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A strand specific high resolution normalization method for chip-sequencing data employing multiple experimental control measurements

机译:使用多次实验控制测量的芯片序列数据的链特异性高分辨率归一化方法

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摘要

BackgroundHigh-throughput sequencing is becoming the standard tool for investigating protein-DNA interactions or epigenetic modifications. However, the data generated will always contain noise due to e.g. repetitive regions or non-specific antibody interactions. The noise will appear in the form of a background distribution of reads that must be taken into account in the downstream analysis, for example when detecting enriched regions (peak-calling). Several reported peak-callers can take experimental measurements of background tag distribution into account when analysing a data set. Unfortunately, the background is only used to adjust peak calling and not as a pre-processing step that aims at discerning the signal from the background noise. A normalization procedure that extracts the signal of interest would be of universal use when investigating genomic patterns.
机译:背景高通量测序已成为研究蛋白质-DNA相互作用或表观遗传修饰的标准工具。但是,所产生的数据将总是包含由于例如噪声引起的噪声。重复区域或非特异性抗体相互作用。噪声将以读取的背景分布的形式出现,在下游分析中(例如,在检测到富集区域时(峰调用)),必须将其考虑在内。分析数据集时,有几个已报道的高峰调用者可以考虑背景标记分布的实验测量。不幸的是,背景仅用于调整峰值调用,而不能用作旨在从背景噪声中识别信号的预处理步骤。当研究基因组模式时,提取感兴趣信号的标准化程序将具有普遍用途。

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