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Paremskaia AI, Volchkov PY, Deviatkin AA. IAVCP (Influenza A Virus Consensus and Phylogeny): Automatic Identification of the Genomic Sequence of the Influenza A Virus from High-Throughput Sequencing Data. Viruses 2024; 16:873. [PMID: 38932165 PMCID: PMC11209090 DOI: 10.3390/v16060873] [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: 03/18/2024] [Revised: 04/27/2024] [Accepted: 05/28/2024] [Indexed: 06/28/2024] Open
Abstract
Recently, high-throughput sequencing of influenza A viruses has become a routine test. It should be noted that the extremely high diversity of the influenza A virus complicates the task of determining the sequences of all eight genome segments. For a fast and accurate analysis, it is necessary to select the most suitable reference for each segment. At the same time, there is no standardized method in the field of decoding sequencing results that allows the user to update the sequence databases to which the reads obtained by virus sequencing are compared. The IAVCP (influenza A virus consensus and phylogeny) was developed with the goal of automatically analyzing high-throughput sequencing data of influenza A viruses. Its goals include the extraction of a consensus genome directly from paired raw reads. In addition, the pipeline enables the identification of potential reassortment events in the evolutionary history of the virus of interest by analyzing the topological structure of phylogenetic trees that are automatically reconstructed.
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Affiliation(s)
- Anastasiia Iu. Paremskaia
- Federal Research Center for Innovator and Emerging Biomedical and Pharmaceutical Technologies, 125315 Moscow, Russia;
| | - Pavel Yu. Volchkov
- Federal Research Center for Innovator and Emerging Biomedical and Pharmaceutical Technologies, 125315 Moscow, Russia;
- Department of Fundamental Medicine, Lomonosov Moscow State University, 119992 Moscow, Russia
- The MCSC Named after A. S. Loginov, 111123 Moscow, Russia
| | - Andrei A. Deviatkin
- Federal Research Center for Innovator and Emerging Biomedical and Pharmaceutical Technologies, 125315 Moscow, Russia;
- Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, 119992 Moscow, Russia
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Lean FZX, Falchieri M, Furman N, Tyler G, Robinson C, Holmes P, Reid SM, Banyard AC, Brown IH, Man C, Núñez A. Highly pathogenic avian influenza virus H5N1 infection in skua and gulls in the United Kingdom, 2022. Vet Pathol 2024; 61:421-431. [PMID: 38140946 DOI: 10.1177/03009858231217224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2023]
Abstract
The reemergence of the highly pathogenic avian influenza virus (HPAIV) subtype H5N1 in the United Kingdom in 2021-2022 has caused unprecedented epizootic events in wild birds and poultry. During the summer of 2022, there was a shift in virus transmission dynamics resulting in increased HPAIV infection in seabirds, and consequently, a profound impact on seabird populations. To understand the pathological impact of HPAIV in seabirds, we evaluated the virus antigen distribution and associated pathological changes in the tissues of great skua (Stercorarius skua, n = 8), long-tailed skua (Stercorarius longicaudus, n = 1), European herring gull (Larus argentatus, n = 5), and black-headed gull (Chroicocephalus ridibundus, n = 4), which succumbed to natural infection of HPAIV during the summer of 2022. Cases were collected from Shetland, including Scatness (mainland), No Ness (mainland), Clumlie (mainland), Hermaness (island), Fair Isle (island), Noss (island), and the West Midlands, South East, and South West of England. Grossly, gizzard ulceration was observed in one great skua and pancreatic necrosis was observed in 4 herring gulls, with intralesional viral antigen detected subsequently. Microscopical analysis revealed neuro-, pneumo-, lymphoid-, and cardiomyotropism of HPAIV H5N1, with the most common virus-associated pathological changes being pancreatic and splenic necrosis. Examination of the reproductive tract of the great skua revealed HPAIV-associated oophoritis and salpingitis, and virus replication within the oviductal epithelium. The emergence of HPAIV in seabirds Stercorariidae and Laridae, particularly during summer 2022, has challenged the dogma of HPAIV dynamics, posing a significant threat to wild bird life with potential implications for the reproductive performance of seabirds of conservation importance.
