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Dynamic, but Not Necessarily Disordered, Human-Virus Interactions Mediated through SLiMs in Viral Proteins. Viruses 2021; 13:v13122369. [PMID: 34960638 PMCID: PMC8703344 DOI: 10.3390/v13122369] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2021] [Revised: 11/15/2021] [Accepted: 11/16/2021] [Indexed: 12/13/2022] Open
Abstract
Most viruses have small genomes that encode proteins needed to perform essential enzymatic functions. Across virus families, primary enzyme functions are under functional constraint; however, secondary functions mediated by exposed protein surfaces that promote interactions with the host proteins may be less constrained. Viruses often form transient interactions with host proteins through conformationally flexible interfaces. Exposed flexible amino acid residues are known to evolve rapidly suggesting that secondary functions may generate diverse interaction potentials between viruses within the same viral family. One mechanism of interaction is viral mimicry through short linear motifs (SLiMs) that act as functional signatures in host proteins. Viral SLiMs display specific patterns of adjacent amino acids that resemble their host SLiMs and may occur by chance numerous times in viral proteins due to mutational and selective processes. Through mimicry of SLiMs in the host cell proteome, viruses can interfere with the protein interaction network of the host and utilize the host-cell machinery to their benefit. The overlap between rapidly evolving protein regions and the location of functionally critical SLiMs suggest that these motifs and their functional potential may be rapidly rewired causing variation in pathogenicity, infectivity, and virulence of related viruses. The following review provides an overview of known viral SLiMs with select examples of their role in the life cycle of a virus, and a discussion of the structural properties of experimentally validated SLiMs highlighting that a large portion of known viral SLiMs are devoid of predicted intrinsic disorder based on the viral SLiMs from the ELM database.
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Speranta A, Manoliu L, Sogor C, Mernea M, Seiman CD, Seiman DD, Chifiriuc C. Structural bioinformatics used to predict the protein targets of remdesivir and flavones in SARS-CoV-2 infection. Med Chem 2021; 18:382-393. [PMID: 34365955 DOI: 10.2174/1573406417666210806154129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Revised: 12/30/2020] [Accepted: 03/21/2021] [Indexed: 01/18/2023]
Abstract
BACKGROUND During the current SARS-CoV-2 pandemic, the identification of effective antiviral drugs is crucial. Unfortunately, no specific treatment or vaccine is available to date. OBJECTIVE Here, we aimed to predict the interactions between SARS-CoV-2 proteins and protein targets from the human body for some flavone molecules (kaempferol, morin, pectolinarin, myricitrin, and herbacetin) in comparison to synthetic compounds (hydroxychloroquine, remdesivir, ribavirin, ritonavir, AMD-070, favipiravir). METHODS Using MOE software and advanced bioinformatics and cheminformatics portals, we conducted an extensive analysis based on various structural and functional features of compounds, such as their amphiphilic field, flexibility, and steric features. The structural similarity analysis of natural and synthetic compounds was performed using Tanimoto coefficients. The interactions of some compounds with SARS-CoV-2 3CLprotease or RNA-dependent RNA polymerase were described using 2D protein-ligand interaction diagrams based on known crystal structures. The potential targets of considered compounds were identified using the SwissTargetPrediction web tool. RESULTS Our results showed that remdesivir, pectolinarin, and ritonavir present a strong structural similarity which may be correlated to their similar biological activity. As common molecular targets of compounds in the human body, ritonavir, kaempferol, morin, and herbacetin can activate multidrug resistance-associated proteins, while remdesivir, ribavirin, and pectolinarin appear as ligands for adenosine receptors. CONCLUSION Our evaluation recommends remdesivir, pectolinarin, and ritonavir as promising anti-SARS-CoV-2 agents.
