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Gruber CEM, Tucci FG, Giombini E, Mazzotta V, Spezia PG, Rueca M, Mastrorosa I, Fabeni L, Berno G, Butera O, Rosati S, Specchiarello E, Carletti F, Focosi D, Nicastri E, Girardi E, Antinori A, Maggi F. Molnupiravir increases SARS-CoV-2 genome diversity and complexity: A case-control cohort study. J Med Virol 2024; 96:e29642. [PMID: 38708812 DOI: 10.1002/jmv.29642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 04/18/2024] [Accepted: 04/22/2024] [Indexed: 05/07/2024]
Abstract
Molnupiravir, an oral direct-acting antiviral effective in vitro against SARS-CoV-2, has been largely employed during the COVID-19 pandemic, since December 2021. After marketing and widespread usage, a progressive increase in SARS-CoV-2 lineages characterized by a higher transition/transversion ratio, a characteristic signature of molnupiravir action, appeared in the Global Initiative on Sharing All Influenza Data (GISAID) and International Nucleotide Sequence Database Collaboration (INSDC) databases. Here, we assessed the drug effects by SARS-CoV-2 whole-genome sequencing on 38 molnupiravir-treated persistently positive COVID-19 outpatients tested before and after treatment. Seventeen tixagevimab/cilgavimab-treated outpatients served as controls. Mutational analyses confirmed that SARS-CoV-2 exhibits an increased transition/transversion ratio seven days after initiation of molnupiravir. Moreover we observed an increased G->A ratio compared to controls, which was not related to apolipoprotein B mRNAediting enzyme, catalytic polypeptide-like (APOBEC) activity. In addition, we demonstrated for the first time an increased diversity and complexity of the viral quasispecies.
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Affiliation(s)
| | | | - Emanuela Giombini
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Valentina Mazzotta
- Clinical and Research Infectious Diseases Department, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Pietro Giorgio Spezia
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Martina Rueca
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Ilaria Mastrorosa
- Clinical and Research Infectious Diseases Department, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Lavinia Fabeni
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Giulia Berno
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Ornella Butera
- Laboratory of Microbiology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Silvia Rosati
- Clinical and Research Infectious Diseases Department, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Eliana Specchiarello
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Fabrizio Carletti
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Daniele Focosi
- North-Western Tuscany Blood Bank, Pisa University Hospital, Pisa, Italy
| | - Emanuele Nicastri
- Clinical and Research Infectious Diseases Department, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Enrico Girardi
- Scientific Direction, National Institute for Infectious Diseases "L. Spallanzani"-IRCCS, Rome, Italy
| | - Andrea Antinori
- Clinical and Research Infectious Diseases Department, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
| | - Fabrizio Maggi
- Laboratory of Virology, National Institute for Infectious Diseases Lazzaro Spallanzani IRCCS, Rome, Italy
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2
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Favretti M. Entropic Dynamics of Mutations in SARS-CoV-2 Genomic Sequences. ENTROPY (BASEL, SWITZERLAND) 2024; 26:163. [PMID: 38392418 PMCID: PMC10887836 DOI: 10.3390/e26020163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2024] [Revised: 02/08/2024] [Accepted: 02/12/2024] [Indexed: 02/24/2024]
Abstract
In this paper, we investigate a certain class of mutations in genomic sequences by studying the evolution of the entropy and relative entropy associated with the base frequencies of a given genomic sequence. Even if the method is, in principle, applicable to every sequence which varies randomly, the case of SARS-CoV-2 RNA genome is particularly interesting to analyze, due to the richness of the available sequence database containing more than a million sequences. Our model is able to track known features of the mutation dynamics like the Cytosine-Thymine bias, but also to reveal new features of the virus mutation dynamics. We show that these new findings can be studied using an approach that combines the mean field approximation of a Markov dynamics within a stochastic thermodynamics framework.
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Affiliation(s)
- Marco Favretti
- Dipartimento di Matematica "Tullio Levi-Civita", Università degli Studi di Padova, 35123 Padova, Italy
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3
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Gupta S, Gupta D, Bhatnagar S. Analysis of SARS-CoV-2 genome evolutionary patterns. Microbiol Spectr 2024; 12:e0265423. [PMID: 38197644 PMCID: PMC10846092 DOI: 10.1128/spectrum.02654-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 11/20/2023] [Indexed: 01/11/2024] Open
Abstract
The spread of SARS-CoV-2 virus accompanied by public availability of abundant sequence data provides a window for the determination of viral evolutionary patterns. In this study, SARS-CoV-2 genome sequences were collected from seven countries in the period January 2020-December 2022. The sequences were classified into three phases, namely, pre-vaccination, post-vaccination, and recent period. Comparison was performed between these phases based on parameters like mutation rates, selection pressure (dN/dS ratio), and transition to transversion ratios (Ti/Tv). Similar comparisons were performed among SARS-CoV-2 variants. Statistical significance was tested using Graphpad unpaired t-test. The analysis showed an increase in the percent genomic mutation rates post-vaccination and in recent periods across all countries from the pre-vaccination sequences. Mutation rates were highest in NSP3, S, N, and NSP12b before and increased further after vaccination. NSP4 showed the largest change in mutation rates after vaccination. The dN/dS ratios showed purifying selection that shifted toward neutral selection after vaccination. N, ORF8, ORF3a, and ORF10 were under highest positive selection before vaccination. Shift toward neutral selection was driven by E, NSP3, and ORF7a in the after vaccination set. In recent sequences, the largest dN/dS change was observed in E, NSP1, and NSP13. The Ti/Tv ratios decreased with time. C→U and G→U were the most frequent transitions and transversions. However, U→G was the most frequent transversion in recent period. The Omicron variant had the highest genomic mutation rates, while Delta showed the highest dN/dS ratio. Protein-wise dN/dS ratio was also seen to vary across the different variants.IMPORTANCETo the best of our knowledge, there exists no other large-scale study of the genomic and protein-wise mutation patterns during the time course of evolution in different countries. Analyzing the SARS-CoV-2 evolutionary patterns in view of the varying spatial, temporal, and biological signals is important for diagnostics, therapeutics, and pharmacovigilance of SARS-CoV-2.
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Affiliation(s)
- Shubhangi Gupta
- Department of Biological Sciences and Engineering, Computational and Structural Biology Laboratory, Netaji Subhas University of Technology, Dwarka, New Delhi, India
| | - Deepanshu Gupta
- Division of Biotechnology, Computational and Structural Biology Laboratory, Netaji Subhas Institute of Technology, Dwarka, New Delhi, India
| | - Sonika Bhatnagar
- Department of Biological Sciences and Engineering, Computational and Structural Biology Laboratory, Netaji Subhas University of Technology, Dwarka, New Delhi, India
- Division of Biotechnology, Computational and Structural Biology Laboratory, Netaji Subhas Institute of Technology, Dwarka, New Delhi, India
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4
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Formentin M, Chignola R, Favretti M. Optimal entropic properties of SARS-CoV-2 RNA sequences. ROYAL SOCIETY OPEN SCIENCE 2024; 11:231369. [PMID: 38298394 PMCID: PMC10827432 DOI: 10.1098/rsos.231369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 01/02/2024] [Indexed: 02/02/2024]
Abstract
The reaction of the scientific community against the COVID-19 pandemic has generated a huge (approx. 106 entries) dataset of genome sequences collected worldwide and spanning a relatively short time window. These unprecedented conditions together with the certain identification of the reference viral genome sequence allow for an original statistical study of mutations in the virus genome. In this paper, we compute the Shannon entropy of every sequence in the dataset as well as the relative entropy and the mutual information between the reference sequence and the mutated ones. These functions, originally developed in information theory, measure the information content of a sequence and allows us to study the random character of mutation mechanism in terms of its entropy and information gain or loss. We show that this approach allows us to set in new format known features of the SARS-CoV-2 mutation mechanism like the CT bias, but also to discover new optimal entropic properties of the mutation process in the sense that the virus mutation mechanism track closely theoretically computable lower bounds for the entropy decrease and the information transfer.