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Affiliation(s)
- Fabian Z X Lean
- Animal and Plant Health Agency, Weybridge, UK
- Royal Veterinary College, Hertfordshire, UK
| | | | | | | | | | - Paul Holmes
- APHA Shrewsbury Veterinary Investigation Centre, UK
| | | | | | - Ian H Brown
- Animal and Plant Health Agency, Weybridge, UK
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Azeem S, Baroch J, Tewari D, Pabilonia KL, Killian M, Bradel-Tretheway B, Sun D, Ghorbani-Nezami S, Yoon KJ. Molecular Characterization of Non-H5 and Non-H7 Avian Influenza Viruses from Non-Mallard Migratory Waterbirds of the North American Flyways, 2006-2011. Pathogens 2024; 13:333. [PMID: 38668288 PMCID: PMC11054893 DOI: 10.3390/pathogens13040333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 03/27/2024] [Accepted: 04/11/2024] [Indexed: 04/29/2024] Open
Abstract
The surveillance of migratory waterbirds (MWs) for avian influenza virus (AIV) is indispensable for the early detection of a potential AIV incursion into poultry. Surveying AIV infections and virus subtypes in understudied MW species could elucidate their role in AIV ecology. Oropharyngeal-cloacal (OPC) swabs were collected from non-mallard MWs between 2006 and 2011. OPC swabs (n = 1158) that molecularly tested positive for AIV (Cts ≤ 32) but tested negative for H5 and H7 subtypes were selected for virus isolation (VI). The selected samples evenly represented birds from all four North American flyways (Pacific, Central, Mississippi, and Atlantic). Eighty-seven low pathogenic AIV isolates, representing 31 sites in 17 states, were recovered from the samples. All isolates belonged to the North American lineage. The samples representing birds from the Central Flyway had the highest VI positive rate (57.5%) compared to those from the other flyways (10.3-17.2%), suggesting that future surveillance can focus on the Central Flyway. Of the isolates, 43.7%, 12.6%, and 10.3% were obtained from blue-winged teal, American wigeon, and American black duck species, respectively. Hatch-year MWs represented the majority of the isolates (70.1%). The most common H and N combinations were H3N8 (23.0%), H4N6 (18.4%), and H4N8 (18.4%). The HA gene between non-mallard and mallard MW isolates during the same time period shared 85.5-99.5% H3 identity and 89.3-99.7% H4 identity. Comparisons between MW (mallard and non-mallard) and poultry H3 and H4 isolates also revealed high similarity (79.0-99.0% and 88.7-98.4%), emphasizing the need for continued AIV surveillance in MWs.
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Affiliation(s)
- Shahan Azeem
- Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, IA 50011, USA; (S.A.); (D.S.)
- Institute of Microbiology, Faculty of Veterinary Science, University of Veterinary and Animal Sciences, Lahore 54000, Pakistan
| | - John Baroch
- Wildlife Services, Animal & Plant Health Inspection Service (APHIS), United States Department of Agriculture (USDA), Fort Collins, CO 80526, USA
| | - Deepanker Tewari
- Pennsylvania Veterinary Laboratory, Pennsylvania Department of Agriculture, Harrisburg, PA 17110, USA;
| | - Kristy L. Pabilonia
- Department of Microbiology, Immunology and Pathology, Colorado State University, Fort Collins, CO 80523, USA;
| | - Mary Killian
- National Veterinary Services Laboratories, Animal & Plant Health Inspection Service (APHIS), United States Department of Agriculture (USDA), Ames, IA 50010, USA;
| | - Birgit Bradel-Tretheway
- Paul G. Allen School for Global Animal Health, Washington State University, Pullman, WA 99164, USA;
| | - Dong Sun
- Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, IA 50011, USA; (S.A.); (D.S.)
