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基于双密码子的基因表达建模方法。

Dicodon-based measures for modeling gene expression.

机构信息

Instituto Tecnológico Chascomús (INTECH), CONICET-UNSAM, Intendente Marino km 8.2, Chascomús, 7130 Provincia de Buenos Aires, Argentina.

CCT-La Plata, CONICET, Calle 8 Nº 1467, La Plata, B1904CMC Provincia de Buenos Aires, Argentina.

出版信息

Bioinformatics. 2023 Jun 1;39(6). doi: 10.1093/bioinformatics/btad380.

Abstract

MOTIVATION

Codon usage preference patterns have been associated with modulation of translation efficiency, protein folding, and mRNA decay. However, new studies support that codon pair usage has also a remarkable effect at the gene expression level. Here, we expand the concept of CAI to answer if codon pair usage patterns can be understood in terms of codon usage bias, or if they offer new information regarding coding translation efficiency.

RESULTS

Through the implementation of a weighting strategy to consider the dicodon contributions, we observe that the dicodon-based measure has greater correlations with gene expression level than CAI. Interestingly, we have noted that dicodons associated with a low value of adaptiveness are related to dicodons which mediate strong translational inhibition in yeast. We have also noticed that some codon-pairs have a smaller dicodon contribution than estimated by the product of the respective codon contributions.

AVAILABILITY AND IMPLEMENTATION

Scripts, implemented in Python, are freely available for download at https://zenodo.org/record/7738276#.ZBIDBtLMIdU.

摘要

动机

密码子使用偏好模式与翻译效率、蛋白质折叠和 mRNA 降解的调节有关。然而,新的研究支持密码子对的使用也在基因表达水平上有显著的影响。在这里,我们扩展 CAI 的概念,以回答密码子对的使用模式是否可以根据密码子使用偏性来理解,或者它们是否提供了有关编码翻译效率的新信息。

结果

通过实施一种加权策略来考虑双密码子的贡献,我们观察到基于双密码子的度量与基因表达水平的相关性大于 CAI。有趣的是,我们注意到与低适应性相关的双密码子与在酵母中介导强烈翻译抑制的双密码子有关。我们还注意到,一些密码子对的双密码子贡献比各自密码子贡献的乘积估计的要小。

可用性和实现

用 Python 实现的脚本可在 https://zenodo.org/record/7738276#.ZBIDBtLMIdU 上免费下载。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca0c/10287933/d09969b58c91/btad380f1.jpg

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