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El-Assaad AM, Hamieh T. SARS-CoV-2: Prediction of critical ionic amino acid mutations. Comput Biol Med 2024; 178:108688. [PMID: 38870723 DOI: 10.1016/j.compbiomed.2024.108688] [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: 10/31/2023] [Revised: 05/26/2024] [Accepted: 06/01/2024] [Indexed: 06/15/2024]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), that caused coronavirus disease 2019 (COVID-19), has been studied thoroughly, and several variants are revealed across the world with their corresponding mutations. Studies and vaccines development focus on the genetic mutations of the S protein due to its vital role in allowing the virus attach and fuse with the membrane of a host cell. In this perspective, we study the effects of all ionic amino acid mutations of the SARS-CoV-2 viral spike protein S1 when bound to Antibody CC12.1 within the SARS-CoV-2:CC12.1 complex model. Binding free energy calculations between SARS-CoV-2 and antibody CC12.1 are based on the Analysis of Electrostatic Similarities of Proteins (AESOP) framework, where the electrostatic potentials are calculated using Adaptive Poisson-Boltzmann Solver (APBS). The atomic radii and charges that feed into the APBS calculations are calculated using the PDB2PQR software. Our results are the first to propose in silico potential life-threatening mutations of SARS-CoV-2 beyond the present mutations found in the five common variants worldwide. We find each of the following mutations: K378A, R408A, K424A, R454A, R457A, K458A, and K462A, to play significant roles in the binding to Antibody CC12.1, since they are turned into strong inhibitors on both chains of the S1 protein, whereas the mutations D405A, D420A, and D427A, show to play important roles in this binding, as they are turned into mild inhibitors on both chains of the S1 protein.
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Affiliation(s)
- Atlal M El-Assaad
- Department of Electrical Engineering & Computer Science, University of Toledo (UT), Toledo OH 43606, USA; Department of Computer Science, Lebanese International University (LIU), Bekaa, Lebanon.
| | - Tayssir Hamieh
- Faculty of Science and Engineering, Maastricht University, P.O. Box 616, 6200 MD Maastricht, the Netherlands; Laboratory of Materials, Catalysis, Environment and Analytical Methods (MCEMA), Faculty of Sciences, Lebanese University, Hadath, Lebanon.
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2
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Mutational signatures in GATA3 transcription factor and its DNA binding domain that stimulate breast cancer and HDR syndrome. Sci Rep 2021; 11:22762. [PMID: 34815386 PMCID: PMC8611019 DOI: 10.1038/s41598-021-01832-z] [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] [Received: 07/07/2021] [Accepted: 10/14/2021] [Indexed: 11/08/2022] Open
Abstract
Transcription factors (TFs) play important roles in many biochemical processes. Many human genetic disorders have been associated with mutations in the genes encoding these transcription factors, and so those mutations became targets for medications and drug design. In parallel, since many transcription factors act either as tumor suppressors or oncogenes, their mutations are mostly associated with cancer. In this perspective, we studied the GATA3 transcription factor when bound to DNA in a crystal structure and assessed the effect of different mutations encountered in patients with different diseases and phenotypes. We generated all missense mutants of GATA3 protein and DNA within the adjacent and the opposite GATA3:DNA complex models. We mutated every amino acid and studied the new binding of the complex after each mutation. Similarly, we did for every DNA base. We applied Poisson-Boltzmann electrostatic calculations feeding into free energy calculations. After analyzing our data, we identified amino acids and DNA bases keys for binding. Furthermore, we validated those findings against experimental genetic data. Our results are the first to propose in silico modeling for GATA:DNA bound complexes that could be used to score effects of missense mutations in other classes of transcription factors involved in common and genetic diseases.
