ArticleTransboundary and emerging diseases2021
Comprehensive annotations of the mutational spectra of SARS-CoV-2 spike protein: a fast and accurate pipeline.
Article in Transboundary and emerging diseases, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 1 of them a synthesis that pooled it.
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Who cites it
28 citing papers in PubMed, 1 synthesis or guideline pooled it, 44 citations in OpenAlex.
- COVID-19 alters human microbiomes: a meta-analysis.Frontiers in cellular and infection microbiology · 2023Pooled it
- Air, surface, and wastewater surveillance of SARS-CoV-2; a multimodal evaluation of COVID-19 detection in a built environment.Journal of exposure science & environmental epidemiology · 2025Article
- Genetic Conservation and Diversity of SARS-CoV-2 Envelope Gene Across Variants of Concern.Journal of medical virology · 2025Article
- Some common deleterious mutations are shared in SARS-CoV-2 genomes from deceased COVID-19 patients across continents.Scientific reports · 2023Article
- Article
- Massive-scale genomic analysis reveals SARS-CoV-2 mutation characteristics and evolutionary trends.mLife · 2022Article
- Strain Variation Based on Spike Glycoprotein Gene of SARS-CoV-2 in Kuwait from 2020 to 2021.Pathogens (Basel, Switzerland) · 2022Article
- Evolution of SARS-CoV-2 in Spain during the First Two Years of the Pandemic: Circulating Variants, Amino Acid Conservation, and Genetic Variability in Structural, Non-Structural, and Accessory Proteins.International journal of molecular sciences · 2022Article
- SARS-CoV-2 Membrane Protein: From Genomic Data to Structural New Insights.International journal of molecular sciences · 2022Article
- Dominant clade-featured SARS-CoV-2 co-occurring mutations reveal plausible epistasis: An in silico based hypothetical model.Journal of medical virology · 2022Article
- Circulating Phylotypes of White Spot Syndrome Virus in Bangladesh and Their Virulence.Microorganisms · 2022Article
- Molecular characterization of SARS-CoV-2 detected in Tokyo, Japan during five waves: Identification of the amino acid substitutions associated with transmissibility and severity.Frontiers in microbiology · 2022Article
- Rab7 Investigation Insights into the Existence of White Spot Syndrome Virus in Crustaceans: AnAdvances in virology · 2022Article
- Differential gene expression profiling reveals potential biomarkers and pharmacological compounds against SARS-CoV-2: Insights from machine learning and bioinformatics approaches.Frontiers in immunology · 2022Article
- PipeCoV: a pipeline for SARS-CoV-2 genome assembly, annotation and variant identification.PeerJ · 2022Article
- SARS-CoV-2 infection reduces human nasopharyngeal commensal microbiome with inclusion of pathobionts.Scientific reports · 2021Article
- Role of Q675H Mutation in Improving SARS-CoV-2 Spike Interaction with the Furin Binding Pocket.Viruses · 2021Article
- Codon usage, phylogeny and binding energy estimation predict the evolution of SARS-CoV-2.One health (Amsterdam, Netherlands) · 2021Article
- SARS-CoV-2, Zika viruses and mycoplasma: Structure, pathogenesis and some treatment options in these emerging viral and bacterial infectious diseases.Biochimica et biophysica acta. Molecular basis of disease · 2021Article
- Immune response variables and viral mutations impact on COVID-19 reinfection and relapse.International immunopharmacology · 2021Review
Corrections and comments
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Authors and funding
10 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Infecting millions of people, the SARS-CoV-2 is evolving at an unprecedented rate, demanding advanced and specified analytic pipeline to capture the mutational spectra. In order to explore mutations and deletions in the spike (S) protein - the most-discussed protein of SARS-CoV-2 - we comprehensively analyzed 35,750 complete S protein-coding sequences through a custom Python-based pipeline. This GISAID-collected dataset of until 24 June 2020 covered six continents and five major climate zones. We identified 27,801 (77.77% sequences) mutated strains compared to reference Wuhan-Hu-1 wherein 84.40% of these strains mutated by only a single amino acid (aa). An outlier strain (EPI_ISL_463893) from Bosnia and Herzegovina possessed six aa substitutions. We also identified 11 residues with high aa mutation frequency, and each contains four types of aa variations. The infamous D614G variant has spread worldwide with ever-rising dominance and across regions with different climatic conditions alongside L5F and D936Y mutants, which have been documented throughout all regions and climate zones, respectively. We also found 988 unique aa substitutions spanned across 660 residues, which differed significantly among different continents (p = .003) and climatic zones (p = .021) as inferred with the Kruskal-Wallis test. Besides, 17 in-frame deletions at four sites adjacent to receptor-binding-domain were determined that may have a possible impact on attenuation. This study provides a fast and accurate pipeline for identifying mutations and deletions from the large dataset for coding and also non-coding sequences as evidenced by the representative analysis on existing S protein data. By using separate multi-sequence alignment, removing ambiguous sequences and in-frame stop codons, and utilizing pairwise alignment, this method can derive both synonymous and non-synonymous mutations (strain_ID reference aa:mutation position:strain aa). We suggest that the pipeline will aid in the evolutionary surveillance of any SARS-CoV-2 encoded proteins and will prove to be crucial in tracking the ever-increasing variation of many other divergent RNA viruses in the future. The code is available at https://github.com/SShaminur/Mutation-Analysis.
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