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Kruglikov A, Rakesh M, Wei Y, Xia X. Applications of Protein Secondary Structure Algorithms in SARS-CoV-2 Research. J Proteome Res 2021; 20:1457-1463. [PMID: 33617253 PMCID: PMC7927282 DOI: 10.1021/acs.jproteome.0c00734] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2020] [Indexed: 01/25/2023]
Abstract
Since the outset of COVID-19, the pandemic has prompted immediate global efforts to sequence SARS-CoV-2, and over 450 000 complete genomes have been publicly deposited over the course of 12 months. Despite this, comparative nucleotide and amino acid sequence analyses often fall short in answering key questions in vaccine design. For example, the binding affinity between different ACE2 receptors and SARS-COV-2 spike protein cannot be fully explained by amino acid similarity at ACE2 contact sites because protein structure similarities are not fully reflected by amino acid sequence similarities. To comprehensively compare protein homology, secondary structure (SS) analysis is required. While protein structure is slow and difficult to obtain, SS predictions can be made rapidly, and a well-predicted SS structure may serve as a viable proxy to gain biological insight. Here we review algorithms and information used in predicting protein SS to highlight its potential application in pandemics research. We also showed examples of how SS predictions can be used to compare ACE2 proteins and to evaluate the zoonotic origins of viruses. As computational tools are much faster than wet-lab experiments, these applications can be important for research especially in times when quickly obtained biological insights can help in speeding up response to pandemics.
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Affiliation(s)
- Alibek Kruglikov
- Department
of Biology, University of Ottawa, Ottawa, Ontario K1N 6N5, Canada
| | - Mohan Rakesh
- Department
of Biology, University of Ottawa, Ottawa, Ontario K1N 6N5, Canada
| | - Yulong Wei
- Department
of Biology, University of Ottawa, Ottawa, Ontario K1N 6N5, Canada
| | - Xuhua Xia
- Department
of Biology, University of Ottawa, Ottawa, Ontario K1N 6N5, Canada
- Ottawa
Institute of Systems Biology, University
of Ottawa, Ottawa, Ontario K1N 6N5, Canada
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Abstract
With the increasing frequency of viral epidemics, vaccines to augment the human immune response system have been the medium of choice to combat viral infections. The tragic consequences of the Zika virus pandemic in South and Central America a few years ago brought the issues into sharper focus. While traditional vaccine development is time-consuming and expensive, recent advances in information technology, immunoinformatics, genetics, bioinformatics, and related sciences have opened the doors to new paradigms in vaccine design and applications.Peptide vaccines are one group of the new approaches to vaccine formulation. In this chapter, we discuss the various issues involved in the design of peptide vaccines and their advantages and shortcomings, with special reference to the Zika virus for which no drugs or vaccines are as yet available. In the process, we outline our work in this field giving a detailed step-by-step description of the protocol we follow for such vaccine design so that interested researchers can easily follow them and do their own designing. Several flowcharts and figures are included to provide a background of the software to be used and results to be anticipated.
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Nandy A, Dey S, Roy P, Basak SC. Epidemics and Peptide Vaccine Response: A Brief Review. Curr Top Med Chem 2019; 18:2202-2208. [PMID: 30417788 DOI: 10.2174/1568026618666181112144745] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Revised: 10/29/2018] [Accepted: 11/03/2018] [Indexed: 02/01/2023]
Abstract
We briefly review the situations arising out of epidemics that erupt rather suddenly, threatening life and livelihoods of humans. Ebola, Zika and the Nipah virus outbreaks are recent examples where the viral epidemics have led to considerably high degree of fatalities or debilitating consequences. The problems are accentuated by a lack of drugs or vaccines effective against the new and emergent viruses, and the inordinate amount of temporal and financial resources that are required to combat the novel pathogens. Progress in computational, biological and informational sciences have made it possible to consider design of synthetic vaccines that can be rapidly developed and deployed to help stem the damages. In this review, we consider the pros and cons of this new paradigm and suggest a new system where the manufacturing process can be decentralized to provide more targeted vaccines to meet the urgent needs of protection in case of a rampaging epidemic.
