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Related Concept Videos

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RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases. 
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while...
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Identification of Circular RNAs using RNA Sequencing
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Evaluation of CircRNA Sequence Assembly Methods Using Long Reads.

Jingjing Zhang1,2, Md Tofazzal Hossain1,2, Weiguo Liu3

  • 1University of Chinese Academy of Sciences, Beijing, China.

Frontiers in Genetics
|March 3, 2022
PubMed
Summary
This summary is machine-generated.

Accurate circular RNA (circRNA) sequencing requires combining multiple short-read assembly algorithms. Long-read sequencing data helps evaluate and improve circRNA assembly accuracy for reliable functional studies.

Keywords:
assemblycircRNAfull-length sequenceslong readsshort reads

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Area of Science:

  • Genomics
  • Bioinformatics
  • Molecular Biology

Background:

  • Circular RNAs (circRNAs) are increasingly studied for their roles in gene regulation and disease.
  • Accurate full-length circRNA sequences are crucial for functional studies.
  • Existing short-read assembly methods struggle with linear transcripts, impacting circRNA identification.

Purpose of the Study:

  • To evaluate the performance of short-read circRNA assembly algorithms using long-read sequencing data.
  • To identify optimal strategies for reliable full-length circRNA sequence reconstruction.
  • To introduce a screening protocol for improving circRNA assembly accuracy.

Main Methods:

  • Utilized long-read sequencing data (Nanopore) from human and mouse samples.
  • Comprehensively evaluated circRNA assembly algorithms: circseq_cup, CIRI_full, and CircAST.
  • Developed and applied a screening protocol to filter assembled circRNA sequences.

Main Results:

  • No single short-read assembly algorithm performed best across all datasets (human vs. mouse).
  • CIRI-full showed superior performance in human datasets, while CircAST excelled in mouse datasets.
  • The developed screening protocol enhanced the performance of CIRI-full for both human and mouse datasets, improving F1 scores.

Conclusions:

  • Combining multiple circRNA assembly algorithms is recommended for robust sequence reconstruction.
  • Long-read sequencing is valuable for assessing and validating circRNA assembly accuracy.
  • The proposed screening protocol refines circRNA identification, particularly for exonic circRNAs.