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Gupta SK, Osmanoglu Ö, Minocha R, Bandi SR, Bencurova E, Srivastava M, Dandekar T. Genome-wide scan for potential CD4+ T-cell vaccine candidates in Candida auris by exploiting reverse vaccinology and evolutionary information. Front Med (Lausanne) 2022; 9:1008527. [PMID: 36405591 PMCID: PMC9669072 DOI: 10.3389/fmed.2022.1008527] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Accepted: 10/17/2022] [Indexed: 11/09/2023] Open
Abstract
Candida auris is a globally emerging fungal pathogen responsible for causing nosocomial outbreaks in healthcare associated settings. It is known to cause infection in all age groups and exhibits multi-drug resistance with high potential for horizontal transmission. Because of this reason combined with limited therapeutic choices available, C. auris infection has been acknowledged as a potential risk for causing a future pandemic, and thus seeking a promising strategy for its treatment is imperative. Here, we combined evolutionary information with reverse vaccinology approach to identify novel epitopes for vaccine design that could elicit CD4+ T-cell responses against C. auris. To this end, we extensively scanned the family of proteins encoded by C. auris genome. In addition, a pathogen may acquire substitutions in epitopes over a period of time which could cause its escape from the immune response thus rendering the vaccine ineffective. To lower this possibility in our design, we eliminated all rapidly evolving genes of C. auris with positive selection. We further employed highly conserved regions of multiple C. auris strains and identified two immunogenic and antigenic T-cell epitopes that could generate the most effective immune response against C. auris. The antigenicity scores of our predicted vaccine candidates were calculated as 0.85 and 1.88 where 0.5 is the threshold for prediction of fungal antigenic sequences. Based on our results, we conclude that our vaccine candidates have the potential to be successfully employed for the treatment of C. auris infection. However, in vivo experiments are imperative to further demonstrate the efficacy of our design.
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Affiliation(s)
- Shishir K. Gupta
- Department of Bioinformatics, Biocenter, Functional Genomics and Systems Biology Group, University of Würzburg, Würzburg, Germany
- Evolutionary Genomics Group, Center for Computational and Theoretical Biology, University of Würzburg, Würzburg, Germany
| | - Özge Osmanoglu
- Department of Bioinformatics, Biocenter, Functional Genomics and Systems Biology Group, University of Würzburg, Würzburg, Germany
| | - Rashmi Minocha
- Department of Biochemistry, All India Institute of Medical Sciences, New Delhi, India
| | - Sourish Reddy Bandi
- Department of Bioinformatics, Biocenter, Functional Genomics and Systems Biology Group, University of Würzburg, Würzburg, Germany
- Institute of Experimental Biomedicine, University Hospital Würzburg, Würzburg, Germany
| | - Elena Bencurova
- Department of Bioinformatics, Biocenter, Functional Genomics and Systems Biology Group, University of Würzburg, Würzburg, Germany
| | - Mugdha Srivastava
- Department of Bioinformatics, Biocenter, Functional Genomics and Systems Biology Group, University of Würzburg, Würzburg, Germany
- Core Unit Systems Medicine, University of Würzburg, Würzburg, Germany
| | - Thomas Dandekar
- Department of Bioinformatics, Biocenter, Functional Genomics and Systems Biology Group, University of Würzburg, Würzburg, Germany
- BioComputing Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
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Mahmoudvand S, Shokri S, Makvandi M, Taherkhani R, Rashno M, Jalilian FA, Angali KA. In silico prediction of T-cell and B-cell epitopes of human papillomavirus type 16 L1 protein. Biotechnol Appl Biochem 2021; 69:514-525. [PMID: 33624357 DOI: 10.1002/bab.2128] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 02/05/2021] [Indexed: 12/13/2022]
Abstract
Human papillomavirus type 16 (HPV-16) is one of the most important cause of developing cervical cancer. Therefore, effective epitope-based vaccine design for HPV-16 would be of major medical benefit. The aim of our study was to identify B- and T-cell epitopes of HPV-16 L1 protein. In this study, the HPV-16 L1 gene was isolated from HPV recovered from five vaginal swab samples using specific primers and finally sequenced. The ExPASy translate tool (http://web.expasy.org/translate/) was used to convert nucleotide sequence into amino acid sequence. Bioinformatic analysis was employed to predict suitable B- and T-cell epitopes and immunogenicity, allergenicity, and toxicity of predicted epitopes were then evaluated. Afterward, the selected T-cell epitopes were docked using Molegro Virtual Docker software. The two epitopes 207 AMDFTTLQA215 and 200 MVDTGFGAM208 have showed a very strong binding affinity to HLA-A0201 and HLA-B3501 molecules, respectively. Outcome of B-cell epitope prediction showed that epitope 475 KAKPKFTLGKRK ATPTTSSTSTTAKRKK502 contained overlapped epitope, which might be the epitope associated with the production of neutralizing antibody response. Based on this finding, the predicted B- and T-cell epitopes are promising targets for epitope-based vaccine development against HPV-16. Further in vivo and in vitro experiments are needed to confirm our findings.