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Affiliation(s)
- Marco Formentin
- Department of Mathematics Tullio Levi-Civita, University of Padova, via Trieste 63 35131 Padova, Italy
| | - Roberto Chignola
- Department of Biotechnology, University of Verona, Strada le Grazie 15-CV1, 37134 Verona, Italy
| | - Marco Favretti
- Department of Mathematics Tullio Levi-Civita, University of Padova, via Trieste 63 35131 Padova, Italy
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5
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Yogev O, Weissbrod O, Battistoni G, Bressan D, Naamati A, Falciatori I, Berkyurek AC, Rasnic R, Izuagbe R, Hosmillo M, Ilan S, Grossman I, McCormick L, Honeycutt CC, Johnston T, Gagne M, Douek DC, Goodfellow I, Hannon GJ, Erlich Y. From a genome-wide screen of RNAi molecules against SARS-CoV-2 to a validated broad-spectrum and potent prophylaxis. Commun Biol 2023; 6:277. [PMID: 36928598 PMCID: PMC10019795 DOI: 10.1038/s42003-023-04589-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 02/13/2023] [Indexed: 03/18/2023] Open
Abstract
Expanding the arsenal of prophylactic approaches against SARS-CoV-2 is of utmost importance, specifically those strategies that are resistant to antigenic drift in Spike. Here, we conducted a screen of over 16,000 RNAi triggers against the SARS-CoV-2 genome, using a massively parallel assay to identify hyper-potent siRNAs. We selected Ten candidates for in vitro validation and found five siRNAs that exhibited hyper-potent activity (IC50 < 20 pM) and strong blockade of infectivity in live-virus experiments. We further enhanced this activity by combinatorial pairing of the siRNA candidates and identified cocktails that were active against multiple types of variants of concern (VOC). We then examined over 2,000 possible mutations in the siRNA target sites by using saturation mutagenesis and confirmed broad protection of the leading cocktail against future variants. Finally, we demonstrated that intranasal administration of this siRNA cocktail effectively attenuates clinical signs and viral measures of disease in the gold-standard Syrian hamster model. Our results pave the way for the development of an additional layer of antiviral prophylaxis that is orthogonal to vaccines and monoclonal antibodies.
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Affiliation(s)
- Ohad Yogev
- Eleven Therapeutics, Cambridge, United Kingdom.
| | | | - Giorgia Battistoni
- Eleven Therapeutics, Cambridge, United Kingdom
- CRUK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Dario Bressan
- Eleven Therapeutics, Cambridge, United Kingdom
- CRUK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Adi Naamati
- Eleven Therapeutics, Cambridge, United Kingdom
| | | | | | | | - Rhys Izuagbe
- University of Cambridge, Department of Pathology, Division of Virology, Cambridge, United Kingdom
| | - Myra Hosmillo
- University of Cambridge, Department of Pathology, Division of Virology, Cambridge, United Kingdom
| | | | | | - Lauren McCormick
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Christopher Cole Honeycutt
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Timothy Johnston
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Matthew Gagne
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Daniel C Douek
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Ian Goodfellow
- University of Cambridge, Department of Pathology, Division of Virology, Cambridge, United Kingdom
| | - Gregory James Hannon
- CRUK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
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6
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Wu C, Paradis NJ, Lakernick PM, Hryb M. L-shaped distribution of the relative substitution rate (c/μ) observed for SARS-COV-2's genome, inconsistent with the selectionist theory, the neutral theory and the nearly neutral theory but a near-neutral balanced selection theory: Implication on "neutralist-selectionist" debate. Comput Biol Med 2023; 153:106522. [PMID: 36638615 PMCID: PMC9814386 DOI: 10.1016/j.compbiomed.2022.106522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 12/17/2022] [Accepted: 12/31/2022] [Indexed: 01/07/2023]
Abstract
The genomic substitution rate (GSR) of SARS-CoV-2 exhibits a molecular clock feature and does not change under fluctuating environmental factors such as the infected human population (10°-107), vaccination etc. The molecular clock feature is believed to be inconsistent with the selectionist theory (ST). The GSR shows lack of dependence on the effective population size, suggesting Ohta's nearly neutral theory (ONNT) is not applicable to this virus. Big variation of the substitution rate within its genome is also inconsistent with Kimura's neutral theory (KNT). Thus, all three existing evolution theories fail to explain the evolutionary nature of this virus. In this paper, we proposed a Segment Substitution Rate Model (SSRM) under non-neutral selections and pointed out that a balanced mechanism between negative and positive selection of some segments that could also lead to the molecular clock feature. We named this hybrid mechanism as near-neutral balanced selection theory (NNBST) and examined if it was followed by SARS-CoV-2 using the three independent sets of SARS-CoV-2 genomes selected by the Nextstrain team. Intriguingly, the relative substitution rate of this virus exhibited an L-shaped probability distribution consisting with NNBST rather than Poisson distribution predicted by KNT or an asymmetric distribution predicted by ONNT in which nearly neutral sites are believed to be slightly deleterious only, or the distribution that is lack of nearly neutral sites predicted by ST. The time-dependence of the substitution rates for some segments and their correlation with the vaccination were observed, supporting NNBST. Our relative substitution rate method provides a tool to resolve the long standing "neutralist-selectionist" controversy. Implications of NNBST in resolving Lewontin's Paradox is also discussed.
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Affiliation(s)
- Chun Wu
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA; Department of Biological & Biomedical Sciences, Rowan University, Glassboro, NJ, 08028, USA.
| | - Nicholas J Paradis
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA
| | - Phillip M Lakernick
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA
| | - Mariya Hryb
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA
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7
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Baindara P, Ganguli S, Chakraborty R, Mandal SM. Preventing Respiratory Viral Diseases with Antimicrobial Peptide Master Regulators in the Lung Airway Habitat. Clin Pract 2023; 13:125-147. [PMID: 36648852 PMCID: PMC9844411 DOI: 10.3390/clinpract13010012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 12/22/2022] [Accepted: 12/28/2022] [Indexed: 01/18/2023] Open
Abstract
The vast surface area of the respiratory system acts as an initial site of contact for microbes and foreign particles. The whole respiratory epithelium is covered with a thin layer of the airway and alveolar secretions. Respiratory secretions contain host defense peptides (HDPs), such as defensins and cathelicidins, which are the best-studied antimicrobial components expressed in the respiratory tract. HDPs have an important role in the human body's initial line of defense against pathogenic microbes. Epithelial and immunological cells produce HDPs in the surface fluids of the lungs, which act as endogenous antibiotics in the respiratory tract. The production and action of these antimicrobial peptides (AMPs) are critical in the host's defense against respiratory infections. In this study, we have described all the HDPs secreted in the respiratory tract as well as how their expression is regulated during respiratory disorders. We focused on the transcriptional expression and regulation mechanisms of respiratory tract HDPs. Understanding how HDPs are controlled throughout infections might provide an alternative to relying on the host's innate immunity to combat respiratory viral infections.
