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Updated: Apr 10, 2026

Probing RNA Structure with Dimethyl Sulfate Mutational Profiling with Sequencing In Vitro and in Cells
Published on: December 9, 2022
Revealing deep evolutionary relationships between RNA viruses using predicted structural models of viral RNA
Heli A M Mönttinen1, Janne J Ravantti2, Richard Mayne3
1Institute of Biotechnology, Helsinki Institute of Life Science, University of Helsinki, Helsinki FI 00014, Finland.
The RNA-dependent RNA polymerase (RdRP) is key to classifying RNA viruses. This study used predicted structures to build a phylogenetic tree, revealing new evolutionary insights and challenging current viral taxonomy.
Area of Science:
- Virology
- Structural Biology
- Bioinformatics
- Evolutionary Biology
Background:
- The RNA-dependent RNA polymerase (RdRP) is the sole homologous gene in the kingdom Orthornavirae, crucial for inferring viral evolutionary relationships and taxonomy.
- Limited sequence similarity and alignment challenges in RNA viruses hinder deep evolutionary analyses.
- Experimental structures of viral RdRPs are scarce, restricting structure-based phylogenetic studies.
Purpose of the Study:
- To overcome limitations in experimental RdRP structures by employing protein structure prediction.
- To construct a comprehensive, structure-based phylogenetic tree for viral RdRPs.
- To evaluate current RNA virus taxonomy and explore deep evolutionary histories.
Main Methods:
- Utilized AlphaFold to predict structure models for 989 viral RdRPs.
- Employed Homologous Structure Finder for structural alignment, identifying 211 structurally equivalent residues across 96 virus genera.
- Constructed a structure-based phylogenetic tree using equivalent residues and validated it with a jackknifing approach.
Main Results:
- The generated phylogenetic trees largely support current RNA virus classifications at the class rank.
- The study's findings do not support the monophyly of the phyla Pisuviricota and Duplornaviricota.
- Flaviruses were observed to group separately from other Kitrinoviricota members in the phylogenetic analysis.
Conclusions:
- Protein structure conservation provides a robust method for inferring deep evolutionary histories of RNA viruses, even when sequence homology is lost.
- Structure-based phylogenetics offers valuable insights into viral evolution and taxonomy, complementing sequence-based methods.
- The study highlights potential revisions needed for current RNA virus classification, particularly concerning specific phyla and viral groups.
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