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Affiliation(s)
- Shahab Mahmoudvand
- Infectious and Tropical Disease Research Center, Health Research Institute, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran.,Department of Virology, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Somayeh Shokri
- Infectious and Tropical Disease Research Center, Health Research Institute, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran.,Department of Virology, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Manoochehr Makvandi
- Infectious and Tropical Disease Research Center, Health Research Institute, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran.,Department of Virology, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Reza Taherkhani
- Persian Gulf Biomedical Research Center, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Mohammad Rashno
- Cellular and Molecular Research Center, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Farid Azizi Jalilian
- Department of Virology, School of Medicine, Hamedan University of Medical Sciences, Hamedan, Iran
| | - Kambiz Ahmadi Angali
- Department of Biostatistics and Epidemiology, School of Public Health, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
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Chand Y, Alam MA, Singh S. Pan-genomic analysis of the species Salmonella enterica: Identification of core essential and putative essential genes. GENE REPORTS 2020. [DOI: 10.1016/j.genrep.2020.100669] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
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Development of HPV 16,18,31,45 E5 and E7 peptides-based vaccines predicted by immunoinformatics tools. Biotechnol Lett 2020; 42:403-418. [PMID: 31915962 PMCID: PMC7087594 DOI: 10.1007/s10529-020-02792-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2019] [Accepted: 01/02/2020] [Indexed: 12/17/2022]
Abstract
Objectives Viral oncoproteins are ideal targets in therapeutic vaccines for functional inhibition of human papillomaviruses (HPVs). Herein, we designed the peptide constructs derived from E5 and E7 oncoproteins of high-risk HPV types 16, 18, 31 and 45 using the bioinformatics tools and investigated their potency in mice. Results The framework of the combined in silico/in vivo analysis included (1) to determine physicochemical properties of the designed constructs, (2) to identify potential IFN-γ-inducing epitopes, (3) to assess allergenicity, (4) to recognize linear and discontinuous B cell epitopes using modeling and validation of 3D structure of the designed constructs, and (5) to evaluate immune responses and tumor growth in vivo. Our in silico data determined high potency of the HPV16,18,31,45 E5 and HPV16,18,31,45 E7 peptides for trigger B- and T-cell responses, and IFN-γ secretion. In vivo study indicated that the mixture of E5 and E7 immunodominant peptides from four types of high-risk HPV could induce Th1 immune response, and protect completely mice against TC-1 tumor cells. Conclusion Generally, the combined in silico/in vivo approaches showed the ability of the designed E5 and E7 peptide constructs from four major high-risk HPV types for development of therapeutic vaccines. Electronic supplementary material The online version of this article (10.1007/s10529-020-02792-6) contains supplementary material, which is available to authorized users.
