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Prediction of highly expressed genes in microbes based on chromatin accessibility

机译:基于染色质可及性的微生物中高表达基因的预测

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摘要

Background: It is well known that gene expression is dependent on chromatin structure in eukaryotes and it is likely that chromatin can play a role in bacterial gene expression as well. Here, we use a nucleosomal position preference measure of anisotropic DNA flexibility to predict highly expressed genes in microbial genomes. We compare these predictions with those based on codon adaptation index (CAI) values, and also with experimental data for 6 different microbial genomes, with a particular interest in experimental data from Escherichia coli. Moreover, position preference is examined further in 328 sequenced microbial genomes. Results: We find that absolute gene expression levels are correlated with the position preference in many microbial genomes. It is postulated that in these regions, the DNA may be more accessible to the transcriptional machinery. Moreover, ribosomal proteins and ribosomal RNA are encoded by DNA having significantly lower position preference values than other genes in fast-replicating microbes. Conclusion: This insight into DNA structure-dependent gene expression in microbes may be exploited for predicting the expression of non-translated genes such as non-coding RNAs that may not be predicted by any of the conventional codon usage bias approaches.
机译:背景:众所周知,基因表达取决于真核生物中的染色质结构,染色质也可能在细菌基因表达中发挥作用。在这里,我们使用各向异性DNA柔性的核小体位置偏好测量来预测微生物基因组中的高表达基因。我们将这些预测与基于密码子适应指数(CAI)值的预测进行比较,并与6种不同微生物基因组的实验数据进行比较,特别关注来自大肠杆菌的实验数据。此外,在328个测序的微生物基因组中进一步检查了位置偏好。结果:我们发现绝对基因表达水平与许多微生物基因组中的位置偏好相关。假定在这些区域中,转录机制可能更容易接近DNA。此外,核糖体蛋白和核糖体RNA由比快速复制微生物中的其他基因具有明显更低的位置偏好值的DNA编码。结论:这种对微生物中DNA结构依赖性基因表达的了解可以用于预测非翻译基因(例如非编码RNA)的表达,而任何常规密码子使用偏倚方法都无法预测这种表达。

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