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lncRNA - Long Non-coding RNAs02:39

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In humans, more than 80% of the genome gets transcribed. However, only around 2% of the genome codes for proteins. The remaining part produces non-coding RNAs which includes ribosomal RNAs, transfer RNAs, telomerase RNAs, and regulatory RNAs, among other types. A large number of regulatory non-coding RNAs have been classified into two groups depending upon their length – small non-coding RNAs, such as microRNA, which are less than 200 nucleotides in length, and long non-coding RNA...
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As the name suggests, non-LTR retrotransposons lack the long terminal repeats characteristic of the LTR retrotransposons. Additionally, both LTR and non-LTR retrotransposons use distinct mechanisms of mobilization. Non-LTR retrotransposons are further divided into two classes - Long interspersed nuclear elements (LINEs) and short interspersed nuclear elements (SINEs), both of which occur abundantly in most mammals, including humans. Some of the active non-LTR retrotransposons in humans are L1...
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Long Noncoding RNA Identification: Comparing Machine Learning Based Tools for Long Noncoding Transcripts

Siyu Han1, Yanchun Liang2, Ying Li1

  • 1College of Computer Science and Technology, Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun 130012, China.

Biomed Research International
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Summary
This summary is machine-generated.

Long noncoding RNAs (lncRNAs) play crucial roles in cellular processes. This review summarizes popular computational methods for identifying lncRNAs, aiding researchers in selecting optimal tools for reliable results.

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Area of Science:

  • Genomics
  • Molecular Biology
  • Bioinformatics

Background:

  • Long noncoding RNAs (lncRNAs) are RNA molecules longer than 200 nucleotides.
  • Thousands of lncRNAs encoded in the human genome significantly impact cellular regulation.
  • High-throughput sequencing generates vast amounts of RNA sequence data requiring analysis.

Purpose of the Study:

  • To review and compare popular computational methods for distinguishing long noncoding RNA (lncRNA) transcripts from coding transcripts.
  • To provide guidance on selecting appropriate lncRNA identification tools based on specific research needs.
  • To enhance the reliability of lncRNA identification and analysis.

Main Methods:

  • Review of existing literature on computational tools for lncRNA identification.
  • Comparative analysis of different methods based on their advantages, disadvantages, and application scopes.
  • Summary of popular algorithms and their performance metrics.

Main Results:

  • Various computational tools exist for lncRNA identification, each with specific strengths and weaknesses.
  • The choice of method depends on factors such as data type, research question, and desired accuracy.
  • A systematic comparison aids researchers in making informed decisions.

Conclusions:

  • Selecting the right computational method is crucial for accurate lncRNA identification.
  • Understanding the scope and limitations of different tools improves research outcomes.
  • This review serves as a guide for researchers utilizing lncRNA identification tools.