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Affiliation(s)
- Piyush Baindara
- Department of Radiation Oncology, University of Missouri, Columbia, MO 65211, USA
| | - Sriradha Ganguli
- OMICS Laboratory, Department of Biotechnology, University of North Bengal, P.O. NBU, Siliguri 734013, West Bengal, India
| | - Ranadhir Chakraborty
- OMICS Laboratory, Department of Biotechnology, University of North Bengal, P.O. NBU, Siliguri 734013, West Bengal, India
| | - Santi M. Mandal
- Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur 721302, West Bengal, India
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8
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Sadraeian M, Zhang L, Aavani F, Biazar E, Jin D. Viral inactivation by light. ELIGHT 2022; 2:18. [PMID: 36187558 PMCID: PMC9510523 DOI: 10.1186/s43593-022-00029-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 09/03/2022] [Accepted: 09/07/2022] [Indexed: 11/28/2022]
Abstract
Nowadays, viral infections are one of the greatest challenges for medical sciences and human society. While antiviral compounds and chemical inactivation remain inadequate, physical approaches based on irradiation provide new potentials for prevention and treatment of viral infections, without the risk of drug resistance and other unwanted side effects. Light across the electromagnetic spectrum can inactivate the virions using ionizing and non-ionizing radiations. This review highlights the anti-viral utility of radiant methods from the aspects of ionizing radiation, including high energy ultraviolet, gamma ray, X-ray, and neutron, and non-ionizing photo-inactivation, including lasers and blue light.
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Affiliation(s)
- Mohammad Sadraeian
- Present Address: Institute for Biomedical Materials and Devices (IBMD), Faculty of Science, University of Technology Sydney, Sydney, NSW 2007 Australia
| | - Le Zhang
- Present Address: Institute for Biomedical Materials and Devices (IBMD), Faculty of Science, University of Technology Sydney, Sydney, NSW 2007 Australia
| | - Farzaneh Aavani
- Department of Oral and Maxillofacial Surgery, Division of Regenerative Orofacial Medicine, University Hospital Hamburg-Eppendorf, 20251 Hamburg, Germany
| | - Esmaeil Biazar
- Department of Biomedical Engineering, Islamic Azad University, Tonekabon Branch, Tonekabon, Iran
| | - Dayong Jin
- Present Address: Institute for Biomedical Materials and Devices (IBMD), Faculty of Science, University of Technology Sydney, Sydney, NSW 2007 Australia
- UTS-SUStech Joint Research Centre for Biomedical Materials & Devices, Department of Biomedical Engineering, College of Engineering, Southern University of Science and Technology, Shenzhen, Guangdong China
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9
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Chakraborty C, Bhattacharya M, Sharma AR, Dhama K, Lee SS. Continent-wide evolutionary trends of emerging SARS-CoV-2 variants: dynamic profiles from Alpha to Omicron. GeroScience 2022; 44:2371-2392. [PMID: 35831773 PMCID: PMC9281186 DOI: 10.1007/s11357-022-00619-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 06/27/2022] [Indexed: 01/06/2023] Open
Abstract
The ongoing SARS-CoV-2 evolution process has generated several variants due to its continuous mutations, making pandemics more critical. The present study illustrates SARS-CoV-2 evolution and its emerging mutations in five directions. First, the significant mutations in the genome and S-glycoprotein were analyzed in different variants. Three linear models were developed with the regression line to depict the mutational load for S-glycoprotein, total genome excluding S-glycoprotein, and whole genome. Second, the continent-wide evolution of SARS-CoV-2 and its variants with their clades and divergence were evaluated. It showed the region-wise evolution of the SARS-CoV-2 variants and their clustering event. The major clades for each variant were identified. One example is clade 21K, a major clade of the Omicron variant. Third, lineage dynamics and comparison between SARS-CoV-2 lineages across different countries are also illustrated, demonstrating dominant variants in various countries over time. Fourth, gene-wise mutation patterns and genetic variability of SARS-CoV-2 variants across various countries are illustrated. High mutation patterns were found in the ORF10, ORF6, S, and low mutation pattern E genes. Finally, emerging AA point mutations (T478K, L452R, N501Y, S477N, E484A, Q498R, and Y505H), their frequencies, and country-wise occurrence were identified, and the highest event of two mutations (T478K and L452R) was observed.
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Affiliation(s)
- Chiranjib Chakraborty
- Department of Biotechnology, School of Life Science and Biotechnology, Adamas University, Kolkata, West Bengal 700126 India
| | - Manojit Bhattacharya
- Department of Zoology, Fakir Mohan University, Vyasa Vihar, Balasore, 756020 Odisha India
| | - Ashish Ranjan Sharma
- Institute for Skeletal Aging & Orthopedic Surgery, Hallym University-Chuncheon Sacred Heart Hospital, Chuncheon-si, 24252 Gangwon-do Republic of Korea
| | - Kuldeep Dhama
- Division of Pathology, ICAR-Indian Veterinary Research Institute, Izatnagar, Bareilly, 243122 Uttar Pradesh India
| | - Sang-Soo Lee
- Institute for Skeletal Aging & Orthopedic Surgery, Hallym University-Chuncheon Sacred Heart Hospital, Chuncheon-si, 24252 Gangwon-do Republic of Korea
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Zhu M, Zeng Q, Saputro BIL, Chew SP, Chew I, Frendy H, Tan JW, Li L. Tracking the molecular evolution and transmission patterns of SARS-CoV-2 lineage B.1.466.2 in Indonesia based on genomic surveillance data. Virol J 2022; 19:103. [PMID: 35710544 PMCID: PMC9202327 DOI: 10.1186/s12985-022-01830-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 06/02/2022] [Indexed: 12/22/2022] Open
Abstract
Background As a new epi-center of COVID-19 in Asia and a densely populated developing country, Indonesia is facing unprecedented challenges in public health. SARS-CoV-2 lineage B.1.466.2 was reported to be an indigenous dominant strain in Indonesia (once second only to the Delta variant). However, it remains unclear how this variant evolved and spread within such an archipelagic nation. Methods For statistical description, the spatiotemporal distributions of the B.1.466.2 variant were plotted using the publicly accessible metadata in GISAID. A total of 1302 complete genome sequences of Indonesian B.1.466.2 strains with high coverage were downloaded from the GISAID’s EpiCoV database on 28 August 2021. To determine the molecular evolutionary characteristics, we performed a time-scaled phylogenetic analysis using the maximum likelihood algorithm and called the single nucleotide variants taking the Wuhan-Hu-1 sequence as reference. To investigate the spatiotemporal transmission patterns, we estimated two dynamic parameters (effective population size and effective reproduction number) and reconstructed the phylogeography among different islands. Results As of the end of August 2021, nearly 85% of the global SARS-CoV-2 lineage B.1.466.2 sequences (including the first one) were obtained from Indonesia. This variant was estimated to account for over 50% of Indonesia’s daily infections during the period of March–May 2021. The time-scaled phylogeny suggested that SARS-CoV-2 lineage B.1.466.2 circulating in Indonesia might have originated from Java Island in mid-June 2020 and had evolved into two disproportional and distinct sub-lineages. High-frequency non-synonymous mutations were mostly found in the spike and NSP3; the S-D614G/N439K/P681R co-mutations were identified in its larger sub-lineage. The demographic history was inferred to have experienced four phases, with an exponential growth from October 2020 to February 2021. The effective reproduction number was estimated to have reached its peak (11.18) in late December 2020 and dropped to be less than one after early May 2021. The relevant phylogeography showed that Java and Sumatra might successively act as epi-centers and form a stable transmission loop. Additionally, several long-distance transmission links across seas were revealed. Conclusions SARS-CoV-2 variants circulating in the tropical archipelago may follow unique patterns of evolution and transmission. Continuous, extensive and targeted genomic surveillance is essential. Supplementary Information The online version contains supplementary material available at 10.1186/s12985-022-01830-1.
