Molecular Biology, Thermo Fisher Scientific, Lafayette, Colorado, United States of America.
PLoS One. 2012;7(8):e42341. doi: 10.1371/journal.pone.0042341. Epub 2012 Aug 1.
RNAi screening using pooled shRNA libraries is a valuable tool for identifying genetic regulators of biological processes. However, for a successful pooled shRNA screen, it is imperative to thoroughly optimize experimental conditions to obtain reproducible data. Here we performed viability screens with a library of ∼10,000 shRNAs at two different fold representations (100- and 500-fold at transduction) and report the reproducibility of shRNA abundance changes between screening replicates determined by microarray and next generation sequencing analyses. We show that the technical reproducibility between PCR replicates from a pooled screen can be drastically improved by ensuring that PCR amplification steps are kept within the exponential phase and by using an amount of genomic DNA input in the reaction that maintains the average template copies per shRNA used during library transduction. Using these optimized PCR conditions, we then show that higher reproducibility of biological replicates is obtained by both microarray and next generation sequencing when screening with higher average shRNA fold representation. shRNAs that change abundance reproducibly in biological replicates (primary hits) are identified from screens performed with both 100- and 500-fold shRNA representation, however a higher percentage of primary hit overlap between screening replicates is obtained from 500-fold shRNA representation screens. While strong hits with larger changes in relative abundance were generally identified in both screens, hits with smaller changes were identified only in the screens performed with the higher shRNA fold representation at transduction.
使用汇集的 shRNA 文库进行 RNAi 筛选是鉴定生物过程遗传调控因子的有效工具。然而,为了成功进行汇集 shRNA 筛选,必须彻底优化实验条件以获得可重复的数据。在这里,我们使用约 10000 个 shRNA 的文库在两种不同的倍数表示(转导时的 100 倍和 500 倍)下进行了存活筛选,并报告了微阵列和下一代测序分析确定的筛选重复之间 shRNA 丰度变化的重现性。我们表明,通过确保 PCR 扩增步骤保持在指数期,并通过在反应中使用输入的基因组 DNA 量来维持文库转导过程中每个 shRNA 的平均模板拷贝数,可以极大地提高汇集筛选中 PCR 重复的技术重现性。使用这些优化的 PCR 条件,我们随后表明,当以较高的平均 shRNA 倍数表示进行筛选时,通过微阵列和下一代测序可以获得更高的生物学重复重现性。从 100 倍和 500 倍 shRNA 表示的筛选中都可以识别出在生物学重复中丰度重现性变化的 shRNA(主要命中),但是从 500 倍 shRNA 表示的筛选中获得的筛选重复之间的主要命中重叠百分比更高。虽然在两个筛选中都通常可以鉴定出相对丰度变化较大的强烈命中,但只有在转导时使用较高的 shRNA 倍数表示的筛选中才能鉴定出丰度变化较小的命中。