download on CRAN (http://cran.cnr.berkeley.edu/web/packages/iScreen/index.html). The user manual is also available as a supplementary document.
机译:高通量RNA干扰(RNAi)筛选开辟了一种以全基因组模式研究功能基因组学的途径。但是,此类研究通常仅限于具有单一读数格式的分析。最近,先进的图像技术已与高通量RNAi筛选相结合,以开发高内涵筛选,其中从每个孔中生成一个或多个细胞图像,而不是单个读数。这项基于图像的高含量筛选技术已在更广泛的生物学研究以及药物和靶标发现中引发了全基因组功能注释,因此可以以多参数格式测量复杂的细胞表型。尽管取得了这些进步,但对于这些类型的实验仍然仍然缺少数据分析和可视化工具。因此,我们开发了iScreen(基于图像的高含量RNAi筛选分析工具),它是一个R包,用于基于图像的高含量RNAi筛选的统计建模和可视化。通过两个案例研究来证明iScreen软件包的功能和效率。可从CRAN(http://cran.cnr.berkeley.edu/web/packages/iScreen/index.html)下载iScreen。该用户手册也可作为补充文档。

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