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Affiliation(s)
- Mingjian Zhu
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, National Medical Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Qianli Zeng
- Shanghai Institute of Biological Products, Shanghai, China
| | | | - Sien Ping Chew
- Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Ian Chew
- Zhejiang University School of Medicine, Hangzhou, China
| | - Holie Frendy
- Faculty of Medicine and Health Sciences, Krida Wacana Christian University, Jakarta, Indonesia
| | - Joanna Weihui Tan
- Faculty of Arts and Social Sciences, National University of Singapore, Singapore, Singapore
| | - Lanjuan Li
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, National Medical Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
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11
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Troyano-Hernáez P, Reinosa R, Holguín Á. 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. Int J Mol Sci 2022; 23:ijms23126394. [PMID: 35742840 PMCID: PMC9223475 DOI: 10.3390/ijms23126394] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 06/06/2022] [Accepted: 06/07/2022] [Indexed: 02/04/2023] Open
Abstract
Monitoring SARS-CoV-2’s genetic diversity and emerging mutations in this ongoing pandemic is crucial to understanding its evolution and ensuring the performance of COVID-19 diagnostic tests, vaccines, and therapies. Spain has been one of the main epicenters of COVID-19, reaching the highest number of cases and deaths per 100,000 population in Europe at the beginning of the pandemic. This study aims to investigate the epidemiology of SARS-CoV-2 in Spain and its 18 Autonomous Communities across the six epidemic waves established from February 2020 to January 2022. We report on the circulating SARS-CoV-2 variants in each epidemic wave and Spanish region and analyze the mutation frequency, amino acid (aa) conservation, and most frequent aa changes across each structural/non-structural/accessory viral protein among the Spanish sequences deposited in the GISAID database during the study period. The overall SARS-CoV-2 mutation frequency was 1.24 × 10−5. The aa conservation was >99% in the three types of protein, being non-structural the most conserved. Accessory proteins had more variable positions, while structural proteins presented more aa changes per sequence. Six main lineages spread successfully in Spain from 2020 to 2022. The presented data provide an insight into the SARS-CoV-2 circulation and genetic variability in Spain during the first two years of the pandemic.
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12
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Ortiz-Pineda PA, Sierra-Torres CH. Evolutionary Traits and Genomic Surveillance of SARS-CoV-2 in South America. Glob Health Epidemiol Genom 2022; 2022:8551576. [PMID: 35655960 PMCID: PMC9132712 DOI: 10.1155/2022/8551576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 03/12/2022] [Accepted: 04/24/2022] [Indexed: 11/18/2022] Open
Abstract
Since the zoonotic event from which SARS-CoV-2 started infecting humans late in 2019, the virus has caused more than 5 million deaths and has infected over 500 million people around the world. The pandemic has had a severe impact on social and economic activities, with greater repercussions in low-income countries. South America, with almost 5% of the world's population, has reckoned with almost a fifth of the total people infected and more than 26% (>1/4) of the deceased. Fortunately, the full genome structure and sequence of SARS-CoV-2 have been rapidly obtained and studied thanks to all the scientific efforts and data sharing around the world. Such molecular analysis of SARS-CoV-2 dynamics showed that rates of mutation, similar to other members of the Coronaviridae family, along with natural selection forces, could result in the emergence of new variants; few of them might be of high consequence. However, this is a serious threat to controlling the pandemic and, of course, enduring the process of returning to normalization with the implicit monetary cost of such a contingency. The lack of updated knowledge in South America justifies the need to develop a structured genomic surveillance program of current and emerging SARS-CoV-2 variants. The modeling of the molecular events and microevolution of the virus will contribute to making better decisions on public health management of the pandemic and developing accurate treatments and more efficient vaccines.
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Affiliation(s)
- Pablo A. Ortiz-Pineda
- Laboratory of Molecular Biology and Genomics, InnovaGen Foundation, Popayán, Colombia
| | - Carlos H. Sierra-Torres
- Laboratory of Molecular Biology and Genomics, InnovaGen Foundation, Popayán, Colombia
- Human Genetics Laboratory, Department of Physiological Sciences, Faculty of Health Sciences, University of Cauca, Popayán, Colombia
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13
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Shakeel M, Irfan M, Un Nisa Z, Farooq S, Ul Ain N, Iqbal W, Kakar N, Jahan S, Shahzad M, Siddiqi S, Khan IA. Genome sequencing and analysis of genomic diversity in the locally transmitted SARS-CoV-2 in Pakistan. Transbound Emerg Dis 2022; 69:e2418-e2430. [PMID: 35510932 PMCID: PMC9348400 DOI: 10.1111/tbed.14586] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 04/11/2022] [Accepted: 05/01/2022] [Indexed: 12/01/2022]
Abstract
Surveillance of genetic diversity of the SARS‐CoV‐2 is extremely important to detect the emergence of more infectious and deadly strains of the virus. In this study, we evaluated mutational events in the SARS‐CoV‐2 genomes through whole genome sequencing. The samples were collected from COVID‐19 patients in different major cities of Pakistan during the four waves of the pandemic (May 2020 to July 2021) and subjected to whole genome sequencing. Using in silico and machine learning tools, the viral mutational events were analyzed, and variants of concern and of interest were identified during each of the four waves. The overall mutation frequency (mutations per genome) increased during the course of the pandemic from 12.19 to 23.63, 31.03, and 41.22 in the first, second, third, and fourth waves, respectively. We determined that the viral strains rose to higher frequencies in local transmission. The first wave had three most common strains B.1.36, B.1.160, and B.1.255, the second wave comprised B.1.36 and B.1.247 strains, the third wave had B.1.1.7 (Alpha variant) and B.1.36 strains, and the fourth waves comprised B.1.617.2 (Delta). Intriguingly, the B.1.36 variants were found in all the waves of the infection indicating their survival fitness. Through phylogenetic analysis, the probable routes of transmission of various strains in the country were determined. Collectively, our study provided an insight into the evolution of SARS‐CoV‐2 lineages in the spatiotemporal local transmission during different waves of the pandemic, which aided the state institutions in implementing adequate preventive measures.
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Affiliation(s)
- Muhammad Shakeel
- Jamil-ur-Rahman Center for Genome Research, Dr. Panjwani Center for Molecular Medicine and Drug Research, ICCBS, University of Karachi, Karachi, 75270, Pakistan
| | - Muhammad Irfan
- Jamil-ur-Rahman Center for Genome Research, Dr. Panjwani Center for Molecular Medicine and Drug Research, ICCBS, University of Karachi, Karachi, 75270, Pakistan
| | - Zaib Un Nisa
- Jamil-ur-Rahman Center for Genome Research, Dr. Panjwani Center for Molecular Medicine and Drug Research, ICCBS, University of Karachi, Karachi, 75270, Pakistan
| | - Saba Farooq
- National Institute of Virology, Dr. Panjwani Center for Molecular Medicine and Drug Research, ICCBS, University of Karachi, Karachi, 75270, Pakistan
| | - Noor Ul Ain
- Institute of Biomedical and Genetic Engineering (IBGE), Islamabad, Pakistan
| | - Waseem Iqbal
- Pathology Unit, Mardan Medical Complex, Mardan, Pakistan
| | - Niamatullah Kakar
- Center for Advanced Studies in Vaccinology and Biotechnology (CASVAB), University of Balochistan, Quetta, Pakistan
| | - Shah Jahan
- Department of Immunology, University of Health Sciences Lahore, Lahore, Pakistan
| | - Mohsin Shahzad
- Department of Molecular Biology, Shaheed Zulfiqar Ali Bhutto Medical University, Islamabad, Pakistan
| | - Saima Siddiqi
- Institute of Biomedical and Genetic Engineering (IBGE), Islamabad, Pakistan
| | - Ishtiaq Ahmad Khan
- Jamil-ur-Rahman Center for Genome Research, Dr. Panjwani Center for Molecular Medicine and Drug Research, ICCBS, University of Karachi, Karachi, 75270, Pakistan
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14
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Yogev O, Weissbrod O, Battistoni G, Bressan D, Naamti A, Falciatori I, Berkyurek AC, Rasnic R, Hosmillo M, Ilan S, Grossman I, McCormick L, Honeycutt CC, Johnston T, Gagne M, Douek DC, Goodfellow I, Hannon GJ, Erlich Y. Genome wide screen of RNAi molecules against SARS-CoV-2 creates a broadly potent prophylaxis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.04.12.488010. [PMID: 35441162 PMCID: PMC9016640 DOI: 10.1101/2022.04.12.488010] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Expanding the arsenal of prophylactic approaches against SARS-CoV-2 is of utmost importance, specifically those strategies that are resistant to antigenic drift in Spike. Here, we conducted a screen with over 16,000 RNAi triggers against the SARS-CoV-2 genome using a massively parallel assay to identify hyper-potent siRNAs. We selected 10 candidates for in vitro validation and found five siRNAs that exhibited hyper-potent activity with IC50<20pM and strong neutralisation in live virus experiments. We further enhanced the activity by combinatorial pairing of the siRNA candidates to develop siRNA cocktails and found that these cocktails are active against multiple types of variants of concern (VOC). We examined over 2,000 possible mutations to the siRNA target sites using saturation mutagenesis and identified broad protection against future variants. Finally, we demonstrated that intranasal administration of the siRNA cocktail effectively attenuates clinical signs and viral measures of disease in the Syrian hamster model. Our results pave the way to development of an additional layer of antiviral prophylaxis that is orthogonal to vaccines and monoclonal antibodies.
