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A maximum-entropy model for predicting chromatin contacts

机译:预测染色质接触的最大熵模型

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摘要

The packaging of DNA inside a nucleus shows complex structure stabilized by a host of DNA-bound factors. Both the distribution of these factors and the contacts between different genomic locations of the DNA can now be measured on a genome-wide scale. This has advanced the development of models aimed at predicting the conformation of DNA given only the locations of bound factors—the chromatin folding problem. Here we present a maximum-entropy model that is able to predict a contact map representation of structure given a sequence of bound factors. Non-local effects due to the sequence neighborhood around contacting sites are found to be important for making accurate predictions. Lastly, we show that the model can be used to infer a sequence of bound factors given only a measurement of structure. This opens up the possibility for efficiently predicting sequence regions that may play a role in generating cell-type specific structural differences.
机译:DNA在细胞核内的包装显示出复杂的结构,该结构被许多DNA结合因子所稳定。现在可以在全基因组范围内测量这些因素的分布以及DNA不同基因组位置之间的接触。这就推动了模型的发展,该模型旨在仅在结合因子(染色质折叠问题)的位置下预测DNA的构象。在这里,我们提出一个最大熵模型,该模型能够在给定一系列约束因子的情况下预测结构的接触图表示。发现由于接触位点周围的序列邻域引起的非局部效应对于做出准确的预测很重要。最后,我们表明,仅给出结构的度量,该模型即可用于推断一系列约束因子。这为有效预测可能在产生细胞类型特异性结构差异中起作用的序列区域提供了可能性。

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