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Affiliation(s)
- Ashesh Nandy
- Centre for Interdisciplinary Research and Education, 404B Jodhpur Park, Kolkata 700068, India
| | - Sumanta Dey
- Centre for Interdisciplinary Research and Education, 404B Jodhpur Park, Kolkata 700068, India
| | - Proyasha Roy
- Centre for Interdisciplinary Research and Education, 404B Jodhpur Park, Kolkata 700068, India
| | - Subhash C Basak
- Department of Chemistry and Biochemistry, University of Minnesota Duluth, 1802 Stanford Avenue, Duluth, MN 5581, United States
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Abstract
Viral diseases and epidemics are occurring across the world with increasing frequency and with incidences of new and old viruses with renewed vigor. Traditional drugs and vaccines with their long developmental times, incidences of allergenic reactions, growth of resistant strains and other issues are proving inadequate to curb the menace. Advancements in computer science and technology, in genetics and immunology and the growth of the new science of bioinformatics are leading to a more focused approach in a new paradigm of vaccine design that challenges the traditional approach and promises to be more effective; lead times should get much shorter, preselection of peptide antivirals will be designed to preclude allergenic reactions, stability against mutational changes to viral strains will be much more assured, and coverage of immunological status will enable community-specific vaccines development. We outline in this article the basics of viruses, immune responses, and traditional vaccines and move on to describe the bioinformatics methods and development of new vaccines.
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Singh S. Alignment-Free Analyses of Nucleic Acid Sequences Using Graphical Representation (with Special Reference to Pandemic Bird Flu and Swine Flu). Synth Biol (Oxf) 2018. [PMCID: PMC7121243 DOI: 10.1007/978-981-10-8693-9_9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
The exponential growth in database of bio-molecular sequences have spawned many approaches towards storage, retrieval, classification and analyses requirements. Alignment-free techniques such as graphical representations and numerical characterisation (GRANCH) methods have enabled some detailed analyses of large sequences and found a number of different applications in the eukaryotic and prokaryotic domain. In particular, recalling the history of pandemic influenza in brief, we have followed the progress of viral infections such as bird flu of 1997 onwards and determined that the virus can spread conserved over space and time, that influenza virus can undergo fairly conspicuous recombination-like events in segmented genes, that certain segments of the neuraminidase and hemagglutinin surface proteins remain conserved and can be targeted for peptide vaccines. We recount in some detail a few of the representative GRANCH techniques to provide a glimpse of how these methods are used in formulating quantitative sequence descriptors to analyse DNA, RNA and protein sequences to derive meaningful results. Finally, we survey the surveillance techniques with a special reference to how the GRANCH techniques can be used for the purpose and recount the forecasts made of possible metamorphosis of pandemic bird flu to pandemic human infecting agents.
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Affiliation(s)
- Shailza Singh
- Department of Pathogenesis and Cellular Response, National Centre for Cell Science, Computational and Systems Biology Lab, Pune, Maharashtra India
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Dey S, Nandy A, Basak SC, Nandy P, Das S. A Bioinformatics approach to designing a Zika virus vaccine. Comput Biol Chem 2017; 68:143-152. [PMID: 28342423 DOI: 10.1016/j.compbiolchem.2017.03.002] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Revised: 03/03/2017] [Accepted: 03/05/2017] [Indexed: 12/13/2022]
Abstract
The Zika virus infections have reached epidemic proportions in the Latin American countries causing severe birth defects and neurological disorders. While several organizations have begun research into design of prophylactic vaccines and therapeutic drugs, computer assisted methods with adequate data resources can be expected to assist in these measures to reduce lead times through bioinformatics approaches. Using 60 sequences of the Zika virus envelope protein available in the GenBank database, our analysis with numerical characterization techniques and several web based bioinformatics servers identified four peptide stretches on the Zika virus envelope protein that are well conserved and surface exposed and are predicted to have reasonable epitope binding efficiency. These peptides can be expected to form the basis for a nascent peptide vaccine which, enhanced by incorporation of suitable adjuvants, can elicit immune response against the Zika virus infections.