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Smalley Rumfield C, Roller N, Pellom ST, Schlom J, Jochems C. Therapeutic Vaccines for HPV-Associated Malignancies. Immunotargets Ther 2020; 9:167-200. [PMID: 33117742 PMCID: PMC7549137 DOI: 10.2147/itt.s273327] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Accepted: 09/03/2020] [Indexed: 12/13/2022] Open
Abstract
Human papillomavirus (HPV)-related malignancies are responsible for almost all cases of cervical cancer in women, and over 50% of all cases of head and neck carcinoma. Worldwide, HPV-positive malignancies account for 4.5% of the global cancer burden, or over 600,000 cases per year. HPV infection is a pressing public health issue, as more than 80% of all individuals have been exposed to HPV by age 50, representing an important target for vaccine development to reduce the incidence of cancer and the economic cost of HPV-related health issues. The approval of Gardasil® as a prophylactic vaccine for high-risk HPV 16 and 18 and low-risk HPV6 and 11 for people aged 11-26 in 2006, and of Cervarix® in 2009, revolutionized the field and has since reduced HPV infection in young populations. Unfortunately, prophylactic vaccination does not induce immunity in those with established HPV infections or HPV-induced neoplasms, and there are currently no therapeutic HPV vaccines approved by the US Food and Drug Administration. This comprehensive review will detail the progress made in the development of therapeutic vaccines against high-risk HPV types, and potential combinations with other immunotherapeutic agents for more efficient and rational designs of combination treatments for HPV-associated malignancies.
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Affiliation(s)
- Claire Smalley Rumfield
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Nicholas Roller
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Samuel Troy Pellom
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jeffrey Schlom
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
- Correspondence: Jeffrey Schlom Laboratory of Tumor Immunology and Biology, Center for Cancer Research, National Cancer Institute, 10 Center Drive, Room 8B09, Bethesda, MD20892, USATel +1 240-858-3463Fax +1 240-541-4558 Email
| | - Caroline Jochems
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
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Hancock G, Blight J, Lopez-Camacho C, Kopycinski J, Pocock M, Byrne W, Price MJ, Kemlo P, Evans RI, Bloss A, Saunders K, Kirton R, Andersson M, Hellner K, Reyes-Sandoval A, Dorrell L. A multi-genotype therapeutic human papillomavirus vaccine elicits potent T cell responses to conserved regions of early proteins. Sci Rep 2019; 9:18713. [PMID: 31822717 PMCID: PMC6904585 DOI: 10.1038/s41598-019-55014-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Accepted: 11/20/2019] [Indexed: 12/13/2022] Open
Abstract
Despite an efficacious prophylactic human papillomavirus (HPV) vaccine there is still a considerable global burden of HPV-related disease. Therapeutic vaccines that could prevent cancers in at-risk women are urgently needed. Most candidate therapeutic vaccines have focused on two high-risk (hr) HPV genotypes, 16 and 18, and two viral targets, E6 and E7, which may limit global coverage and efficacy. We designed the synthetic gene '5GHPV3' by selecting conserved regions from each of the six early proteins and generating consensus sequences to represent five hrHPV genotypes. 5GHPV3 was delivered by plasmid DNA, chimpanzee adenovirus (ChAdOx1) and modified vaccinia Ankara (MVA) vectors in prime-boost regimens to mice. ChAdOx1-5GHPV3 / MVA-5GHPV3 induced higher magnitude and more durable HPV-specific T cell responses than other regimens. Vaccine-induced T cells were polyfunctional and persisted at high frequencies for at least six weeks. Importantly, HPV-specific effector CD8 + T cells were detected in the cervix following systemic administration of ChAdOx1-5GHPV3 / MVA-5GHPV3 and increased in frequency over time, indicating continued trafficking of T cells to the cervix. Finally, T cells specific for 5GHPV3 encoded antigens were detected by IFN-γ Elispot in women with current or past hrHPV infections, confirming the presence of epitopes relevant to natural immune control.