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Affiliation(s)
- Ohad Yogev
- Eleven Therapeutics, Cambridge, United Kingdom
| | | | - Giorgia Battistoni
- Eleven Therapeutics, Cambridge, United Kingdom
- CRUK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, United Kingdom
| | - Dario Bressan
- Eleven Therapeutics, Cambridge, United Kingdom
- CRUK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, United Kingdom
| | - Adi Naamti
- Eleven Therapeutics, Cambridge, United Kingdom
| | | | | | | | - Myra Hosmillo
- University of Cambridge, Department of Pathology, Division of Virology, Cambridge, United Kingdom
| | | | | | - Lauren McCormick
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Christopher C. Honeycutt
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Timothy Johnston
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Matthew Gagne
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Daniel C. Douek
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Ian Goodfellow
- University of Cambridge, Department of Pathology, Division of Virology, Cambridge, United Kingdom
| | - Gregory J. Hannon
- CRUK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, United Kingdom
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15
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Rapid SARS-CoV-2 Intra-Host and Within-Household Emergence of Novel Haplotypes. Viruses 2022; 14:v14020399. [PMID: 35215992 PMCID: PMC8877413 DOI: 10.3390/v14020399] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 02/11/2022] [Accepted: 02/13/2022] [Indexed: 12/13/2022] Open
Abstract
In February 2020, the municipality of Vo', a small town near Padua (Italy) was quarantined due to the first coronavirus disease 19 (COVID-19)-related death detected in Italy. To investigate the viral prevalence and clinical features, the entire population was swab tested in two sequential surveys. Here we report the analysis of 87 viral genomes, which revealed that the unique ancestor haplotype introduced in Vo' belongs to lineage B, carrying the mutations G11083T and G26144T. The viral sequences allowed us to investigate the viral evolution while being transmitted within and across households and the effectiveness of the non-pharmaceutical interventions implemented in Vo'. We report, for the first time, evidence that novel viral haplotypes can naturally arise intra-host within an interval as short as two weeks, in approximately 30% of the infected individuals, regardless of symptom severity or immune system deficiencies. Moreover, both phylogenetic and minimum spanning network analyses converge on the hypothesis that the viral sequences evolved from a unique common ancestor haplotype that was carried by an index case. The lockdown extinguished both the viral spread and the emergence of new variants.
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16
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Ghorbani A, Samarfard S, Jajarmi M, Bagheri M, Karbanowicz TP, Afsharifar A, Eskandari MH, Niazi A, Izadpanah K. Highlight of potential impact of new viral genotypes of SARS-CoV-2 on vaccines and anti-viral therapeutics. GENE REPORTS 2022; 26:101537. [PMID: 35128175 PMCID: PMC8808475 DOI: 10.1016/j.genrep.2022.101537] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 11/10/2021] [Accepted: 12/02/2021] [Indexed: 12/23/2022]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the causal agent of the coronavirus disease (COVID-19) pandemic, has infected millions of people globally. Genetic variation and selective pressures lead to the accumulation of single nucleotide polymorphism (SNP) within the viral genome that may affect virulence, transmission rate, viral recognition and the efficacy of prophylactic and interventional measures. To address these concerns at the genomic level, we assessed the phylogeny and SNPs of the SARS-CoV-2 mutant population collected to date in Iran in relation to globally reported variants. Phylogenetic analysis of mutant strains revealed the occurrence of the variants known as B.1.1.7 (Alpha), B.1.525 (Eta), and B.1.617 (Delta) that appear to have delineated independently in Iran. SNP analysis of the Iranian sequences revealed that the mutations were predominantly positioned within the S protein-coding region, with most SNPs localizing to the S1 subunit. Seventeen S1-localizing SNPs occurred in the RNA binding domain that interacts with ACE2 of the host cell. Importantly, many of these SNPs are predicted to influence the binding of antibodies and anti-viral therapeutics, indicating that the adaptive host response appears to be imposing a selective pressure that is driving the evolution of the virus in this closed population through enhancing virulence. The SNPs detected within these mutant cohorts are addressed with respect to current prophylactic measures and therapeutic interventions.
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Key Words
- ACE2, Angiotensin-converting enzyme 2
- Antiviral drugs
- Bioinformatics
- CSSE, Center for Systems Science and Engineering
- E, Envelope
- FP, Fusion peptide
- HR1, Heptad repeat 1
- HR2, Heptad repeat 2
- IC, Intracellular domain
- JHU, Johns Hopkins University
- M, Membrane
- Mutation detection
- N, Nucleocapsid
- NAG, N-acetylglucosamine
- NSP, Non-structural proteins
- NTD, N-terminal domain
- Phylogenetic analysis
- RBD, Receptor-binding domain
- S, Spike glycoprotein
- SARS-CoV-2
- SARS-CoV-2, Severe acute respiratory syndrome coronavirus 2;
- SD1, Subdomain 1
- SD2, Subdomain 2
- SNP, Single nucleotide polymorphism
- SP, Structural proteins
- TM, Transmembrane region
- UTRs, Untranslated regions
- Viral vaccines
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Affiliation(s)
- Abozar Ghorbani
- Plant Virology Research Centre, College of Agriculture, Shiraz University, Shiraz, Iran
| | - Samira Samarfard
- Berrimah Veterinary Laboratory, Department of Primary Industry and Resources, Berrimah, NT 0828 Australia
| | - Maziar Jajarmi
- Department of Pathobiology, Faculty of Veterinary Medicine, Shahid Bahonar University of Kerman, Kerman, Iran
| | - Mahboube Bagheri
- Department of Food Science and Technology, Bardsir Faculty of Agriculture, Shahid Bahonar University of Kerman, Kerman, Iran
| | | | - Alireza Afsharifar
- Plant Virology Research Centre, College of Agriculture, Shiraz University, Shiraz, Iran
| | - Mohammad Hadi Eskandari
- Department of Food Science and Technology, College of Agriculture, Shiraz University, Shiraz, Iran
| | - Ali Niazi
- Institute of Biotechnology, College of Agriculture, Shiraz University, Shiraz, Iran
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17
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Wang Y, Chen XY, Yang L, Yao Q, Chen KP. Human SARS-CoV-2 has evolved to increase U content and reduce genome size. Int J Biol Macromol 2022; 204:356-363. [PMID: 35149094 PMCID: PMC8824384 DOI: 10.1016/j.ijbiomac.2022.02.034] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 02/06/2022] [Accepted: 02/07/2022] [Indexed: 12/30/2022]
Abstract
Infections caused by SARS-CoV-2 have brought great harm to human health. After transmission for over two years, SARS-CoV-2 has diverged greatly and formed dozens of different lineages. Understanding the trend of its genome evolution could help foresee difficulties in controlling transmission of the virus. In this study, we conducted an extensive monthly survey and in-depth analysis on variations of nucleotide, amino acid and codon numbers in 311,260 virus samples collected till January 2022. The results demonstrate that the evolution of SARS-CoV-2 is toward increasing U-content and reducing genome-size. C, G and A to U mutations have all contributed to this U-content increase. Mutations of C, G and A at codon position 1, 2 or 3 have no significant difference in most SARS-CoV-2 lineages. Current viruses are more cryptic and more efficient in replication, and are thus less virulent yet more infectious. Delta and Omicron variants have high mutability over other lineages, bringing new threat to human health. This trend of genome evolution may provide a clue for tracing the origin of SARS-CoV-2, because ancestral viruses should have lower U-content and probably bigger genome-size.
