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Updated: Nov 9, 2025

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WHISTLE: A Functionally Annotated High-Accuracy Map of Human m6A Epitranscriptome.

Qingru Xu1, Kunqi Chen2,3, Jia Meng1,4

  • 1Department of Biological Sciences, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu, China.

Methods in Molecular Biology (Clifton, N.J.)
|April 9, 2021
PubMed
Summary
This summary is machine-generated.

WHISTLE accurately maps N-methyladenosine (m6A) RNA methylation sites across the human transcriptome. This framework also functionally annotates these sites, aiding downstream biological studies.

Keywords:
EpitranscriptomeGuilt-by-associationMachine learningN6-Methyladenosine (m6A)RNA modifications

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Area of Science:

  • Molecular Biology
  • Epigenetics
  • Bioinformatics

Background:

  • N-methyladenosine (m6A) is the most abundant RNA modification in eukaryotes.
  • m6A regulates critical cellular processes including splicing, RNA decay, and RNA-protein interactions.
  • Precise identification of m6A sites is crucial for understanding its biological roles.

Purpose of the Study:

  • To develop a highly accurate prediction framework for transcriptome-wide m6A RNA methylation sites.
  • To functionally annotate identified m6A sites using integrated biological data.
  • To provide a user-friendly web server for accessing predicted m6A sites and their functions.

Main Methods:

  • Development of the WHISTLE prediction framework utilizing RNA methylation, gene expression, and protein-protein interaction data.
  • Validation of WHISTLE's accuracy on independent datasets, achieving high AUC scores.
  • Functional annotation of m6A sites based on the 'guilt-by-association' principle.

Main Results:

  • WHISTLE achieved the highest accuracy to date in mapping human m6A RNA methylation sites (AUC: 0.948 for full transcript, 0.880 for mature mRNA).
  • Generated a comprehensive, functionally annotated map of the human m6A epitranscriptome.
  • Established a web server for convenient querying and downloading of predicted m6A sites and their putative biological functions.

Conclusions:

  • WHISTLE provides a powerful and accurate tool for m6A site prediction and functional annotation.
  • The WHISTLE web server facilitates research into the epitranscriptome and m6A-mediated biological processes.
  • This resource enhances the study of m6A's role in eukaryotic gene regulation.