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Affiliation(s)
- Avram Speranta
- University of Bucharest, Faculty of Biology, Department of Anatomy, Animal Physiology and Biophysics, 36-46 Bd. M. Kogalniceanu, 050107, Bucharest. Romania
| | - Laura Manoliu
- University of Bucharest, Faculty of Biology, Department of Anatomy, Animal Physiology and Biophysics, 36-46 Bd. M. Kogalniceanu, 050107, Bucharest. Romania
| | - Catalina Sogor
- University of Bucharest, Faculty of Biology, Department of Anatomy, Animal Physiology and Biophysics, 36-46 Bd. M. Kogalniceanu, 050107, Bucharest. Romania
| | - Maria Mernea
- University of Bucharest, Faculty of Biology, Department of Anatomy, Animal Physiology and Biophysics, 36-46 Bd. M. Kogalniceanu, 050107, Bucharest. Romania
| | - Corina Duda Seiman
- West University of Timisoara, Faculty of Chemistry, Biology, Geography, Department of Chemistry and Biology, 16 Pestalozzi, 300115, Timisoara. Romania
| | - Daniel Duda Seiman
- Victor Babes University of Medicine and Pharmacy Timisoara, 2 Piata Eftimie Murgu, 300041, Timisoara. Romania
| | - Carmen Chifiriuc
- University of Bucharest, Faculty of Biology, Department of Botanics and Microbiology, 1-3 Aleea Portocalelor Str, 60101 Bucharest. Romania
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Krishnan DA, Sangeetha G, Vajravijayan S, Nandhagopal N, Gunasekaran K. Structure-based drug designing towards the identification of potential anti-viral for COVID-19 by targeting endoribonuclease NSP15. INFORMATICS IN MEDICINE UNLOCKED 2020; 20:100392. [PMID: 32835078 PMCID: PMC7351674 DOI: 10.1016/j.imu.2020.100392] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 07/02/2020] [Accepted: 07/02/2020] [Indexed: 12/16/2022] Open
Abstract
The world is facing health and economic havoc due to the Corona Virus Disease-2019 (COVID-19) pandemic. Given the number of affected people and the mortality rate, the virus is undoubtedly a serious threat to humanity. By analogy with earlier reports about Severe Acute Respiratory Syndrome (SARS-CoV) and Middle East Respiratory Syndrome (MERS-CoV) - viruses, the novel Coronavirus' replication mechanism is likely well understood. The structure of an endoribonuclease (NSP15) of SARS-CoV-2 was reported recently. This enzyme is expected to play a crucial role in replication. In this work, attempts were made to identify inhibitors of this enzyme. To achieve the goal, high throughput in silico screening and molecular docking procedures were performed. From an Enamine database of a billion compounds, 3978 compounds with potential antiviral activity were selected for screening and induced fit docking that funneled down to eight compounds with good docking score and docking energy. Detailed analysis of non-covalent interactions at the active site and the apparent match of the molecule with the shape of the binding pocket were assessed. All the compounds show significant interactions for tight binding. Since all the compounds are synthetic with favorable drug-like properties, these may be considered for immediate optimization and downstream applications.
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Affiliation(s)
- D Anantha Krishnan
- Centre of Advanced Study in Crystallography and Biophysics, University of Madras, Guindy Campus, Chennai, 600 025, India
| | - G Sangeetha
- Centre of Advanced Study in Crystallography and Biophysics, University of Madras, Guindy Campus, Chennai, 600 025, India
| | - S Vajravijayan
- Centre of Advanced Study in Crystallography and Biophysics, University of Madras, Guindy Campus, Chennai, 600 025, India
| | - N Nandhagopal
- Centre of Advanced Study in Crystallography and Biophysics, University of Madras, Guindy Campus, Chennai, 600 025, India
| | - K Gunasekaran
- Centre of Advanced Study in Crystallography and Biophysics, University of Madras, Guindy Campus, Chennai, 600 025, India
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Pokhrel R, Chapagain P, Siltberg-Liberles J. Potential RNA-dependent RNA polymerase inhibitors as prospective therapeutics against SARS-CoV-2. J Med Microbiol 2020; 69:864-873. [PMID: 32469301 PMCID: PMC7451031 DOI: 10.1099/jmm.0.001203] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 04/27/2020] [Indexed: 01/13/2023] Open
Abstract