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Affiliation(s)
- Yong Wang
- School of Food and Biological Engineering, Jiangsu University, 301 Xuefu Road, Zhenjiang 212013, China.
| | - Xin-Yu Chen
- School of Food and Biological Engineering, Jiangsu University, 301 Xuefu Road, Zhenjiang 212013, China
| | - Liu Yang
- School of Food and Biological Engineering, Jiangsu University, 301 Xuefu Road, Zhenjiang 212013, China
| | - Qin Yao
- School of Life Sciences, Jiangsu University, 301 Xuefu Road, Zhenjiang 212013, China.
| | - Ke-Ping Chen
- School of Life Sciences, Jiangsu University, 301 Xuefu Road, Zhenjiang 212013, China.
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18
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Gupta S, Mallick D, Banerjee K, Mukherjee S, Sarkar S, Lee STM, Basuchowdhuri P, Jana SS. D155Y substitution of SARS-CoV-2 ORF3a weakens binding with Caveolin-1. Comput Struct Biotechnol J 2022; 20:766-778. [PMID: 35126886 PMCID: PMC8802530 DOI: 10.1016/j.csbj.2022.01.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 01/15/2022] [Accepted: 01/18/2022] [Indexed: 02/08/2023] Open
Abstract
The clinical manifestation of the recent pandemic COVID-19, caused by the novel SARS-CoV-2 virus, varies from mild to severe respiratory illness. Although environmental, demographic and co-morbidity factors have an impact on the severity of the disease, contribution of the mutations in each of the viral genes towards the degree of severity needs a deeper understanding for designing a better therapeutic approach against COVID-19. Open Reading Frame-3a (ORF3a) protein has been found to be mutated at several positions. In this work, we have studied the effect of one of the most frequently occurring mutants, D155Y of ORF3a protein, found in Indian COVID-19 patients. Using computational simulations we demonstrated that the substitution at 155th changed the amino acids involved in salt bridge formation, hydrogen-bond occupancy, interactome clusters, and the stability of the protein compared with the other substitutions found in Indian patients. Protein–protein docking using HADDOCK analysis revealed that substitution D155Y weakened the binding affinity of ORF3a with caveolin-1 compared with the other substitutions, suggesting its importance in the overall stability of ORF3a-caveolin-1 complex, which may modulate the virulence property of SARS-CoV-2.
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19
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Development of an efficient Sanger sequencing-based assay for detecting SARS-CoV-2 spike mutations. PLoS One 2021; 16:e0260850. [PMID: 34905589 PMCID: PMC8670694 DOI: 10.1371/journal.pone.0260850] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Accepted: 11/17/2021] [Indexed: 12/23/2022] Open
Abstract
Novel strains of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) harboring nucleotide changes (mutations) in the spike gene have emerged and are spreading rapidly. These mutations are associated with SARS-CoV-2 transmissibility, virulence, or resistance to some neutralizing antibodies. Thus, the accurate detection of spike mutants is crucial for controlling SARS-CoV-2 transmission and identifying neutralizing antibody-resistance caused by amino acid changes in the receptor-binding domain. Here, we developed five SARS-CoV-2 spike gene primer pairs (5-SSG primer assay; 69S, 144S, 417S, 484S, and 570S) and verified their ability to detect nine key spike mutations (ΔH69/V70, T95I, G142D, ΔY144, K417T/N, L452R, E484K/Q, N501Y, and H655Y) using a Sanger sequencing-based assay. The 5-SSG primer assay showed 100% specificity and a conservative limit of detection with a median tissue culture infective dose (TCID50) values of 1.4 × 102 TCID50/mL. The accuracy of the 5-SSG primer assay was confirmed by next generation sequencing. The results of these two approaches showed 100% consistency. Taken together, the ability of the 5-SSG primer assay to accurately detect key SARS-CoV-2 spike mutants is reliable. Thus, it is a useful tool for detecting SARS-CoV-2 spike gene mutants in a clinical setting, thereby helping to improve the management of patients with COVID-19.
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20
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Pattnaik B, Suresh KP, Sridevi R, Yadav MP, Shivamallu C, Kollur SP, Dharmashekar C, Patil SS. QUASISPECIES FEATURE IN SARS-CoV-2. JOURNAL OF EXPERIMENTAL BIOLOGY AND AGRICULTURAL SCIENCES 2021; 9:591-597. [DOI: 10.18006/2021.9(5).591.597] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2024]
Abstract
Since the identification of the SARS-CoV-2, genus Beta- Coronavirus, in January 2020, the virus quickly spread in less than 3 months to all continents with a susceptible human population of about a 7.9billion, and still in active circulation. In the process, it has accumulated mutations leading to genetic diversity. Regular emergence of variants of concern/significance in different ecology shows genetic heterogeneity in the base population of SARS-CoV-2 that is continuously expanding with the passage of the virus in the vast susceptible human population. Natural selection of mutant occurs frequently in a positive sense (+) single-stranded (ss) RNA virus upon replication in the host. The Pressure of sub-optimal levels of virus-neutralizing antibodies and also innate immunity influence the process of genetic/ antigenic selection. The fittest of the mutants, that could be more than one, propagate and emerge as variants. The existence of different lineages, clades, and strains, as well as genetic heterogeneity of plaque purified virus population, justifies SARS-CoV-2 as ‘Quasispecies’ that refers to swarms of mutant sequences generated during replication of the viral genome, and all mutant sequences may not lead to virion. Viruses having a quasispecies nature may end up with progressive antigenic changes leading to antigenic plurality that is driven by ecology, and this phenomenon challenges vaccination-based control programs.
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21
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Xi H, Jiang H, Juhas M, Zhang Y. Multiplex Biosensing for Simultaneous Detection of Mutations in SARS-CoV-2. ACS OMEGA 2021; 6:25846-25859. [PMID: 34632242 PMCID: PMC8491437 DOI: 10.1021/acsomega.1c04024] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 09/10/2021] [Indexed: 05/02/2023]
Abstract
COVID-19 pandemic caused by the severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2) has become the world's largest public health emergency of the past few decades. Thousands of mutations were identified in the SARS-CoV-2 genome. Some mutants are more infectious and may replace the original strains. Recently, B.1.1.7(Alpha), B1.351(Beta), and B.1.617.2(Delta) strains, which appear to have increased transmissibility, were detected. These strains accounting for the high proportion of newly diagnosed cases spread rapidly over the world. Particularly, the Delta variant has been reported to account for a vast majority of the infections in several countries over the last few weeks. The application of biosensors in the detection of SARS-CoV-2 is important for the control of the COVID-19 pandemic. Due to high demand for SARS-CoV-2 genotyping, it is urgent to develop reliable and efficient systems based on integrated multiple biosensor technology for rapid detection of multiple SARS-CoV-2 mutations simultaneously. This is important not only for the detection and analysis of the current but also for future mutations. Novel biosensors combined with other technologies can be used for the reliable and effective detection of SARS-CoV-2 mutants.