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Affiliation(s)
- Gemma Hancock
- Nuffield Department of Medicine, University of Oxford and Oxford NIHR Biomedical Research Centre, NDM Research Building, Old Road Campus, Oxford, UK.
| | - Joshua Blight
- The Jenner Institute, Nuffield Department of Medicine, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Roosevelt Drive, Oxford, UK
| | - Cesar Lopez-Camacho
- The Jenner Institute, Nuffield Department of Medicine, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Roosevelt Drive, Oxford, UK
| | - Jakub Kopycinski
- Nuffield Department of Medicine, University of Oxford and Oxford NIHR Biomedical Research Centre, NDM Research Building, Old Road Campus, Oxford, UK
| | - Mamatha Pocock
- Nuffield Department of Medicine, University of Oxford and Oxford NIHR Biomedical Research Centre, NDM Research Building, Old Road Campus, Oxford, UK
| | - Wendy Byrne
- Direct Delivery Team, NIHR Clinical Research Network Thames Valley and South Midlands, Nuffield Orthopaedic Centre, Block 8, Oxford, OX3 7LD, UK
| | - Michael J Price
- Nuffield Department of Medicine, University of Oxford and Oxford NIHR Biomedical Research Centre, NDM Research Building, Old Road Campus, Oxford, UK
| | - Phillip Kemlo
- The Jenner Institute, Nuffield Department of Medicine, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Roosevelt Drive, Oxford, UK
| | - Ranoromanana Ionitiana Evans
- Direct Delivery Team, NIHR Clinical Research Network Thames Valley and South Midlands, Nuffield Orthopaedic Centre, Block 8, Oxford, OX3 7LD, UK
| | - Angela Bloss
- Direct Delivery Team, NIHR Clinical Research Network Thames Valley and South Midlands, Nuffield Orthopaedic Centre, Block 8, Oxford, OX3 7LD, UK
| | - Kathryn Saunders
- Direct Delivery Team, NIHR Clinical Research Network Thames Valley and South Midlands, Nuffield Orthopaedic Centre, Block 8, Oxford, OX3 7LD, UK
| | - Richard Kirton
- Microbiology Department, Oxford University Hospital NHS Foundation Trust, Oxford, UK
| | - Monique Andersson
- Microbiology Department, Oxford University Hospital NHS Foundation Trust, Oxford, UK
| | - Karin Hellner
- Nuffield Department of Obstetrics and Gynaecology, University of Oxford, Women's Centre, John Radcliffe Hospital, Oxford, UK
| | - Arturo Reyes-Sandoval
- The Jenner Institute, Nuffield Department of Medicine, University of Oxford, The Henry Wellcome Building for Molecular Physiology, Roosevelt Drive, Oxford, UK
| | - Lucy Dorrell
- Nuffield Department of Medicine, University of Oxford and Oxford NIHR Biomedical Research Centre, NDM Research Building, Old Road Campus, Oxford, UK
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In silico/In vivo analysis of high-risk papillomavirus L1 and L2 conserved sequences for development of cross-subtype prophylactic vaccine. Sci Rep 2019; 9:15225. [PMID: 31645650 PMCID: PMC6811573 DOI: 10.1038/s41598-019-51679-8] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2018] [Accepted: 10/07/2019] [Indexed: 12/13/2022] Open
Abstract
Human papillomavirus (HPV) is the most common sexually transmitted infection in the world and the main cause of cervical cancer. Nowadays, the virus-like particles (VLPs) based on L1 proteins have been considered as the best candidate for vaccine development against HPV infections. Two commercial HPV (Gardasil and Cervarix) are available. These HPV VLP vaccines induce genotype-limited protection. The major impediments such as economic barriers especially gaps in financing obstructed the optimal delivery of vaccines in developing countries. Thus, many efforts are underway to develop the next generation of vaccines against other types of high-risk HPV. In this study, we developed DNA constructs (based on L1 and L2 genes) that were potentially immunogenic and highly conserved among the high-risk HPV types. The framework of analysis include (1) B-cell epitope mapping, (2) T-cell epitope mapping (i.e., CD4+ and CD8+ T cells), (3) allergenicity assessment, (4) tap transport and proteasomal cleavage, (5) population coverage, (6) global and template-based docking, and (7) data collection, analysis, and design of the L1 and L2 DNA constructs. Our data indicated the 8-epitope candidates for helper T-cell and CTL in L1 and L2 sequences. For the L1 and L2 constructs, combination of these peptides in a single universal vaccine could involve all world population by the rate of 95.55% and 96.33%, respectively. In vitro studies showed high expression rates of multiepitope L1 (~57.86%) and L2 (~68.42%) DNA constructs in HEK-293T cells. Moreover, in vivo studies indicated that the combination of L1 and L2 DNA constructs without any adjuvant or delivery system induced effective immune responses, and protected mice against C3 tumor cells (the percentage of tumor-free mice: ~66.67%). Thus, the designed L1 and L2 DNA constructs would represent promising applications for HPV vaccine development.