Introduction. The emergence of SARS-CoV-2 has taken humanity off guard. Following an outbreak of SARS-CoV in 2002, and MERS-CoV about 10 years later, SARS-CoV-2 is the third coronavirus in less than 20 years to cross the species barrier and start spreading by human-to-human transmission. It is the most infectious of the three, currently causing the COVID-19 pandemic. No treatment has been approved for COVID-19. We previously proposed targets that can serve as binding sites for antiviral drugs for multiple coronaviruses, and here we set out to find current drugs that can be repurposed as COVID-19 therapeutics.Aim. To identify drugs against COVID-19, we performed an in silico virtual screen with the US Food and Drug Administration (FDA)-approved drugs targeting the RNA-dependent RNA polymerase (RdRP), a critical enzyme for coronavirus replication.Methodology. Initially, no RdRP structure of SARS-CoV-2 was available. We performed basic sequence and structural analysis to determine if RdRP from SARS-CoV was a suitable replacement. We performed molecular dynamics simulations to generate multiple starting conformations that were used for the in silico virtual screen. During this work, a structure of RdRP from SARS-CoV-2 became available and was also included in the in silico virtual screen.Results. The virtual screen identified several drugs predicted to bind in the conserved RNA tunnel of RdRP, where many of the proposed targets were located. Among these candidates, quinupristin is particularly interesting because it is expected to bind across the RNA tunnel, blocking access from both sides and suggesting that it has the potential to arrest viral replication by preventing viral RNA synthesis. Quinupristin is an antibiotic that has been in clinical use for two decades and is known to cause relatively minor side effects.Conclusion. Quinupristin represents a potential anti-SARS-CoV-2 therapeutic. At present, we have no evidence that this drug is effective against SARS-CoV-2 but expect that the biomedical community will expeditiously follow up on our in silico findings.
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Affiliation(s)
- Rudramani Pokhrel
- Department of Physics, Florida International University, 11200 SW 8th St, Miami, FL 33199, USA
| | - Prem Chapagain
- Department of Physics, Florida International University, 11200 SW 8th St, Miami, FL 33199, USA
- Biomolecular Sciences Institute, Florida International University, 11200 SW 8th St, Miami, FL 33199, USA
| | - Jessica Siltberg-Liberles
- Biomolecular Sciences Institute, Florida International University, 11200 SW 8th St, Miami, FL 33199, USA
- Department of Biological Sciences, Florida International University, 11200 SW 8th St, Miami, FL 33199, USA
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Exploring Evolutionary Constraints in the Proteomes of Zika, Dengue, and Other Flaviviruses to Find Fitness-Critical Sites. J Mol Evol 2020; 88:399-414. [DOI: 10.1007/s00239-020-09941-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2019] [Accepted: 03/24/2020] [Indexed: 12/16/2022]
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Nunez-Castilla J, Siltberg-Liberles J. An Easy Protocol for Evolutionary Analysis of Intrinsically Disordered Proteins. Methods Mol Biol 2020; 2141:147-177. [PMID: 32696356 DOI: 10.1007/978-1-0716-0524-0_7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
We present an easy protocol for evolutionary analysis of proteins, with an emphasis on studying the evolutionary dynamics of disordered regions. Using the p53 protein family as an example, we provide a guide for finding homologous sequences in a database and refining a dataset before constructing the evolutionary context by building a phylogenetic tree. We show how a multiple sequence alignment and phylogeny for a protein family can be further partitioned into smaller datasets in order to investigate the changes in disorder content across the phylogeny. Based on the evolutionary context, we also investigate site-specific conservation of disorder. Last, we address how to evaluate the evolutionary dynamics of disorder-to-order transitions.
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Affiliation(s)
- Janelle Nunez-Castilla
- Department of Biological Sciences, Biomolecular Sciences Institute, Florida International University, Miami, FL, USA
| | - Jessica Siltberg-Liberles
- Department of Biological Sciences, Biomolecular Sciences Institute, Florida International University, Miami, FL, USA.
