TY - CHAP
T1 - WHISTLE
T2 - A Functionally Annotated High-Accuracy Map of Human m6A Epitranscriptome
AU - Xu, Qingru
AU - Chen, Kunqi
AU - Meng, Jia
N1 - Publisher Copyright:
© 2021, Springer Science+Business Media, LLC, part of Springer Nature.
PY - 2021
Y1 - 2021
N2 - N6-Methyladenosine (m6A) is the most prevalent posttranscriptional modification in eukaryotes and plays a pivotal role in various biological processes, such as splicing, RNA degradation, and RNA–protein interaction. Accurately identification of the location of m6A is essential for related downstream studies. In this chapter, we introduce a prediction framework WHISTLE, which enables us to acquire so far the most accurate map of the transcriptome-wide human m6A RNA-methylation sites (with an average AUC: 0.948 and 0.880 under the full transcript or mature messenger RNA models, respectively, when tested on independent datasets). Besides, each individual m6A site was also functionally annotated according to the “guilt-by-association” principle by integrating RNA methylation data, gene expression data and protein–protein interaction data. A web server was constructed for conveniently querying the predicted RNA methylation sites and their putative biological functions. The website supports the query by genes, by GO function, table view, and the download of all the functionally annotated map of predicted map of human m6A epitranscriptome. The WHISTLE web server is freely available at: www.xjtlu.edu.cn/biologicalsciences/whistle and http://whistle-epitranscriptome.com.
AB - N6-Methyladenosine (m6A) is the most prevalent posttranscriptional modification in eukaryotes and plays a pivotal role in various biological processes, such as splicing, RNA degradation, and RNA–protein interaction. Accurately identification of the location of m6A is essential for related downstream studies. In this chapter, we introduce a prediction framework WHISTLE, which enables us to acquire so far the most accurate map of the transcriptome-wide human m6A RNA-methylation sites (with an average AUC: 0.948 and 0.880 under the full transcript or mature messenger RNA models, respectively, when tested on independent datasets). Besides, each individual m6A site was also functionally annotated according to the “guilt-by-association” principle by integrating RNA methylation data, gene expression data and protein–protein interaction data. A web server was constructed for conveniently querying the predicted RNA methylation sites and their putative biological functions. The website supports the query by genes, by GO function, table view, and the download of all the functionally annotated map of predicted map of human m6A epitranscriptome. The WHISTLE web server is freely available at: www.xjtlu.edu.cn/biologicalsciences/whistle and http://whistle-epitranscriptome.com.
KW - Epitranscriptome
KW - Guilt-by-association
KW - Machine learning
KW - N-Methyladenosine (mA)
KW - RNA modifications
UR - http://www.scopus.com/inward/record.url?scp=85104201962&partnerID=8YFLogxK
U2 - 10.1007/978-1-0716-1307-8_28
DO - 10.1007/978-1-0716-1307-8_28
M3 - Chapter
C2 - 33835461
AN - SCOPUS:85104201962
T3 - Methods in Molecular Biology
SP - 519
EP - 529
BT - Methods in Molecular Biology
PB - Humana Press Inc.
ER -