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Affiliation(s)
- Hui Xi
- College
of Science, Harbin Institute of Technology
(Shenzhen), Shenzhen, Guangdong 518055, China
| | - Hanlin Jiang
- College
of Science, Harbin Institute of Technology
(Shenzhen), Shenzhen, Guangdong 518055, China
| | - Mario Juhas
- Medical
and Molecular Microbiology Unit, Department of Medicine, Faculty of
Science and Medicine, University of Fribourg, Fribourg CH-1700, Switzerland
| | - Yang Zhang
- College
of Science, Harbin Institute of Technology
(Shenzhen), Shenzhen, Guangdong 518055, China
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22
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Paul D, Mondal SK, Mandal SM. Biologia Futura: use of biocides during COVID-19-global reshuffling of the microbiota. Biol Futur 2021; 72:273-280. [PMID: 34554548 PMCID: PMC7848239 DOI: 10.1007/s42977-021-00069-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2020] [Accepted: 01/12/2021] [Indexed: 11/02/2022]
Abstract
Aim The article reviews the current usage of biocides during this lockdown period for sanitizing our living areas due to the pandemic and discusses the pros and cons. Subject COVID-19 spread like wildfire to over 200 countries of the world across all continents. The causative agent, novel coronavirus (SARS-CoV-2) is being counter attacked by a thorough application of disinfectants and sterilants. However, the virus mutated over 30 times during this global pandemic, creating panic and leading to enhanced pathogenicity and consequently to more stringent sanitation measures for controlling it. However, excessive use of different types of biocides for disinfecting surfaces is highly alarming in several cases. Extensive application of biocides affects the microbial flora, leading to an abrupt decrease in the number and diversity of beneficial microbes that may directly affect the functioning of nutrient cycles. Results The increased concentration of biocides in agricultural land via surface water or pond water indirectly affect the soil and water ecosystem, soil aggregation and fertility. This will also lead to the flourishing of resistant strains due to loss of competition from the other species, which fail to persist after prolonged use of biocides. Conclusion It is necessary to realize the environmental impacts of biocides and sterilants. It is the right time to stop their entry into the agricultural ecosystem by following adequate management strategies and complete neutralization.
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Affiliation(s)
- Debarati Paul
- Amity Institute of Biotechnology, Amity University, Sector 125, Noida, UP, 201313, India.
| | - Suresh K Mondal
- Central Research Facility, Indian Institute of Technology Kharagpur, Kharagpur, 721302, India
| | - Santi M Mandal
- Central Research Facility, Indian Institute of Technology Kharagpur, Kharagpur, 721302, India.
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23
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Corti D, Purcell LA, Snell G, Veesler D. Tackling COVID-19 with neutralizing monoclonal antibodies. Cell 2021; 184:3086-3108. [PMID: 34087172 PMCID: PMC8152891 DOI: 10.1016/j.cell.2021.05.005] [Citation(s) in RCA: 224] [Impact Index Per Article: 74.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 04/25/2021] [Accepted: 05/04/2021] [Indexed: 12/12/2022]
Abstract
Monoclonal antibodies (mAbs) have revolutionized the treatment of several human diseases, including cancer and autoimmunity and inflammatory conditions, and represent a new frontier for the treatment of infectious diseases. In the last 20 years, innovative methods have allowed the rapid isolation of mAbs from convalescent subjects, humanized mice, or libraries assembled in vitro and have proven that mAbs can be effective countermeasures against emerging pathogens. During the past year, an unprecedentedly large number of mAbs have been developed to fight coronavirus disease 2019 (COVID-19). Lessons learned from this pandemic will pave the way for the development of more mAb-based therapeutics for other infectious diseases. Here, we provide an overview of SARS-CoV-2-neutralizing mAbs, including their origin, specificity, structure, antiviral and immunological mechanisms of action, and resistance to circulating variants, as well as a snapshot of the clinical trials of approved or late-stage mAb therapeutics.
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MESH Headings
- Angiotensin-Converting Enzyme 2/chemistry
- Angiotensin-Converting Enzyme 2/immunology
- Angiotensin-Converting Enzyme 2/metabolism
- Animals
- Antibodies, Monoclonal/chemistry
- Antibodies, Monoclonal/immunology
- Antibodies, Monoclonal/therapeutic use
- Antibodies, Neutralizing/chemistry
- Antibodies, Neutralizing/immunology
- Antibodies, Neutralizing/therapeutic use
- Antibodies, Viral/chemistry
- Antibodies, Viral/immunology
- Antibodies, Viral/therapeutic use
- COVID-19/pathology
- COVID-19/virology
- Humans
- SARS-CoV-2/immunology
- SARS-CoV-2/isolation & purification
- SARS-CoV-2/metabolism
- Spike Glycoprotein, Coronavirus/immunology
- COVID-19 Drug Treatment
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Affiliation(s)
- Davide Corti
- Humabs Biomed SA, a subsidiary of Vir Biotechnology, 6500 Bellinzona, Switzerland.
| | | | | | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
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Matyášek R, Řehůřková K, Berta Marošiová K, Kovařík A. Mutational Asymmetries in the SARS-CoV-2 Genome May Lead to Increased Hydrophobicity of Virus Proteins. Genes (Basel) 2021; 12:826. [PMID: 34072181 PMCID: PMC8227412 DOI: 10.3390/genes12060826] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 05/21/2021] [Accepted: 05/25/2021] [Indexed: 12/23/2022] Open
Abstract
The genomic diversity of SARS-CoV-2 has been a focus during the ongoing COVID-19 pandemic. Here, we analyzed the distribution and character of emerging mutations in a data set comprising more than 95,000 virus genomes covering eight major SARS-CoV-2 lineages in the GISAID database, including genotypes arising during COVID-19 therapy. Globally, the C>U transitions and G>U transversions were the most represented mutations, accounting for the majority of single-nucleotide variations. Mutational spectra were not influenced by the time the virus had been circulating in its host or medical treatment. At the amino acid level, we observed about a 2-fold excess of substitutions in favor of hydrophobic amino acids over the reverse. However, most mutations constituting variants of interests of the S-protein (spike) lead to hydrophilic amino acids, counteracting the global trend. The C>U and G>U substitutions altered codons towards increased amino acid hydrophobicity values in more than 80% of cases. The bias is explained by the existing differences in the codon composition for amino acids bearing contrasting biochemical properties. Mutation asymmetries apparently influence the biochemical features of SARS CoV-2 proteins, which may impact protein-protein interactions, fusion of viral and cellular membranes, and virion assembly.
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Affiliation(s)
| | | | | | - Aleš Kovařík
- Laboratory of Molecular Epigenetics, Institute of Biophysics, Academy of Sciences of the Czech Republic, Královopolská 135, 61265 Brno, Czech Republic; (R.M.); (K.Ř.); (K.B.M.)
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Di Gioacchino A, Šulc P, Komarova AV, Greenbaum BD, Monasson R, Cocco S. The Heterogeneous Landscape and Early Evolution of Pathogen-Associated CpG Dinucleotides in SARS-CoV-2. Mol Biol Evol 2021; 38:2428-2445. [PMID: 33555346 PMCID: PMC7928797 DOI: 10.1093/molbev/msab036] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
COVID-19 can lead to acute respiratory syndrome, which can be due to dysregulated immune signaling. We analyze the distribution of CpG dinucleotides, a pathogen-associated molecular pattern, in the SARS-CoV-2 genome. We characterize CpG content by a CpG force that accounts for statistical constraints acting on the genome at the nucleotidic and amino acid levels. The CpG force, as the CpG content, is overall low compared with other pathogenic betacoronaviruses; however, it widely fluctuates along the genome, with a particularly low value, comparable with the circulating seasonal HKU1, in the spike coding region and a greater value, comparable with SARS and MERS, in the highly expressed nucleocapside coding region (N ORF), whose transcripts are relatively abundant in the cytoplasm of infected cells and present in the 3'UTRs of all subgenomic RNA. This dual nature of CpG content could confer to SARS-CoV-2 the ability to avoid triggering pattern recognition receptors upon entry, while eliciting a stronger response during replication. We then investigate the evolution of synonymous mutations since the outbreak of the COVID-19 pandemic, finding a signature of CpG loss in regions with a greater CpG force. Sequence motifs preceding the CpG-loss-associated loci in the N ORF match recently identified binding patterns of the zinc finger antiviral protein. Using a model of the viral gene evolution under human host pressure, we find that synonymous mutations seem driven in the SARS-CoV-2 genome, and particularly in the N ORF, by the viral codon bias, the transition-transversion bias, and the pressure to lower CpG content.