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Narkhede YB, Gautam AK, Hsu RV, Rodriguez W, Zewde NT, Harrison RES, Arantes PR, Gaieb Z, Gorham RD, Kieslich C, Morikis D, Sahu A, Palermo G. Role of Electrostatic Hotspots in the Selectivity of Complement Control Proteins Toward Human and Bovine Complement Inhibition. Front Mol Biosci 2021; 8:618068. [PMID: 33829039 PMCID: PMC8020814 DOI: 10.3389/fmolb.2021.618068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 01/08/2021] [Indexed: 11/13/2022] Open
Abstract
Poxviruses are dangerous pathogens, which can cause fatal infection in unvaccinated individuals. The causative agent of smallpox in humans, variola virus, is closely related to the bovine vaccinia virus, yet the molecular basis of their selectivity is currently incompletely understood. Here, we examine the role of the electrostatics in the selectivity of the smallpox protein SPICE and vaccinia protein VCP toward the human and bovine complement protein C3b, a key component of the complement immune response. Electrostatic calculations, in-silico alanine-scan and electrostatic hotspot analysis, as introduced by Kieslich and Morikis (PLoS Comput. Biol. 2012), are used to assess the electrostatic complementarity and to identify sites resistant to local perturbation where the electrostatic potential is likely to be evolutionary conserved. The calculations suggest that the bovine C3b is electrostatically prone to selectively bind its VCP ligand. On the other hand, the human isoform of C3b exhibits a lower electrostatic complementarity toward its SPICE ligand. Yet, the human C3b displays a highly preserved electrostatic core, which suggests that this isoform could be less selective in binding different ligands like SPICE and the human Factor H. This is supported by experimental cofactor activity assays revealing that the human C3b is prone to bind both SPICE and Factor H, which exhibit diverse electrostatic properties. Additional investigations considering mutants of SPICE and VCP that revert their selectivity reveal an “electrostatic switch” into the central modules of the ligands, supporting the critical role of the electrostatics in the selectivity. Taken together, these evidences provide insights into the selectivity mechanism of the complement regulator proteins encoded by the variola and vaccinia viruses to circumvent the complement immunity and exert their pathogenic action. These fundamental aspects are valuable for the development of novel vaccines and therapeutic strategies.
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Affiliation(s)
- Yogesh B Narkhede
- Department of Bioengineering, University of California, Riverside, CA
| | - Avneesh K Gautam
- National Centre for Cell Science, Pune University Campus, Ganeshkhind, India
| | - Rohaine V Hsu
- Department of Bioengineering, University of California, Riverside, CA
| | - Wilson Rodriguez
- Department of Bioengineering, University of California, Riverside, CA
| | - Nehemiah T Zewde
- Department of Bioengineering, University of California, Riverside, CA
| | - Reed E S Harrison
- Department of Bioengineering, University of California, Riverside, CA
| | - Pablo R Arantes
- Department of Bioengineering, University of California, Riverside, CA
| | - Zied Gaieb
- Department of Bioengineering, University of California, Riverside, CA
| | - Ronald D Gorham
- Department of Bioengineering, University of California, Riverside, CA
| | - Chris Kieslich
- Department of Bioengineering, University of California, Riverside, CA.,Department of Chemical Engineering, Auburn University, Auburn, AL
| | - Dimitrios Morikis
- Department of Bioengineering, University of California, Riverside, CA
| | - Arvind Sahu
- National Centre for Cell Science, Pune University Campus, Ganeshkhind, India
| | - Giulia Palermo
- Department of Bioengineering, University of California, Riverside, CA.,Department of Chemistry, University of California, Riverside, CA
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El-Assaad A, Dawy Z, Nemer G. Electrostatic study of Alanine mutational effects on transcription: application to GATA-3:DNA interaction complex. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2016; 2015:4005-8. [PMID: 26737172 DOI: 10.1109/embc.2015.7319272] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Protein-DNA interaction is of fundamental importance in molecular biology, playing roles in functions as diverse as DNA transcription, DNA structure formation, and DNA repair. Protein-DNA association is also important in medicine; understanding Protein-DNA binding kinetics can assist in identifying disease root causes which can contribute to drug development. In this perspective, this work focuses on the transcription process by the GATA Transcription Factor (TF). GATA TF binds to DNA promoter region represented by `G,A,T,A' nucleotides sequence, and initiates transcription of target genes. When proper regulation fails due to some mutations on the GATA TF protein sequence or on the DNA promoter sequence (weak promoter), deregulation of the target genes might lead to various disorders. In this study, we aim to understand the electrostatic mechanism behind GATA TF and DNA promoter interactions, in order to predict Protein-DNA binding in the presence of mutations, while elaborating on non-covalent binding kinetics. To generate a family of mutants for the GATA:DNA complex, we replaced every charged amino acid, one at a time, with a neutral amino acid like Alanine (Ala). We then applied Poisson-Boltzmann electrostatic calculations feeding into free energy calculations, for each mutation. These calculations delineate the contribution to binding from each Ala-replaced amino acid in the GATA:DNA interaction. After analyzing the obtained data in view of a two-step model, we are able to identify potential key amino acids in binding. Finally, we applied the model to GATA-3:DNA (crystal structure with PDB-ID: 3DFV) binding complex and validated it against experimental results from the literature.
