ConsRM: collection and large-scale prediction of the evolutionarily conserved RNA methylation sites, with implications for the functional epitranscriptome. Issue 6 (17th May 2021)
- Record Type:
- Journal Article
- Title:
- ConsRM: collection and large-scale prediction of the evolutionarily conserved RNA methylation sites, with implications for the functional epitranscriptome. Issue 6 (17th May 2021)
- Main Title:
- ConsRM: collection and large-scale prediction of the evolutionarily conserved RNA methylation sites, with implications for the functional epitranscriptome
- Authors:
- Song, Bowen
Chen, Kunqi
Tang, Yujiao
Wei, Zhen
Su, Jionglong
de Magalhães, João Pedro
Rigden, Daniel J
Meng, Jia - Abstract:
- Abstract: Motivation N6-methyladenosine (m 6 A) is the most prevalent RNA modification on mRNAs and lncRNAs. Evidence increasingly demonstrates its crucial importance in essential molecular mechanisms and various diseases. With recent advances in sequencing techniques, tens of thousands of m 6 A sites are identified in a typical high-throughput experiment, posing a key challenge to distinguish the functional m 6 A sites from the remaining 'passenger' (or 'silent') sites. Results: We performed a comparative conservation analysis of the human and mouse m 6 A epitranscriptomes at single site resolution. A novel scoring framework, ConsRM, was devised to quantitatively measure the degree of conservation of individual m 6 A sites. ConsRM integrates multiple information sources and a positive-unlabeled learning framework, which integrated genomic and sequence features to trace subtle hints of epitranscriptome layer conservation. With a series validation experiments in mouse, fly and zebrafish, we showed that ConsRM outperformed well-adopted conservation scores (phastCons and phyloP) in distinguishing the conserved and unconserved m 6 A sites. Additionally, the m 6 A sites with a higher ConsRM score are more likely to be functionally important. An online database was developed containing the conservation metrics of 177 998 distinct human m 6 A sites to support conservation analysis and functional prioritization of individual m 6 A sites. And it is freely accessible at:Abstract: Motivation N6-methyladenosine (m 6 A) is the most prevalent RNA modification on mRNAs and lncRNAs. Evidence increasingly demonstrates its crucial importance in essential molecular mechanisms and various diseases. With recent advances in sequencing techniques, tens of thousands of m 6 A sites are identified in a typical high-throughput experiment, posing a key challenge to distinguish the functional m 6 A sites from the remaining 'passenger' (or 'silent') sites. Results: We performed a comparative conservation analysis of the human and mouse m 6 A epitranscriptomes at single site resolution. A novel scoring framework, ConsRM, was devised to quantitatively measure the degree of conservation of individual m 6 A sites. ConsRM integrates multiple information sources and a positive-unlabeled learning framework, which integrated genomic and sequence features to trace subtle hints of epitranscriptome layer conservation. With a series validation experiments in mouse, fly and zebrafish, we showed that ConsRM outperformed well-adopted conservation scores (phastCons and phyloP) in distinguishing the conserved and unconserved m 6 A sites. Additionally, the m 6 A sites with a higher ConsRM score are more likely to be functionally important. An online database was developed containing the conservation metrics of 177 998 distinct human m 6 A sites to support conservation analysis and functional prioritization of individual m 6 A sites. And it is freely accessible at: https://www.xjtlu.edu.cn/biologicalsciences/con . … (more)
- Is Part Of:
- Briefings in bioinformatics. Volume 22:Issue 6(2021)
- Journal:
- Briefings in bioinformatics
- Issue:
- Volume 22:Issue 6(2021)
- Issue Display:
- Volume 22, Issue 6 (2021)
- Year:
- 2021
- Volume:
- 22
- Issue:
- 6
- Issue Sort Value:
- 2021-0022-0006-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-05-17
- Subjects:
- conservation analysis -- N6-methyladenosine (m6A) -- genome analysis -- scoring framework
Genetics -- Data processing -- Periodicals
Molecular biology -- Data processing -- Periodicals
Genomes -- Data processing -- Periodicals
572.80285 - Journal URLs:
- http://bib.oxfordjournals.org ↗
http://www.oxfordjournals.org/content?genre=journal&issn=1477-4054 ↗
http://ukcatalogue.oup.com/ ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1093/bib/bbab088 ↗
- Languages:
- English
- ISSNs:
- 1467-5463
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2283.958363
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 19693.xml