| | - Sara Ghorbani-Nezami
- Department of Veterinary Diagnostic and Production Animal Medicine, Iowa State University, Ames, IA 50011, USA
| | - Kyoung-Jin Yoon
- Department of Veterinary Diagnostic and Production Animal Medicine, Iowa State University, Ames, IA 50011, USA
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Dong MY, Guo ZW, Li YX, Lv JD, Xiang XL, Cui M, Han XF, Cao SJ, Huang Y, Xia J. Research Note: A recombinant duck-derived H6N2 subtype avian influenza virus can replicate and shed in young chickens and cause disease. Poult Sci 2023; 102:103012. [PMID: 37611454 PMCID: PMC10466914 DOI: 10.1016/j.psj.2023.103012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 08/02/2023] [Accepted: 08/04/2023] [Indexed: 08/25/2023] Open
Abstract
The H6N2 subtype avian influenza virus (AIV) is commonly detected in the migratory waterfowl reservoirs. Previously, H6N2 AIV was believed to be nonpathogenic to young chickens and could not infect or shed in their respiratory tract under experimental conditions. However, in present study, a highly recombinant strain of duck-derived H6N2 AIV was discovered and isolated for pathogenicity tests. The results revealed that H6N2 could induce seroconversion in chickens and high morbidity of over 86.7%, along with evident upper respiratory tract hemorrhage. Moreover, 5 substitutions were detected in the upper respiratory tract shedding reisolated virus, with a high viral load in the target organs of infected chickens. In contrast, ducks failed to exhibit any symptoms, pathological lesions, or viral shedding, while demonstrated seroconversion and high viral load in the livers. These findings indicate that H6N2 AIV could also show pathogenicity to chickens under experimental conditions, thereby effectively replicating and shedding in chickens. Therefore, the study provides further elucidations on the pathogenicity of H6N2 AIV.
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Affiliation(s)
- Meng-Yi Dong
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Zhong-Wei Guo
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Yong-Xin Li
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Jia-Dai Lv
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Xue-Lian Xiang
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Min Cui
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Xin-Feng Han
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - San-Jie Cao
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Yong Huang
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China
| | - Jing Xia
- College of Veterinary Medicine, Sichuan Agricultural University, Chengdu 611130, Sichuan, People's Republic of China.
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Rasmussen EA, Czaja A, Cuthbert FJ, Tan GS, Lemey P, Nelson MI, Culhane MR. Influenza A viruses in gulls in landfills and freshwater habitats in Minnesota, United States. Front Genet 2023; 14:1172048. [PMID: 37229191 PMCID: PMC10203411 DOI: 10.3389/fgene.2023.1172048] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 04/10/2023] [Indexed: 05/27/2023] Open
Abstract
Introduction: The unpredictable evolution of avian influenza viruses (AIVs) presents an ongoing threat to agricultural production and public and wildlife health. Severe outbreaks of highly pathogenic H5N1 viruses in US poultry and wild birds since 2022 highlight the urgent need to understand the changing ecology of AIV. Surveillance of gulls in marine coastal environments has intensified in recent years to learn how their long-range pelagic movements potentially facilitate inter-hemispheric AIV movements. In contrast, little is known about inland gulls and their role in AIV spillover, maintenance, and long-range dissemination. Methods: To address this gap, we conducted active AIV surveillance in ring-billed gulls (Larus delawarensis) and Franklin's gulls (Leucophaeus pipixcan) in Minnesota's natural freshwater lakes during the summer breeding season and in landfills during fall migration (1,686 samples). Results: Whole-genome AIV sequences obtained from 40 individuals revealed three-lineage reassortants with a mix of genome segments from the avian Americas lineage, avian Eurasian lineage, and a global "Gull" lineage that diverged more than 50 years ago from the rest of the AIV global gene pool. No poultry viruses contained gull-adapted H13, NP, or NS genes, pointing to limited spillover. Geolocators traced gull migration routes across multiple North American flyways, explaining how inland gulls imported diverse AIV lineages from distant locations. Migration patterns were highly varied and deviated far from assumed "textbook" routes. Discussion: Viruses circulating in Minnesota gulls during the summer breeding season in freshwater environments reappeared in autumn landfills, evidence of AIV persistence in gulls between seasons and transmission between habitats. Going forward, wider adoption of technological advances in animal tracking devices and genetic sequencing is needed to expand AIV surveillance in understudied hosts and habitats.