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Abstract
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Electrostatic effects
are ubiquitous in protein interactions and
are found to be pervasive in the complement system as well. The interaction
between complement fragment C3d and complement receptor 2 (CR2) has
evolved to become a link between innate and adaptive immunity. Electrostatic
interactions have been suggested to be the driving factor for the
association of the C3d:CR2 complex. In this study, we investigate
the effects of ionic strength and mutagenesis on the association of
C3d:CR2 through Brownian dynamics simulations. We demonstrate that
the formation of the C3d:CR2 complex is ionic strength-dependent,
suggesting the presence of long-range electrostatic steering that
accelerates the complex formation. Electrostatic steering occurs through
the interaction of an acidic surface patch in C3d and the positively
charged CR2 and is supported by the effects of mutations within the
acidic patch of C3d that slow or diminish association. Our data are
in agreement with previous experimental mutagenesis and binding studies
and computational studies. Although the C3d acidic patch may be locally
destabilizing because of unfavorable Coulombic interactions of like
charges, it contributes to the acceleration of association. Therefore,
acceleration of function through electrostatic steering takes precedence
to stability. The site of interaction between C3d and CR2 has been
the target for delivery of CR2-bound nanoparticle, antibody, and small
molecule biomarkers, as well as potential therapeutics. A detailed
knowledge of the physicochemical basis of C3d:CR2 association may
be necessary to accelerate biomarker and drug discovery efforts.
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Affiliation(s)
- Rohith R Mohan
- Department of Bioengineering, University of California , Riverside, California 92521, United States
| | - Gary A Huber
- Department of Chemistry and Biochemistry, University of California , San Diego, California 92093, United States
| | - Dimitrios Morikis
- Department of Bioengineering, University of California , Riverside, California 92521, United States
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Liu Y, Kieslich CA, Morikis D, Liao J. Engineering pre-SUMO4 as efficient substrate of SENP2. Protein Eng Des Sel 2015; 27:117-26. [PMID: 24671712 DOI: 10.1093/protein/gzu004] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
SUMOylation, one of the most important protein post-translational modifications, plays critical roles in a variety of physiological and pathological processes. SENP (Sentrin/SUMO-specific protease), a family of SUMO-specific proteases, is responsible for the processing of pre-SUMO and removal of SUMO from conjugated substrates. SUMO4, the latest discovered member in the SUMO family, has been found as a type 1 diabetes susceptibility gene and its maturation is not understood so far. Despite the 14 amino acid differences between pre-SUMO4 and SUMO2, pre-SUMO4 is not processed by SENP2 but pre-SUMO2 does. A novel interdisciplinary approach involving computational modeling and a FRET-based protease assay was taken to engineer pre-SUMO4 as a substrate of SENP2. Given the difference in net charge between pre-SUMO4 and pre-SUMO2, the computational framework analysis of electrostatic similarities of proteins was applied to determine the contribution of each ionizable amino acid in a model of SENP2-(pre-SUMO4) binding, and to propose pre-SUMO4 mutations. The specificities of the SENP2 toward different pre-SUMO4 mutants were determined using a quantitative FRET assay by characterizing the catalytic efficiencies (kcat/KM). A single amino acid mutation made pre-SUMO4 amenable to SENP2 processing and a combination of two amino acid mutations made it highly accessible as SENP2 substrate. The combination of the two approaches provides a powerful protein engineering tool for future SUMOylation studies.
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Affiliation(s)
- Yan Liu
- Department of Bioengineering, University of California at Riverside, 900 University Avenue, Riverside, CA 92521, USA
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A theoretical view of the C3d:CR2 binding controversy. Mol Immunol 2014; 64:112-22. [PMID: 25433434 DOI: 10.1016/j.molimm.2014.11.006] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2014] [Accepted: 11/06/2014] [Indexed: 11/23/2022]
Abstract
The C3d:CR2(SCR1-2) interaction plays an important role in bridging innate and adaptive immunity, leading to enhanced antibody production at sites of complement activation. Over the past decade, there has been much debate over the binding mode of this interaction. An initial cocrystal structure (PDB: 1GHQ) was published in 2001, in which the only interactions observed were between the SCR2 domain of CR2 and a side-face of C3d whereas a cocrystal structure (PDB: 3OED) published in 2011 showed both the SCR1 and SCR2 domains of CR2 interacting with an acidic patch on the concave surface of C3d. The initial 1GHQ structure is at odds with the majority of existing biochemical data and the publication of the 3OED structure renewed uncertainty regarding the physiological relevance of 1GHQ, suggesting that crystallization may have been influenced by the presence of zinc acetate in the crystallization process. In our study, we used a variety of computational approaches to gain insight into the binding mode between C3d and CR2 and demonstrate that the binding site at the acidic patch (3OED) is electrostatically more favorable, exhibits better structural and dissociative stability, specifically at the SCR1 domain, and has higher binding affinity than the 1GHQ binding mode. We also observe that nonphysiological zinc ions enhance the formation of the C3d:CR2 complex at the side face of C3d (1GHQ) through increases in electrostatic favorability, intermolecular interactions, dissociative character and overall energetic favorability. These results provide a theoretical basis for the association of C3d:CR2 at the acidic cavity of C3d and provide an explanation for binding of CR2 at the side face of C3d in the presence of nonphysiological zinc ions.