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Affiliation(s)
- Andrea Di Gioacchino
- Laboratoire de Physique de l’Ecole Normale Supérieure, PSL & CNRS UMR8063, Sorbonne Université, Université de Paris, Paris, France
| | - Petr Šulc
- School of Molecular Sciences and Center for Molecular Design and Biomimetics, The Biodesign Institute, Arizona State University, Tempe, AZ, USA
| | - Anastassia V Komarova
- Molecular Genetics of RNA Viruses, Department of Virology, Institut Pasteur, CNRS UMR-3569, Paris, France
| | - Benjamin D Greenbaum
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rémi Monasson
- Laboratoire de Physique de l’Ecole Normale Supérieure, PSL & CNRS UMR8063, Sorbonne Université, Université de Paris, Paris, France
| | - Simona Cocco
- Laboratoire de Physique de l’Ecole Normale Supérieure, PSL & CNRS UMR8063, Sorbonne Université, Université de Paris, Paris, France
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26
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Yadav PD, Nyayanit DA, Majumdar T, Patil S, Kaur H, Gupta N, Shete AM, Pandit P, Kumar A, Aggarwal N, Narayan J, Vijay N, Kalawat U, Sugunan AP, Munivenkatappa A, Sharma T, Devi S, Majumdar T, Jaryal S, Bakshi R, Joshi Y, Sahay R, Shastri J, Singh M, Kumar M, Rawat V, Dutta S, Yadav S, Krishnasamy K, Raut S, Biswas D, Borkakoty B, Verma S, Rani S, Deval H, Patel D, Turuk J, Malhotra B, Fomda B, Nag V, Jain A, Bhargava A, Potdar V, Cherian S, Abraham P, Gopal A, Panda S, Bhargava B. An Epidemiological Analysis of SARS-CoV-2 Genomic Sequences from Different Regions of India. Viruses 2021; 13:v13050925. [PMID: 34067745 PMCID: PMC8156686 DOI: 10.3390/v13050925] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 04/30/2021] [Accepted: 05/04/2021] [Indexed: 12/14/2022] Open
Abstract
The number of Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) cases is increasing in India. This study looks upon the geographic distribution of the virus clades and variants circulating in different parts of India between January and August 2020. The NPS/OPS from representative positive cases from different states and union territories in India were collected every month through the VRDLs in the country and analyzed using next-generation sequencing. Epidemiological analysis of the 689 SARS-CoV-2 clinical samples revealed GH and GR to be the predominant clades circulating in different states in India. The northern part of India largely reported the ‘GH’ clade, whereas the southern part reported the ‘GR’, with a few exceptions. These sequences also revealed the presence of single independent mutations—E484Q and N440K—from Maharashtra (first observed in March 2020) and Southern Indian States (first observed in May 2020), respectively. Furthermore, this study indicates that the SARS-CoV-2 variant (VOC, VUI, variant of high consequence and double mutant) was not observed during the early phase of virus transmission (January–August). This increased number of variations observed within a short timeframe across the globe suggests virus evolution, which can be a step towards enhanced host adaptation.
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Affiliation(s)
- Pragya D. Yadav
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Dimpal A. Nyayanit
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Triparna Majumdar
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Savita Patil
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Harmanmeet Kaur
- Indian Council of Medical Research, New Delhi 110029, India; (H.K.); (N.A.); (J.N.); (N.V.); (S.P.); (B.B.)
| | - Nivedita Gupta
- Indian Council of Medical Research, New Delhi 110029, India; (H.K.); (N.A.); (J.N.); (N.V.); (S.P.); (B.B.)
- Correspondence:
| | - Anita M. Shete
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Priyanka Pandit
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Abhinendra Kumar
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Neeraj Aggarwal
- Indian Council of Medical Research, New Delhi 110029, India; (H.K.); (N.A.); (J.N.); (N.V.); (S.P.); (B.B.)
| | - Jitendra Narayan
- Indian Council of Medical Research, New Delhi 110029, India; (H.K.); (N.A.); (J.N.); (N.V.); (S.P.); (B.B.)
| | - Neetu Vijay
- Indian Council of Medical Research, New Delhi 110029, India; (H.K.); (N.A.); (J.N.); (N.V.); (S.P.); (B.B.)
| | - Usha Kalawat
- Sri Venkateswara Institute of Medical Sciences, Tirupati 517507, India;
| | | | | | - Tara Sharma
- VRDL Sikkim Government College of Nursing, Gangtok 737101, India;
| | - Sulochna Devi
- Regional Institute of Medical Sciences IMPHAL, Imphal 795004, India;
| | - Tapan Majumdar
- Government Medical College, Agartala, Tripura 799006, India;
| | - Subhash Jaryal
- Dr. Rajendra Prasad Government Medical College, (H.P.), Kangra 176001, India;
| | | | - Yash Joshi
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Rima Sahay
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Jayanti Shastri
- Kasturba Hospital for Infectious Diseases, Mumbai 400034, India;
| | - Mini Singh
- Post Graduate Institute of Medical Education & Research, Chandigarh 160012, India;
| | - Manoj Kumar
- Rajendra Institute of Medical Sciences, Ranchi 834009, India;
| | - Vinita Rawat
- Government Medical College, Haldwani 263129, India;
| | - Shanta Dutta
- National Institute of Cholera and Enteric Diseases, Kolkata 700010, India;
| | - Sarita Yadav
- Bhagat Phool Singh Government Medical College, Sonipat 131305, India;
| | - Kaveri Krishnasamy
- King Institute of Preventive Medicine & Research, Chennai 600032, India;
| | - Sharmila Raut
- Indira Gandhi Government Medical College & Hospital, Nagpur 440018, India;
| | - Debasis Biswas
- All India Institute of Medical Sciences, Bhopal 462020, India;
| | | | - Santwana Verma
- Indira Gandhi Medical College & Hospital, Shimla 171001, India;
| | - Sudha Rani
- Osmania Medical College, Hyderabad 500095, India;
| | - Hirawati Deval
- Regional Medical Research Center Gorakhpur, Gorakhpur 273013, India;
| | - Disha Patel
- B.J. Medical College, Ahmedabad 380016, India;
| | | | | | - Bashir Fomda
- Sher-I-Kashmir Institute of Medical Sciences, Srinagar 190011, India;
| | | | - Amita Jain
- Department of Microbiology, King George’s Medical University, Lucknow 226003, India;
| | - Anudita Bhargava
- All India Institute of Medical Sciences, Raipur, Raipur 492099, India;
| | - Varsha Potdar
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Sarah Cherian
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Priya Abraham
- Indian Council of Medical Research-National Institute of Virology (ICMR-NIV), Pune 411021, India; (P.D.Y.); (D.A.N.); (T.M.); (S.P.); (A.M.S.); (P.P.); (A.K.); (Y.J.); (R.S.); (V.P.); (S.C.); (P.A.)
| | - Anjani Gopal
- Indian Institute of Science Education and Research, Pune 411008, India;
| | - Samiran Panda
- Indian Council of Medical Research, New Delhi 110029, India; (H.K.); (N.A.); (J.N.); (N.V.); (S.P.); (B.B.)
| | - Balram Bhargava
- Indian Council of Medical Research, New Delhi 110029, India; (H.K.); (N.A.); (J.N.); (N.V.); (S.P.); (B.B.)
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