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Affiliation(s)
- Elizabeth A. Rasmussen
- Department of Veterinary Population Medicine, College of Veterinary Medicine, University of Minnesota, Saint Paul, MN, United States
| | - Agata Czaja
- Computational Biology Branch, National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, United States
| | - Francesca J. Cuthbert
- Department of Fisheries, Wildlife and Conservation Biology, College of Food, Agricultural and Natural Resource Sciences, University of Minnesota, Minneapolis, MN, United States
| | - Gene S. Tan
- J. Craig Venter Institute, La Jolla, Division of Infectious Diseases, Department of Medicine, University of California San Diego, La Jolla, CA, United States
| | - Philippe Lemey
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Martha I. Nelson
- Computational Biology Branch, National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, United States
| | - Marie R. Culhane
- Department of Veterinary Population Medicine, College of Veterinary Medicine, University of Minnesota, Saint Paul, MN, United States
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Sims A, Tornaletti LB, Jasim S, Pirillo C, Devlin R, Hirst JC, Loney C, Wojtus J, Sloan E, Thorley L, Boutell C, Roberts E, Hutchinson E. Superinfection exclusion creates spatially distinct influenza virus populations. PLoS Biol 2023; 21:e3001941. [PMID: 36757937 PMCID: PMC9910727 DOI: 10.1371/journal.pbio.3001941] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Accepted: 12/02/2022] [Indexed: 02/10/2023] Open
Abstract
Interactions between viruses during coinfections can influence viral fitness and population diversity, as seen in the generation of reassortant pandemic influenza A virus (IAV) strains. However, opportunities for interactions between closely related viruses are limited by a process known as superinfection exclusion (SIE), which blocks coinfection shortly after primary infection. Using IAVs, we asked whether SIE, an effect which occurs at the level of individual cells, could limit interactions between populations of viruses as they spread across multiple cells within a host. To address this, we first measured the kinetics of SIE in individual cells by infecting them sequentially with 2 isogenic IAVs, each encoding a different fluorophore. By varying the interval between addition of the 2 IAVs, we showed that early in infection SIE does not prevent coinfection, but that after this initial lag phase the potential for coinfection decreases exponentially. We then asked how the kinetics of SIE onset controlled coinfections as IAVs spread asynchronously across monolayers of cells. We observed that viruses at individual coinfected foci continued to coinfect cells as they spread, because all new infections were of cells that had not yet established SIE. In contrast, viruses spreading towards each other from separately infected foci could only establish minimal regions of coinfection before reaching cells where coinfection was blocked. This created a pattern of separate foci of infection, which was recapitulated in the lungs of infected mice, and which is likely to be applicable to many other viruses that induce SIE. We conclude that the kinetics of SIE onset segregate spreading viral infections into discrete regions, within which interactions between virus populations can occur freely, and between which they are blocked.
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Affiliation(s)
- Anna Sims
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | | | - Seema Jasim
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Chiara Pirillo
- Beatson Institute for Cancer Research, Glasgow, United Kingdom
| | - Ryan Devlin
- Beatson Institute for Cancer Research, Glasgow, United Kingdom
| | - Jack C Hirst
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Colin Loney
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Joanna Wojtus
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Elizabeth Sloan
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Luke Thorley
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Chris Boutell
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Edward Roberts
- Beatson Institute for Cancer Research, Glasgow, United Kingdom
| | - Edward Hutchinson
- MRC-University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
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Ishmukhametov AA. Basic and Applied Sciences: Technology and Immunobiological Products. HERALD OF THE RUSSIAN ACADEMY OF SCIENCES 2022; 92:452-455. [PMID: 36091846 PMCID: PMC9447946 DOI: 10.1134/s101933162204013x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 02/10/2022] [Accepted: 02/25/2022] [Indexed: 06/15/2023]
Abstract
The experience in organizing the creation of innovative immunobiological drugs and vaccines is discussed-from laboratory developments to industrial technologies and the registration of finished forms of effective and safe drugs that are in demand in the domestic and foreign markets. The principles of their action rely on the latest global achievements in the field of immunobiology and vaccinology.
