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Sivaraman T. A Review on Computational Approaches for Analyzing Hydrogen- Deuterium (H/D) Exchange of Proteins. Protein Pept Lett 2021; 28:372-381. [PMID: 33006533 DOI: 10.2174/0929866527666201002145859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 08/14/2020] [Accepted: 08/17/2020] [Indexed: 11/22/2022]
Abstract
Native state Hydrogen-Deuterium (H/D) exchange method has been used to study the structures and the unfolding pathways for quite a number of proteins. The H/D exchange method is generally monitored using nuclear magnetic resonance (NMR) spectroscopy and mass spectrometry (MS) techniques. NMR-assisted H/D exchange methods primarily monitor the residue level fluctuation of proteins, whereas MS-assisted H/D exchange methods analyze multifold ensemble conformations of proteins. In this connection, quite a large number of computational tools and algorithms have been developed for processing and analyzing huge amount of the H/D exchange data generated from these techniques. In this review, most of the freely available computational tools associated with the H/D exchange of proteins have been comprehensively reviewed and scopes to improve/ develop novel computational approaches for analyzing the H/D exchange data of proteins have also been brought into fore.
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Affiliation(s)
- Thirunavukkarasu Sivaraman
- Drug Design and Discovery Lab, Department of Biotechnology, Karpagam Academy of Higher Education (Deemed to be University), Coimbatore - 641021, Tamil Nadu, India
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Deshwal A, Phan P, Datta J, Kannan R, Thallapuranam SK. A Meta-Analysis of the Protein Components in Rattlesnake Venom. Toxins (Basel) 2021; 13:toxins13060372. [PMID: 34071038 DOI: 10.3390/toxins13060372] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 05/20/2021] [Accepted: 05/21/2021] [Indexed: 11/16/2022] Open
Abstract
The specificity and potency of venom components give them a unique advantage in developing various pharmaceutical drugs. Though venom is a cocktail of proteins, rarely are the synergy and association between various venom components studied. Understanding the relationship between various components of venom is critical in medical research. Using meta-analysis, we observed underlying patterns and associations in the appearance of the toxin families. For Crotalus, Dis has the most associations with the following toxins: PDE; BPP; CRL; CRiSP; LAAO; SVMP P-I and LAAO; SVMP P-III and LAAO. In Sistrurus venom, CTL and NGF have the most associations. These associations can predict the presence of proteins in novel venom and understand synergies between venom components for enhanced bioactivity. Using this approach, the need to revisit the classification of proteins as major components or minor components is highlighted. The revised classification of venom components is based on ubiquity, bioactivity, the number of associations, and synergies. The revised classification can be expected to trigger increased research on venom components, such as NGF, which have high biomedical significance. Using hierarchical clustering, we observed that the genera's venom compositions were similar, based on functional characteristics rather than phylogenetic relationships.
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Affiliation(s)
- Anant Deshwal
- Division of Biology, University of Tennessee, Knoxville, TN 37996, USA
| | - Phuc Phan
- Department of Chemistry and Biochemistry, University of Arkansas, Fayetteville, AR 72701, USA
| | - Jyotishka Datta
- Department of Statistics, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061, USA
| | - Ragupathy Kannan
- Department of Biology, University of Arkansas-Fort Smith, Fort Smith, AR 72913, USA
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Sivaraman T, Richa T. Cryptic intermediates and metastable states of proteins as predicted by OneG computational method. J Biomol Struct Dyn 2021; 40:7899-7914. [PMID: 33764262 DOI: 10.1080/07391102.2021.1904288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Understanding structural excursions of proteins under folding conditions is crucial to map energy landscapes of proteins. In the present study, OneG computational tool has been used for analyzing possible existence of cryptic intermediates and metastable states of 26 proteins for which three prerequisite inputs of the OneG such as atomic coordinates of proteins, free energy of unfolding (ΔGU) and free energy of exchange (ΔGHX) determined in the absence of denaturant were available during the course of the study. The veraciousness of the tool on predicting the partially folded states of the proteins has been comprehensively described using experimental data available for 15 of the 26 proteins. Meanwhile, possible existence of partially structured states in the folding pathways of 11 other proteins has also been delineated as predicted by the OneG. In addition to mapping the folding pathways of proteins, the salient merits of the tool on systematically addressing the discrepancy between the ΔGU and the ΔGHX of the proteins have also been dealt.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Thirunavukkarasu Sivaraman
