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Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts Discrimination

机译:长非编码RNA识别:比较基于机器学习的长非编码转录本区分工具

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摘要

Long noncoding RNA (lncRNA) is a kind of noncoding RNA with length more than 200 nucleotides, which aroused interest of people in recent years. Lots of studies have confirmed that human genome contains many thousands of lncRNAs which exert great influence over some critical regulators of cellular process. With the advent of high-throughput sequencing technologies, a great quantity of sequences is waiting for exploitation. Thus, many programs are developed to distinguish differences between coding and long noncoding transcripts. Different programs are generally designed to be utilised under different circumstances and it is sensible and practical to select an appropriate method according to a certain situation. In this review, several popular methods and their advantages, disadvantages, and application scopes are summarised to assist people in employing a suitable method and obtaining a more reliable result.
机译:长非编码RNA(lncRNA)是一种长度超过200个核苷酸的非编码RNA,引起了人们的关注。许多研究证实,人类基因组包含成千上万的lncRNA,它们对细胞过程的某些关键调节因子产生巨大影响。随着高通量测序技术的出现,大量的序列正在等待开发。因此,开发了许多程序来区分编码和长非编码转录本之间的差异。通常设计不同的程序以在不同的情况下使用,并且根据特定情况选择合适的方法是明智和实际的。在这篇综述中,总结了几种流行的方法及其优点,缺点和应用范围,以帮助人们采用合适的方法并获得更可靠的结果。

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