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Genome-Wide Association between Transcription Factor Expression and Chromatin Accessibility Reveals Regulators of Chromatin Accessibility

机译:转录因子表达与染色质取证之间的基因组关联揭示了染色质等渗的调节剂

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To better understand genome regulation, it is important to uncover the role of transcription factors in the process of chromatin structure establishment and maintenance. Here we present a data-driven approach to systematically characterise transcription factors that are relevant for this process. Our method uses a linear mixed modelling approach to combine datasets of transcription factor binding motif enrichments in open chromatin and gene expression across the same set of cell lines. Applying this approach to the ENCODE dataset, we confirm already known and imply numerous novel transcription factors that play a role in the establishment or maintenance of open chromatin. In particular, our approach rediscovers many factors that have been annotated as pioneer factors.
机译:为了更好地了解基因组调控,重要的是要揭示转录因子在染色质结构建立和维护过程中的作用。在这里,我们提出了一种数据驱动的方法来系统地表征与此过程相关的转录因子。我们的方法使用线性混合建模方法将转录因子结合基质富集的数据集与相同一组细胞系相同的染色蛋白和基因表达。将这种方法应用于编码数据集,我们确认已经知道并意味着许多新的转录因子在开放染色质的建立或维持中发挥作用。特别是,我们的方法重新发现了许多被批评为先驱因素的因素。

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