ArticleEvolutionary bioinformatics online2020
New Pathways of Mutational Change in SARS-CoV-2 Proteomes Involve Regions of Intrinsic Disorder Important for Virus Replication and Release.
Article in Evolutionary bioinformatics online, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.
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Who cites it
34 citing papers in PubMed, 52 citations in OpenAlex.
- Proteome-wide Ab Initio Structural Analysis of Viral Evolution.Methods in molecular biology (Clifton, N.J.) · 2026Article
- Evolution of Antiviral Drug Resistance in SARS-CoV-2.Viruses · 2025Review
- Evolution of intrinsic disorder in the structural domains of viral and cellular proteomes.Scientific reports · 2025Article
- The role of intrinsically disordered regions of SARS-CoV-2 nucleocapsid and non-structural protein 1 proteins.Frontiers in chemistry · 2025Review
- Enhancing SARS-CoV-2 Lineage Surveillance through the Integration of a Simple and Direct qPCR-Based Protocol Adaptation with Established Machine Learning Algorithms.Analytical chemistry · 2024Article
- AlphaFold2 Reveals Structural Patterns of Seasonal Haplotype Diversification in SARS-CoV-2 Nucleocapsid Protein Variants.Viruses · 2024Article
- AlphaFold2 Reveals Structural Patterns of Seasonal Haplotype Diversification in SARS-CoV-2 Spike Protein Variants.Biology · 2024Article
- Substitution spectra of SARS-CoV-2 genome from Pakistan reveals insights into the evolution of variants across the pandemic.Scientific reports · 2023Article
- Seasonal effects decouple SARS-CoV-2 haplotypes worldwide.F1000Research · 2023Article
- Analysis of the Contribution of Intrinsic Disorder in Shaping Potyvirus Genetic Diversity.Viruses · 2022Article
- Melatonin: Regulation of Viral Phase Separation and Epitranscriptomics in Post-Acute Sequelae of COVID-19.International journal of molecular sciences · 2022Review
- VOC-alarm: mutation-based prediction of SARS-CoV-2 variants of concern.Bioinformatics (Oxford, England) · 2022Article
- SARS-CoV-2: An Overview of the Genetic Profile and Vaccine Effectiveness of the Five Variants of Concern.Pathogens (Basel, Switzerland) · 2022Review
- Article
- The emergence of SARS-CoV-2 variants of concern in Australia by haplotype coalescence reveals a continental link to COVID-19 seasonality.Methods in microbiology · 2022Article
- The seasonal behaviour of COVID-19 and its galectin-like culprit of the viral spike.Methods in microbiology · 2022Article
- A Mouse-Adapted Model of HCoV-OC43 and Its Usage to the Evaluation of Antiviral Drugs.Frontiers in microbiology · 2022Article
- Heterologous immunity induced by 1Frontiers in immunology · 2022Review
- Understanding mutation hotspots for the SARS-CoV-2 spike protein using Shannon Entropy and K-means clustering.Computers in biology and medicine · 2021Article
- Phylogenomics and population genomics of SARS-CoV-2 in Mexico during the pre-vaccination stage reveals variants of interest B.1.1.28.4 and B.1.1.222 or B.1.1.519 and the nucleocapsid mutation S194L associated with symptoms.Microbial genomics · 2021Article
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Authors and funding
7 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The massive worldwide spread of the SARS-CoV-2 virus is fueling the COVID-19 pandemic. Since the first whole-genome sequence was published in January 2020, a growing database of tens of thousands of viral genomes has been constructed. This offers opportunities to study pathways of molecular change in the expanding viral population that can help identify molecular culprits of virulence and virus spread. Here we investigate the genomic accumulation of mutations at various time points of the early pandemic to identify changes in mutationally highly active genomic regions that are occurring worldwide. We used the Wuhan NC_045512.2 sequence as a reference and sampled 15 342 indexed sequences from GISAID, translating them into proteins and grouping them by month of deposition. The per-position amino acid frequencies and Shannon entropies of the coding sequences were calculated for each month, and a map of intrinsic disorder regions and binding sites was generated. The analysis revealed dominant variants, most of which were located in loop regions and on the surface of the proteins. Mutation entropy decreased between March and April of 2020 after steady increases at several sites, including the D614G mutation site of the spike (S) protein that was previously found associated with higher case fatality rates and at sites of the NSP12 polymerase and the NSP13 helicase proteins. Notable expanding mutations include R203K and G204R of the nucleocapsid (N) protein inter-domain linker region and G251V of the viroporin encoded by ORF3a between March and April. The regions spanning these mutations exhibited significant intrinsic disorder, which was enhanced and decreased by the N-protein and viroporin 3a protein mutations, respectively. These results predict an ongoing mutational shift from the spike and replication complex to other regions, especially to encoded molecules known to represent major β-interferon antagonists. The study provides valuable information for therapeutics and vaccine design, as well as insight into mutation tendencies that could facilitate preventive control.
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