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Jabbar B, Rafique S, Salo-Ahen OMH, Ali A, Munir M, Idrees M, Mirza MU, Vanmeert M, Shah SZ, Jabbar I, Rana MA. Antigenic Peptide Prediction From E6 and E7 Oncoproteins of HPV Types 16 and 18 for Therapeutic Vaccine Design Using Immunoinformatics and MD Simulation Analysis. Front Immunol 2018; 9:3000. [PMID: 30619353 PMCID: PMC6305797 DOI: 10.3389/fimmu.2018.03000] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Accepted: 12/04/2018] [Indexed: 12/31/2022] Open
Abstract
Human papillomavirus (HPV) induced cervical cancer is the second most common cause of death, after breast cancer, in females. Three prophylactic vaccines by Merck Sharp & Dohme (MSD) and GlaxoSmithKline (GSK) have been confirmed to prevent high-risk HPV strains but these vaccines have been shown to be effective only in girls who have not been exposed to HPV previously. The constitutively expressed HPV oncoproteins E6 and E7 are usually used as target antigens for HPV therapeutic vaccines. These early (E) proteins are involved, for example, in maintaining the malignant phenotype of the cells. In this study, we predicted antigenic peptides of HPV types 16 and 18, encoded by E6 and E7 genes, using an immunoinformatics approach. To further evaluate the immunogenic potential of the predicted peptides, we studied their ability to bind to class I major histocompatibility complex (MHC-I) molecules in a computational docking study that was supported by molecular dynamics (MD) simulations and estimation of the free energies of binding of the peptides at the MHC-I binding cleft. Some of the predicted peptides exhibited comparable binding free energies and/or pattern of binding to experimentally verified MHC-I-binding epitopes that we used as references in MD simulations. Such peptides with good predicted affinity may serve as candidate epitopes for the development of therapeutic HPV peptide vaccines.