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Saberi A, Gulyaeva AA, Brubacher JL, Newmark PA, Gorbalenya AE. A planarian nidovirus expands the limits of RNA genome size. PLoS Pathog 2018; 14:e1007314. [PMID: 30383829 PMCID: PMC6211748 DOI: 10.1371/journal.ppat.1007314] [Citation(s) in RCA: 86] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Accepted: 09/02/2018] [Indexed: 12/28/2022] Open
Abstract
RNA viruses are the only known RNA-protein (RNP) entities capable of autonomous replication (albeit within a permissive host environment). A 33.5 kilobase (kb) nidovirus has been considered close to the upper size limit for such entities; conversely, the minimal cellular DNA genome is in the 100–300 kb range. This large difference presents a daunting gap for the transition from primordial RNP to contemporary DNA-RNP-based life. Whether or not RNA viruses represent transitional steps towards DNA-based life, studies of larger RNA viruses advance our understanding of the size constraints on RNP entities and the role of genome size in virus adaptation. For example, emergence of the largest previously known RNA genomes (20–34 kb in positive-stranded nidoviruses, including coronaviruses) is associated with the acquisition of a proofreading exoribonuclease (ExoN) encoded in the open reading frame 1b (ORF1b) in a monophyletic subset of nidoviruses. However, apparent constraints on the size of ORF1b, which encodes this and other key replicative enzymes, have been hypothesized to limit further expansion of these viral RNA genomes. Here, we characterize a novel nidovirus (planarian secretory cell nidovirus; PSCNV) whose disproportionately large ORF1b-like region including unannotated domains, and overall 41.1-kb genome, substantially extend the presumed limits on RNA genome size. This genome encodes a predicted 13,556-aa polyprotein in an unconventional single ORF, yet retains canonical nidoviral genome organization and expression, as well as key replicative domains. These domains may include functionally relevant substitutions rarely or never before observed in highly conserved sites of RdRp, NiRAN, ExoN and 3CLpro. Our evolutionary analysis suggests that PSCNV diverged early from multi-ORF nidoviruses, and acquired additional genes, including those typical of large DNA viruses or hosts, e.g. Ankyrin and Fibronectin type II, which might modulate virus-host interactions. PSCNV's greatly expanded genome, proteomic complexity, and unique features–impressive in themselves–attest to the likelihood of still-larger RNA genomes awaiting discovery. RNA viruses are the only known RNA-protein (RNP) entities capable of autonomous replication. The upper genome size for such entities was assumed to be <35 kb; conversely, the minimal cellular DNA genome is in the 100–300 kilobase (kb) range. This large difference presents a daunting gap for the proposed evolution of contemporary DNA-RNP-based life from primordial RNP entities. Here, we describe a nidovirus from planarians, named planarian secretory cell nidovirus (PSCNV), whose 41.1 kb genome is 23% larger than any riboviral genome yet discovered. This increase is nearly equivalent in size to the entire poliovirus genome, and it equips PSCNV with an unprecedented extra coding capacity to adapt. PSCNV has broken apparent constraints on the size of the genomic subregion that encodes core replication machinery in other nidoviruses, including coronaviruses, and has acquired genes not previously observed in RNA viruses. This virus challenges and advances our understanding of the limits to RNA genome size.
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Affiliation(s)
- Amir Saberi
- Howard Hughes Medical Institute, Department of Cell and Developmental Biology, University of Illinois at Urbana-Champaign, Urbana, IL, United States of America
| | - Anastasia A. Gulyaeva
- Department of Medical Microbiology, Leiden University Medical Center, Leiden, The Netherlands
| | - John L. Brubacher
- Department of Biology, Canadian Mennonite University, Winnipeg, Canada
| | - Phillip A. Newmark
- Howard Hughes Medical Institute, Department of Cell and Developmental Biology, University of Illinois at Urbana-Champaign, Urbana, IL, United States of America
- * E-mail: (PAN); (AEG)
| | - Alexander E. Gorbalenya
- Department of Medical Microbiology, Leiden University Medical Center, Leiden, The Netherlands
- Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, Moscow, Russia
- * E-mail: (PAN); (AEG)
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