- Drug Design and Discovery Lab, Department of Biotechnology, Karpagam Academy of Higher Education (Deemed to be University), Coimbatore, Tamil Nadu, India
| | - Tambi Richa
- Mohammed Bin Rashid University of Medicine and Health Sciences, Dubai, UAE
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Gorai B, Sivaraman T. Delineating residues for haemolytic activities of snake venom cardiotoxin 1 from Naja naja as probed by molecular dynamics simulations and in vitro validations. Int J Biol Macromol 2017; 95:1022-1036. [DOI: 10.1016/j.ijbiomac.2016.10.091] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2016] [Accepted: 10/26/2016] [Indexed: 02/05/2023]
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Suzuki-Matsubara M, Athauda SBP, Suzuki Y, Matsubara K, Moriyama A. Comparison of the primary structures, cytotoxicities, and affinities to phospholipids of five kinds of cytotoxins from the venom of Indian cobra, Naja naja. Comp Biochem Physiol C Toxicol Pharmacol 2016; 179:158-64. [PMID: 26456928 DOI: 10.1016/j.cbpc.2015.09.015] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Revised: 09/23/2015] [Accepted: 09/25/2015] [Indexed: 11/23/2022]
Abstract
The molecular mechanism underlying the hemolytic and cytolytic processes of cobra cytotoxins (CTXs) is not yet fully elucidated. To examine this, we analyzed the amino acid sequences, hemolytic and cytotoxic activities, and affinities to phospholipids of the five major CTXs purified from the venom of Indian cobra, Naja naja. CTX2, CTX7, and CTX8 belonged to S-type, and CTX9 and CTX10 to P-type. Comparisons of CTX7 with CTX8 and CTX9 with CTX10 revealed similar primary structures and hemolytic and cytolytic activities. CTX2, whose primary structure was rather different from the others, showed several times weaker hemolytic and cytolytic biological activities than the others. The comparison of CTX2 with CTX7 suggested the importance of Lys30 in loop II for the strong hemolytic and cytolytic activities of S-type CTXs. Cloning of 12 CTX cDNAs from the Naja naja venom cDNA library revealed that 18 out of 23 substitutions found in CTX cDNAs were nonsynonymous. This clearly indicated the accelerated evolution of CTX genes. Multiple sequence alignment of 51 kinds of CTX cDNAs and calculations of nonsynonymous and synonymous substitutions indicated that the codons coding the three loops' regions, which may interact with the hydrophobic tails of phospholipids, have undergone an accelerated evolution. In contrast, the codons coding for amino acid residues considered to participate in the recognition and binding of the hydrophilic head groups of phospholipids, eight Cys residues, and those likely stabilizing β core structure, were all conserved.
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Affiliation(s)
- Mieko Suzuki-Matsubara
- Graduate School of Natural Sciences, Nagoya City University, Mizuho, Nagoya 467-8501, Japan.
| | - Senarath B P Athauda
- Department of Biochemistry, Faculty of Medicine, Peradeniya University, Peradeniya, Sri Lanka
| | - Yoshiyuki Suzuki
- Graduate School of Natural Sciences, Nagoya City University, Mizuho, Nagoya 467-8501, Japan
| | - Kazumi Matsubara
- Graduate School of Natural Sciences, Nagoya City University, Mizuho, Nagoya 467-8501, Japan
| | - Akihiko Moriyama
- Graduate School of Natural Sciences, Nagoya City University, Mizuho, Nagoya 467-8501, Japan
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Gorai B, Prabhavadhni A, Sivaraman T. Unfolding stabilities of two structurally similar proteins as probed by temperature-induced and force-induced molecular dynamics simulations. J Biomol Struct Dyn 2014; 33:2037-47. [DOI: 10.1080/07391102.2014.986668] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Gorai B, Sivaraman T. Unfolding stabilities of two paralogous proteins from Naja naja naja (Indian cobra) as probed by molecular dynamics simulations. Toxicon 2013; 72:11-22. [DOI: 10.1016/j.toxicon.2013.05.024] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2013] [Revised: 05/20/2013] [Accepted: 05/30/2013] [Indexed: 11/21/2022]