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Affiliation(s)
- Sumanta Dey
- Centre for Interdisciplinary Research and Education, 404 B Jodhpur Park, Kolkata 700068, India; Department of Physics, Jadavpur University, Jadavpur, Kolkata 700032, India
| | - Ashesh Nandy
- Centre for Interdisciplinary Research and Education, 404 B Jodhpur Park, Kolkata 700068, India.
| | - Subhash C Basak
- University of Minnesota Duluth-Natural Resources Research Institute and Department of Chemistry and Biochemistry, University of Minnesota Duluth,5013 Miller Trunk Highway, Duluth, MN 55811, USA
| | - Papiya Nandy
- Centre for Interdisciplinary Research and Education, 404 B Jodhpur Park, Kolkata 700068, India
| | - Sukhen Das
- Centre for Interdisciplinary Research and Education, 404 B Jodhpur Park, Kolkata 700068, India; Department of Physics, Jadavpur University, Jadavpur, Kolkata 700032, India
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Dey S, De A, Nandy A. Rational Design of Peptide Vaccines Against Multiple Types of Human Papillomavirus. Cancer Inform 2016; 15:1-16. [PMID: 27279731 PMCID: PMC4890726 DOI: 10.4137/cin.s39071] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2016] [Revised: 04/19/2016] [Accepted: 04/24/2016] [Indexed: 12/31/2022] Open
Abstract
Human papillomavirus (HPV) occurs in many types, some of which cause cervical, genital, and other cancers. While vaccination is available against the major cancer-causing HPV types, many others are not covered by these preventive measures. Herein, we present a bioinformatics study for the designing of multivalent peptide vaccines against multiple HPV types as an alternative strategy to the virus-like particle vaccines being used now. Our technique of rational design of peptide vaccines is expected to ensure stability of the vaccine against many cycles of mutational changes, elicit immune response, and negate autoimmune possibilities. Using the L1 capsid protein sequences, we identified several peptides for potential vaccine design for HPV 16, 18, 33, 35, 45, and 11 types. Although there are concerns about the epitope-binding affinities for the peptides identified in this process, the technique indicates possibilities of multivalent, adjuvanted, peptide vaccines against a wider range of HPV types, and tailor-made different combinations of the peptides to address frequency variations of types over different population groups as required for prophylaxis and at lower cost than are in use at the present time.
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Affiliation(s)
- Sumanta Dey
- Centre for Interdisciplinary Research and Education, Kolkata, India
| | - Antara De
- Centre for Interdisciplinary Research and Education, Kolkata, India
| | - Ashesh Nandy
- Centre for Interdisciplinary Research and Education, Kolkata, India
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Nandy A, Basak SC. A Brief Review of Computer-Assisted Approaches to Rational Design of Peptide Vaccines. Int J Mol Sci 2016; 17:E666. [PMID: 27153063 PMCID: PMC4881492 DOI: 10.3390/ijms17050666] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2016] [Revised: 04/25/2016] [Accepted: 04/27/2016] [Indexed: 11/18/2022] Open
Abstract
The growing incidences of new viral diseases and increasingly frequent viral epidemics have strained therapeutic and preventive measures; the high mutability of viral genes puts additional strains on developmental efforts. Given the high cost and time requirements for new drugs development, vaccines remain as a viable alternative, but there too traditional techniques of live-attenuated or inactivated vaccines have the danger of allergenic reactions and others. Peptide vaccines have, over the last several years, begun to be looked on as more appropriate alternatives, which are economically affordable, require less time for development and hold the promise of multi-valent dosages. The developments in bioinformatics, proteomics, immunogenomics, structural biology and other sciences have spurred the growth of vaccinomics where computer assisted approaches serve to identify suitable peptide targets for eventual development of vaccines. In this mini-review we give a brief overview of some of the recent trends in computer assisted vaccine development with emphasis on the primary selection procedures of probable peptide candidates for vaccine development.
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Affiliation(s)
- Ashesh Nandy
- Centre for Interdisciplinary Research and Education, Jodhpur Park, Kolkata 700068, India.
| | - Subhash C Basak
- Natural Resources Research Institute and Department of Chemistry & Biochemistry, University of Minnesota Duluth, Duluth, MN 55811, USA.
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