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Ojha H, Panwar HS, Gorham RD, Morikis D, Sahu A. Viral regulators of complement activation: structure, function and evolution. Mol Immunol 2014; 61:89-99. [PMID: 24976595 DOI: 10.1016/j.molimm.2014.06.004] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2014] [Revised: 05/30/2014] [Accepted: 06/01/2014] [Indexed: 11/25/2022]
Abstract
The complement system surveillance in the host is effective in controlling viral propagation. Consequently, to subvert this effector mechanism, viruses have developed a series of adaptations. One among these is encoding mimics of host regulators of complement activation (RCA) which help viruses to avoid being labeled as 'foreign' and protect them from complement-mediated neutralization and complement-enhanced antiviral adaptive immunity. In this review, we provide an overview on the structure, function and evolution of viral RCA proteins.
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Affiliation(s)
- Hina Ojha
- National Centre for Cell Science, Pune University Campus, Ganeshkhind, Pune 411007, India
| | - Hemendra Singh Panwar
- National Centre for Cell Science, Pune University Campus, Ganeshkhind, Pune 411007, India
| | - Ronald D Gorham
- Department of Bioengineering, University of California, Riverside, CA 92521, USA
| | - Dimitrios Morikis
- Department of Bioengineering, University of California, Riverside, CA 92521, USA.
| | - Arvind Sahu
- National Centre for Cell Science, Pune University Campus, Ganeshkhind, Pune 411007, India.
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Wan H, Hu JP, Tian XH, Chang S. Molecular dynamics simulations of wild type and mutants of human complement receptor 2 complexed with C3d. Phys Chem Chem Phys 2013; 15:1241-51. [DOI: 10.1039/c2cp41388d] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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López de Victoria A, Kieslich CA, Rizos AK, Krambovitis E, Morikis D. Clustering of HIV-1 Subtypes Based on gp120 V3 Loop electrostatic properties. BMC BIOPHYSICS 2012; 5:3. [PMID: 22313935 PMCID: PMC3295656 DOI: 10.1186/2046-1682-5-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/13/2011] [Accepted: 02/07/2012] [Indexed: 11/10/2022]
Abstract
BACKGROUND The V3 loop of the glycoprotein gp120 of HIV-1 plays an important role in viral entry into cells by utilizing as coreceptor CCR5 or CXCR4, and is implicated in the phenotypic tropisms of HIV viruses. It has been hypothesized that the interaction between the V3 loop and CCR5 or CXCR4 is mediated by electrostatics. We have performed hierarchical clustering analysis of the spatial distributions of electrostatic potentials and charges of V3 loop structures containing consensus sequences of HIV-1 subtypes. RESULTS Although the majority of consensus sequences have a net charge of +3, the spatial distribution of their electrostatic potentials and charges may be a discriminating factor for binding and infectivity. This is demonstrated by the formation of several small subclusters, within major clusters, which indicates common origin but distinct spatial details of electrostatic properties. Some of this information may be present, in a coarse manner, in clustering of sequences, but the spatial details are largely lost. We show the effect of ionic strength on clustering of electrostatic potentials, information that is not present in clustering of charges or sequences. We also make correlations between clustering of electrostatic potentials and net charge, coreceptor selectivity, global prevalence, and geographic distribution. Finally, we interpret coreceptor selectivity based on the N6X7T8|S8X9 sequence glycosylation motif, the specific positive charge location according to the 11/24/25 rule, and the overall charge and electrostatic potential distribution. CONCLUSIONS We propose that in addition to the sequence and the net charge of the V3 loop of each subtype, the spatial distributions of electrostatic potentials and charges may also be important factors for receptor recognition and binding and subsequent viral entry into cells. This implies that the overall electrostatic potential is responsible for long-range recognition of the V3 loop with coreceptors CCR5/CXCR4, whereas the charge distribution contributes to the specific short-range interactions responsible for the formation of the bound complex. We also propose a scheme for coreceptor selectivity based on the sequence glycosylation motif, the 11/24/25 rule, and net charge.
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Affiliation(s)
| | - Chris A Kieslich
- Department of Bioengineering, University of California, Riverside 92521, USA
| | - Apostolos K Rizos
- Department of Chemistry, University of Crete and Foundation for Research and Technology-Hellas, FORTH-IESL, GR-71003, Heraklion, Crete, Greece
| | - Elias Krambovitis
- Department of Veterinary Medicine, University of Thessaly, Karditsa, Greece
| | - Dimitrios Morikis
- Department of Bioengineering, University of California, Riverside 92521, USA
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