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Richa T, Sivaraman T. OneG: a computational tool for predicting cryptic intermediates in the unfolding kinetics of proteins under native conditions. PLoS One 2012; 7:e32465. [PMID: 22412877 PMCID: PMC3296725 DOI: 10.1371/journal.pone.0032465] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2011] [Accepted: 01/31/2012] [Indexed: 11/18/2022] Open
Abstract
Understanding the relationships between conformations of proteins and their stabilities is one key to address the protein folding paradigm. The free energy change (ΔG) of unfolding reactions of proteins is measured by traditional denaturation methods and native hydrogen-deuterium (H/D) exchange methods. However, the free energy of unfolding (ΔG(U)) and the free energy of exchange (ΔG(HX)) of proteins are not in good agreement, though the experimental conditions of both methods are well matching to each other. The anomaly is due to any one or combinations of the following reasons: (i) effects of cis-trans proline isomerisation under equilibrium unfolding reactions of proteins (ii) inappropriateness in accounting the baselines of melting curves (iii) presence of cryptic intermediates, which may elude the melting curve analysis and (iv) existence of higher energy metastable states in the H/D exchange reactions of proteins. Herein, we have developed a novel computational tool, OneG, which accounts the discrepancy between ΔG(U) and ΔG(HX) of proteins by systematically accounting all the four factors mentioned above. The program is fully automated and requires four inputs: three-dimensional structures of proteins, ΔG(U), ΔG(U)(*) and residue-specific ΔG(HX) determined under EX2-exchange conditions in the absence of denaturants. The robustness of the program has been validated using experimental data available for proteins such as cytochrome c and apocytochrome b(562) and the data analyses revealed that cryptic intermediates of the proteins detected by the experimental methods and the cryptic intermediates predicted by the OneG for those proteins were in good agreement. Furthermore, using OneG, we have shown possible existence of cryptic intermediates and metastable states in the unfolding pathways of cardiotoxin III and cobrotoxin, respectively, which are homologous proteins. The unique application of the program to map the unfolding pathways of proteins under native conditions have been brought into fore and the program is publicly available at http://sblab.sastra.edu/oneg.html.
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Affiliation(s)
| | - Thirunavukkarasu Sivaraman
- Department of Bioinformatics, School of Chemical and Biotechnology, SASTRA University, Thanjavur, Tamil Nadu, India
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Kao P, Lin S, Chang L. Differential binding to phospholipid bilayers modulates membrane-damaging activity of Naja naja atra cardiotoxins. Toxicon 2009; 54:321-8. [DOI: 10.1016/j.toxicon.2009.04.024] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2009] [Revised: 04/16/2009] [Accepted: 04/16/2009] [Indexed: 11/21/2022]
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Hsieh HC, Kumar TKS, Sivaraman T, Yu C. Refolding of a small all beta-sheet protein proceeds with accumulation of kinetic intermediates. Arch Biochem Biophys 2006; 447:147-54. [PMID: 16497267 DOI: 10.1016/j.abb.2006.01.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2005] [Revised: 01/04/2006] [Accepted: 01/05/2006] [Indexed: 12/31/2022]
Abstract
The refolding kinetics of Cobrotoxin (CBTX), a small all beta-sheet protein is investigated using a variety of biophysical techniques including quenched-flow hydrogen-deuterium (H/D) exchange in conjunction with two-dimensional NMR spectroscopy. Urea-induced equilibrium unfolding of CBTX follows a two-state mechanism with no distinct intermediates. The protein is observed to fold very rapidly within 250 ms. Both the refolding and the unfolding limbs of the chevron plot of CBTX show a prominent curvature suggesting the accumulation of kinetic intermediates. Quenched-flow H/D exchange data suggest the presence of a broad continuum of kinetic intermediates between the unfolded and native states of the protein. Comparison of the native state hydrogen exchange data and the results of the quenched-flow H/D exchange experiments, reveals that the residues constituting the folding core of CBTX are not a subset of the slow exchange core. To our knowledge, this is the first report wherein the refolding of a small all beta-sheet protein is shown to be a multi-step process involving the accumulation of kinetic intermediates.
