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Fast Phylogeny of SARS-CoV-2 by Compression
Rudi L Cilibrasi1, Paul M B Vitányi2
1Centre for Nathematics & Computer Science CWI, Science Park 123, 1098 XG Amsterdam, The Netherlands.
Entropy (Basel, Switzerland)
|April 23, 2022
Summary
A novel compression method efficiently analyzes viral genome similarity, identifying SARS-CoV-2
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- The SARS-CoV-2 virus, responsible for COVID-19, necessitates rapid and accurate phylogenetic analysis.
- Traditional whole-genome comparison methods can be computationally intensive.
Purpose of the Study:
- To evaluate the utility of an alignment-free compression method for whole-genome phylogenetic and taxonomic analysis of SARS-CoV-2.
- To compare SARS-CoV-2 with a large database of viral genomes.
Main Methods:
- Utilized a normalized compression distance (NCD) approach based on algorithmic information theory to assess genomic similarity.
- Applied this method to the SARS-CoV-2 whole genome and a database of over 6500 viruses.
- Compared NCD results with those from mitochondrial DNA of familiar species and alignment-based methods.
Main Results:
- The compression method identified SARS-CoV-2 as most closely related to the RaTG13 virus and bat coronaviruses (bat-SL-CoVZXC21, bat-SL-CoVZC45).
- Phylogenetic and taxonomic results closely mirrored those obtained from alignment-based and machine-learning methods.
- The method provided insights into potential pangolin involvement in SARS-CoV-2 origins.
Conclusions:
- The alignment-free compression method is a simple, fast, and effective tool for whole-genome phylogenetic analysis.
- This approach offers a viable alternative to complex alignment-based methods for viral taxonomy and similarity assessment.
- The findings support the compression method's potential for rapid exploration of viral evolution and relationships.
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