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WebCircRNA:对编码和非编码RNA的环状RNA潜力进行分类

WebCircRNA: Classifying the Circular RNA Potential of Coding and Noncoding RNA.

作者信息

Pan Xiaoyong, Xiong Kai, Anthon Christian, Hyttel Poul, Freude Kristine K, Jensen Lars Juhl, Gorodkin Jan

机构信息

Center for Non-Coding RNA in Technology and Health, University of Copenhagen, 1870 Frederiksberg C, Denmark.

Department of Veterinary and Animal Sciences, University of Copenhagen, 1870 Frederiksberg C, Denmark.

出版信息

Genes (Basel). 2018 Nov 6;9(11):536. doi: 10.3390/genes9110536.

Abstract

Circular RNAs (circRNAs) are increasingly recognized to play crucial roles in post-transcriptional gene regulation including functioning as microRNA (miRNA) sponges or as wide-spread regulators, for example in stem cell differentiation. It is therefore highly relevant to identify if a transcript of interest can also function as a circRNA. Here, we present a user-friendly web server that predicts if coding and noncoding RNAs have circRNA isoforms and whether circRNAs are expressed in stem cells. The predictions are made by random forest models using sequence-derived features as input. The output scores are converted to fractiles, which are used to assess the circRNA and stem cell potential. The performances of the three models are reported as the area under the receiver operating characteristic (ROC) curve and are 0.82 for coding genes, 0.89 for long noncoding RNAs (lncRNAs) and 0.72 for stem cell expression. We present WebCircRNA for quick evaluation of human genes and transcripts for their circRNA potential, which can be essential in several contexts.

摘要

环状RNA(circRNAs)在转录后基因调控中发挥关键作用,这一点日益受到认可,其作用包括充当微小RNA(miRNA)海绵或广泛的调控因子,例如在干细胞分化过程中。因此,确定感兴趣的转录本是否也能作为circRNA发挥作用具有高度相关性。在此,我们展示了一个用户友好的网络服务器,它可以预测编码RNA和非编码RNA是否具有circRNA异构体,以及circRNAs是否在干细胞中表达。预测是通过使用序列衍生特征作为输入的随机森林模型进行的。输出分数被转换为分位数,用于评估circRNA和干细胞潜力。这三个模型的性能以受试者工作特征(ROC)曲线下面积表示,编码基因的为0.82,长链非编码RNA(lncRNAs)的为0.89,干细胞表达的为0.72。我们展示了WebCircRNA,用于快速评估人类基因和转录本的circRNA潜力,这在多种情况下可能至关重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4624/6266491/5a5bae2c8b65/genes-09-00536-g001.jpg

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