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Affiliation(s)
- Hui-Chu Hsieh
- Department of Chemistry and Biochemistry, University of Arkansas, Fayetteville, AR 72701, USA
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Abstract
Cobrotoxin (CBTX) is a highly toxic short neurotoxin, isolated from the Taiwan cobra (Naja naja atra) venom. In the present study for the first time we report the cloning and expression of CBTX in high yields (12mg/L) in Escherichia coli. CBTX fused to the IgG-binding domain of protein A (IgG-CBTX) was expressed in the soluble form. The misfolded CBTX portion (of the overexpressed fusion protein) was refolded under optimal redox conditions. The fusion protein (IgG-CBTX) was observed to undergo auto-catalytic cleavage to yield CBTX with additional 5 amino acids upstream of its N-terminal end. The far UV and near UV circular dichroism spectra of the recombinant CBTX were identical to those of the toxin isolated from the crude venom source. Recombinant CBTX was isotope labeled (15N and 13C) and all the resonances ('H, 13C, and 15N) in the protein have been unambiguously assigned. ' H '5N HSQC spectrum of recombinant CBTX revealed that the protein is in a biologically active conformation. 1H-15Nchemical shift perturbation data showed that recombinant CBTX binds to a peptide derived from the alpha7 subunit of the Torpedo acetylcholine receptor (AchR) with high affinity. The AchR peptide is found to bind to residues located at the tip of Loop-2 in CBTX. The results of the present study provide an avenue to understand the structural basis for the high toxicity exhibited by CBTX. In addition, complete resonance assignments in CBTX (reported in this study) are expected to trigger intensive research towards the design of new pharmacological agents against certain neural disorders.
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Affiliation(s)
- Hui-Chu Hsieh
- Department of Chemistry, National Tsing Hua University, Hsinchu, Taiwan, ROC
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Abstract
During the course of their biological function, proteins undergo different types of structural rearrangements ranging from local to large-scale conformational changes. These changes are usually triggered by their interactions with small-molecular-weight ligands or other macromolecules. Because binding interactions occur at specific sites and involve only a small number of residues, a chain of cooperative interactions is necessary for the propagation of binding signals to distal locations within the protein structure. This process requires an uneven structural distribution of protein stability and cooperativity as revealed by NMR-detected hydrogen/deuterium exchange experiments under native conditions. The distribution of stabilizing interactions does not only provide the architectural foundation to the three-dimensional structure of a protein, but it also provides the required framework for functional cooperativity. In this review, the statistical thermodynamic linkage between protein stability, functional cooperativity, and ligand binding is discussed.
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Affiliation(s)
- Irene Luque
- Department of Biology, The Johns Hopkins University, Baltimore, MD 21218, USA
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Abstract
In this report, we describe a simple approach to produce a large quantity of a recombinant cobra neurotoxin containing four pairs of disulfide bonds. A cDNA encoding the toxin was fused, in frame, to the carboxyl termini of thioredoxin via a linker sequence encoding two amino acids, Asp and Pro. Due to the presence of thioredoxin, a soluble form of the fusion protein was expressed in a compartment, sensitive to osmotic pressure, in Escherichia coli. The fusion protein was released into the solution with low ionic strength under an osmotic shock treatment, and purified in a single step using an ion exchange chromatography column. The purified protein was treated in diluted hydrochloric acid to induce hydrolysis of the protein at the Asp-Pro linker site. Then, the recombinant neurotoxin was purified by gel filtration of the acid-treated sample. When the biological activity of the purified toxin was assayed, it was as potent as the natural toxin. Using this protocol, approximately 12 mg of pure recombinant neurotoxin can be produced from one liter of bacterial culture. More importantly, this protocol can be easily used for the production of the toxin at a larger scale with low cost. The approach outlined in this report will be suitable for the production of other recombinant proteins especially those of the 'three-finger' family.
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Affiliation(s)
- Yongbao Wang
- School of Life Science, University of Science and Technology of China, Hefei, Anhui province, People's Republic of China.
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Sivaraman T, Kumar TK, Tu YT, Wang W, Lin WY, Chen HM, Yu C. Secondary structure formation is the earliest structural event in the refolding of an all beta-sheet protein. Biochem Biophys Res Commun 1999; 260:284-8. [PMID: 10381380 DOI: 10.1006/bbrc.1999.0901] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The refolding kinetics of cobrotoxin (CBTX), a small-molecular-weight ( approximately 7 kDa) all beta-sheet protein, has been monitored using a variety of biophysical techniques. The secondary structure formation and hydrophobic collapse occur as distinct events during the refolding of the protein. Complete secondary structure formation occurs prior to the clustering of the hydrophobic residues. The late stage(s) of the refolding pathway of CBTX is characterized by change(s) in the local environment and optical asymmetry of the indole ring of the sole tryptophan residue. The results obtained in the present study, to our knowledge, represent the first unambiguous experimental support for the framework model of protein folding.
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Affiliation(s)
- T Sivaraman
- Department of Chemistry, National Tsing Hua University, Hsinchu, Taiwan, 30043, Republic of China
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