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NCLcomparator: systematically post-screening non-co-linear transcripts (circular, trans-spliced, or fusion RNAs)
Chia-Ying Chen1, Trees-Juen Chuang2
1Genomics Research Center, Academia Sinica, Taipei, 11529, Taiwan.
BMC Bioinformatics
|January 5, 2019
Summary
This study introduces NCLcomparator, a software tool to systematically evaluate non-co-linear (NCL) RNA transcripts detected by various methods. It helps researchers identify high-confidence NCL events for further study by assessing alignment ambiguity and read support.
Area of Science:
- Genomics
- Bioinformatics
- Molecular Biology
Background:
- Non-co-linear (NCL) transcripts, including circular RNAs and fusion RNAs, exhibit topological inconsistencies with the reference genome.
- Existing RNA-sequencing (RNA-seq) based detectors identify numerous NCL events, but discrepancies among tools suggest a high rate of false positives.
- A systematic method for evaluating the reliability of detected NCL events is lacking.
Purpose of the Study:
- To develop a computational tool, NCLcomparator, for the systematic post-screening of NCL events.
- To provide a reliable metric, the NCL score (NCL score), to assess the confidence of identified NCL events.
- To assist researchers in selecting high-confidence NCL events for functional investigation.
Main Methods:
- NCLcomparator analyzes NCL events identified by various detectors using paired-end RNA-seq data.
- It assesses potential false positives arising from ambiguous alignments, such as alternative co-linear explanations or multiple genomic matches.
- The NCL score is defined based on the variation in supporting NCL junction reads, with higher scores indicating greater reliability.
Main Results:
- NCLcomparator effectively distinguishes between genuine NCL events and those likely resulting from alignment artifacts.
- Events derived from ambiguous alignments typically exhibit lower NCL scores compared to other NCL events.
- The software provides supplementary metrics including expression levels and junction usage to aid in selecting highly confident NCL events.
Conclusions:
- NCLcomparator offers a systematic approach to filter and prioritize NCL events identified by different tools.
- The tool facilitates the selection of high-confidence NCL events for downstream functional studies, advancing research in this understudied transcript class.
- NCLcomparator is freely available at https://github.com/TreesLab/NCLcomparator .
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