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Affiliation(s)
- A. A. Ishmukhametov
- Chumakov Federal Scientific Center for Research and Development of Immunobiological Products (Institute of Poliomyelitis), Russian Academy of Sciences (RAS FSC R&D IBP), Moscow, Russia
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Amirgazin A, Shevtsov A, Karibayev T, Berdikulov M, Kozhakhmetova T, Syzdykova L, Ramankulov Y, Shustov AV. Highly pathogenic avian influenza virus of the A/H5N8 subtype, clade 2.3.4.4b, caused outbreaks in Kazakhstan in 2020. PeerJ 2022; 10:e13038. [PMID: 35256921 PMCID: PMC8898005 DOI: 10.7717/peerj.13038] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 02/09/2022] [Indexed: 01/11/2023] Open
Abstract
Background Large poultry die-offs happened in Kazakhstan during autumn of 2020. The birds' disease appeared to be avian influenza. Northern Kazakhstan was hit first and then the disease propagated across the country affecting eleven provinces. This study reports the results of full-genome sequencing of viruses collected during the outbreaks and investigation of their relationship to avian influenza virus isolates in the contemporary circulation in Eurasia. Methods Samples were collected from diseased birds during the 2020 outbreaks in Kazakhstan. Initial virus detection and subtyping was done using RT-PCR. Ten samples collected during expeditions to Northern and Southern Kazakhstan were used for full-genome sequencing of avian influenza viruses. Phylogenetic analysis was used to compare viruses from Kazakhstan to viral isolates from other world regions. Results Phylogenetic trees for hemagglutinin and neuraminidase show that viruses from Kazakhstan belong to the A/H5N8 subtype and to the hemagglutinin H5 clade 2.3.4.4b. Deduced hemagglutinin amino acid sequences in all Kazakhstan's viruses in this study contain the polybasic cleavage site (KRRKR-G) indicative of the highly pathogenic phenotype. Building phylogenetic trees with the Bayesian phylogenetics results in higher statistical support for clusters than using distance methods. The Kazakhstan's viruses cluster with isolates from Southern Russia, the Russian Caucasus, the Ural region, and southwestern Siberia. Other closely related prototypes are from Eastern Europe. The Central Asia Migratory Flyway passes over Kazakhstan and birds have intermediate stops in Northern Kazakhstan. It is postulated that the A/H5N8 subtype was introduced with migrating birds. Conclusion The findings confirm the introduction of the highly pathogenic avian influenza viruses of the A/Goose/Guangdong/96 (Gs/GD) H5 lineage in Kazakhstan. This virus poses a tangible threat to public health. Considering the results of this study, it looks justifiable to undertake measures in preparation, such as install sentinel surveillance for human cases of avian influenza in the largest pulmonary units, develop a human A/H5N8 vaccine and human diagnostics capable of HPAI discrimination.
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Affiliation(s)
- Asylulan Amirgazin
- National Center for Biotechnology, Nur-Sultan, Akmola Region, Kazakhstan
| | - Alexandr Shevtsov
- National Center for Biotechnology, Nur-Sultan, Akmola Region, Kazakhstan
| | - Talgat Karibayev
- National Reference Veterinary Center, Nur-Sultan, Akmola Region, Kazakhstan
| | - Maxat Berdikulov
- National Reference Veterinary Center, Nur-Sultan, Akmola Region, Kazakhstan
| | | | - Laura Syzdykova
- National Center for Biotechnology, Nur-Sultan, Akmola Region, Kazakhstan
| | - Yerlan Ramankulov
- National Center for Biotechnology, Nur-Sultan, Akmola Region, Kazakhstan,National Laboratory Astana, Nazarbayev University, Nur-Sultan, Akmola Region, Kazakhstan
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Bifunctional Inhibitors of Influenza Virus Neuraminidase: Molecular Design of a Sulfonamide Linker. Int J Mol Sci 2021; 22:ijms222313112. [PMID: 34884917 PMCID: PMC8657994 DOI: 10.3390/ijms222313112] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 11/29/2021] [Accepted: 11/30/2021] [Indexed: 11/17/2022] Open
Abstract
The growing resistance of the influenza virus to widely used competitive neuraminidase inhibitors occupying the active site of the enzyme requires the development of bifunctional compounds that can simultaneously interact with other regulatory sites on the protein surface. When developing such an inhibitor and combining structural fragments that could be located in the sialic acid cavity of the active site and the adjacent 430-cavity, it is necessary to select a suitable linker not only for connecting the fragments, but also to ensure effective interactions with the unique arginine triad Arg118-Arg292-Arg371 of neuraminidase. Using molecular modeling, we have demonstrated the usefulness of the sulfonamide group in the linker design and the potential advantage of this functional group over other isosteric analogues.
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