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Affiliation(s)
- Basit Jabbar
- Centre of Excellence in Molecular Biology, University of the Punjab, Lahore, Pakistan
| | - Shazia Rafique
- Centre of Excellence in Molecular Biology, University of the Punjab, Lahore, Pakistan
| | - Outi M H Salo-Ahen
- Structural Bioinformatics Laboratory, Faculty of Science and Engineering, Biochemistry, Åbo Akademi University, Turku, Finland.,Pharmaceutical Sciences Laboratory, Faculty of Science and Engineering, Pharmacy, Åbo Akademi University, Turku, Finland
| | - Amjad Ali
- Department of Genetics, Hazara University, Mansehra, Pakistan
| | - Mobeen Munir
- Division of Science and Technology, University of Education Lahore, Lahore, Pakistan
| | - Muhammad Idrees
- Centre of Excellence in Molecular Biology, University of the Punjab, Lahore, Pakistan.,Hazara University, Mansehra, Pakistan
| | - Muhammad Usman Mirza
- Department of Pharmaceutical and Pharmacological Sciences, Rega Institute for Medical Research, Medicinal Chemistry, University of Leuven, Leuven, Belgium
| | - Michiel Vanmeert
- Department of Pharmaceutical and Pharmacological Sciences, Rega Institute for Medical Research, Medicinal Chemistry, University of Leuven, Leuven, Belgium
| | - Syed Zawar Shah
- Centre of Excellence in Molecular Biology, University of the Punjab, Lahore, Pakistan
| | - Iqra Jabbar
- School of Biological Sciences, University of the Punjab, Lahore, Pakistan
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Kaliamurthi S, Selvaraj G, Kaushik AC, Gu KR, Wei DQ. Designing of CD8 + and CD8 +-overlapped CD4 + epitope vaccine by targeting late and early proteins of human papillomavirus. Biologics 2018; 12:107-125. [PMID: 30323556 PMCID: PMC6174296 DOI: 10.2147/btt.s177901] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
BACKGROUND AND AIM Human papillomavirus (HPV) is an oncogenic agent that causes over 90% of cases of cervical cancer in the world. Currently available prophylactic vaccines are type specific and have less therapeutic efficiency. Therefore, we aimed to predict the potential species-specific and therapeutic epitopes from the protein sequences of HPV45 by using different immunoinformatics tools. METHODS Initially, we determined the antigenic potential of late (L1 and L2) and early (E1, E2, E4, E5, E6, and E7) proteins. Then, major histocompatibility complex class I-restricted CD8+ T-cell epitopes were selected based on their immunogenicity. In addition, epitope conservancy, population coverage (PC), and target receptor-binding affinity of the immunogenic epitopes were determined. Moreover, we predicted the possible CD8+, nested interferon gamma (IFN-γ)-producing CD4+, and linear B-cell epitopes. Further, antigenicity, allergenicity, immunogenicity, and system biology-based virtual pathway associated with cervical cancer were predicted to confirm the therapeutic efficiency of overlapped epitopes. RESULTS Twenty-seven immunogenic epitopes were found to exhibit cross-protection (≥55%) against the 15 high-risk HPV strains (16, 18, 31, 33, 35, 39, 51, 52, 56, 58, 59, 68, 69, 73, and 82). The highest PC was observed in Europe (96.30%), North America (93.98%), West Indies (90.34%), North Africa (90.14%), and East Asia (89.47%). Binding affinities of 79 docked complexes observed as global energy ranged from -10.80 to -86.71 kcal/mol. In addition, CD8+ epitope-overlapped segments in CD4+ and B-cell epitopes demonstrated that immunogenicity and IFN-γ-producing efficiency ranged from 0.0483 to 0.5941 and 0.046 to 18, respectively. Further, time core simulation revealed the overlapped epitopes involved in pRb, p53, COX-2, NF-X1, and HPV45 infection signaling pathways. CONCLUSION Even though the results of this study need to be confirmed by further experimental peptide sensitization studies, the findings on immunogenic and IFN-γ-producing CD8+ and overlapped epitopes provide new insights into HPV vaccine development.
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Affiliation(s)
- Satyavani Kaliamurthi
- Centre of Interdisciplinary Science - Computational Life Sciences, College of Food Science and Engineering, Henan University of Technology, Zhengzhou, China,
| | - Gurudeeban Selvaraj
- Centre of Interdisciplinary Science - Computational Life Sciences, College of Food Science and Engineering, Henan University of Technology, Zhengzhou, China,
| | - Aman Chandra Kaushik
- The State Key Laboratory of Microbial Metabolism, College of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China,
| | - Ke-Ren Gu
- Centre of Interdisciplinary Science - Computational Life Sciences, College of Food Science and Engineering, Henan University of Technology, Zhengzhou, China,
- College of Chemistry, Chemical Engineering and Environment, Henan University of Technology, Zhengzhou, China
| | - Dong-Qing Wei
- Centre of Interdisciplinary Science - Computational Life Sciences, College of Food Science and Engineering, Henan University of Technology, Zhengzhou, China,
- The State Key Laboratory of Microbial Metabolism, College of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China,
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