Department of Molecular Virology, Immunology and Medical Genetics, Ohio State University , Columbus, OH , USA.
Department of Mathematics and Computer Science, University of Catania , Catania , Italy.
Front Bioeng Biotechnol. 2015 Feb 24;3:18. doi: 10.3389/fbioe.2015.00018. eCollection 2015.
RNA editing is a post-transcriptional alteration of RNA sequences that is able to affect protein structure as well as RNA and protein expression. Adenosine-to-inosine (A-to-I) RNA editing is the most frequent and common post-transcriptional modification in human, where adenosine (A) deamination produces its conversion into inosine (I), which in turn is interpreted by the translation and splicing machineries as guanosine (G). The disruption of the editing machinery has been associated to various human diseases such as cancer or neurodegenerative diseases. This biological phenomenon is catalyzed by members of the adenosine deaminase acting on RNA (ADAR) family of enzymes and occurs on dsRNA structures. Despite the enormous efforts made in the last decade, the real biological function underlying such a phenomenon, as well as ADAR's substrate features still remain unknown. In this work, we summarize the major computational aspects of predicting and understanding RNA editing events. We also investigate the detection of short motif sequences potentially characterizing RNA editing signals and the use of a logistic regression technique to model a predictor of RNA editing events. The latter, named AIRlINER, an algorithmic approach to assessment of A-to-I RNA editing sites in non-repetitive regions, is available as a web app at: http://alpha.dmi.unict.it/airliner/. Results and comparisons with the existing methods encourage our findings on both aspects.
RNA 编辑是 RNA 序列的一种转录后改变,能够影响蛋白质结构以及 RNA 和蛋白质的表达。腺苷到肌苷(A-to-I)RNA 编辑是人类最常见和普遍的转录后修饰,其中腺苷(A)脱氨基产生其转化为肌苷(I),反过来又被翻译和剪接机制解释为鸟苷(G)。编辑机制的破坏与各种人类疾病有关,如癌症或神经退行性疾病。这种生物现象是由腺苷脱氨酶作用于 RNA(ADAR)酶家族的成员催化的,发生在双链 RNA 结构上。尽管在过去十年中做出了巨大努力,但这种现象的真正生物学功能以及 ADAR 的底物特征仍然未知。在这项工作中,我们总结了预测和理解 RNA 编辑事件的主要计算方面。我们还研究了潜在特征 RNA 编辑信号的短基序序列的检测,以及使用逻辑回归技术来对 RNA 编辑事件进行建模的预测器。后者名为 AIRlINER,是一种用于评估非重复区域 A-to-I RNA 编辑位点的算法方法,可在以下网址获得:http://alpha.dmi.unict.it/airliner/。结果和与现有方法的比较鼓励我们在这两个方面的发现。