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Sanyal D, Pandey D, McLelland A, Uversky VN, Chowdhury S, Bhasin S, Jasuja R. Integrated structural analysis of sex hormone binding globulin reveals allosteric modulation by distant mutations. Int J Biol Macromol 2025; 315:144050. [PMID: 40345282 DOI: 10.1016/j.ijbiomac.2025.144050] [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: 12/27/2024] [Revised: 05/05/2025] [Accepted: 05/07/2025] [Indexed: 05/11/2025]
Abstract
Sex hormone-binding globulin (SHBG), a glycoprotein in circulation, binds testosterone, dihydrotestosterone, and estradiol with high specificity, regulating their transport and bioavailability. This function relies on long-range conformational interactions between its N-terminal (NTD) and C-terminal (CTD) domains. Variations in SHBG levels or binding affinities alter free hormone concentrations, influencing reproductive and metabolic health. Despite its significance, the full-length SHBG structure and the conformational dynamics influencing hormone binding remain unclear. Deploying in-silico structural analysis, Raman spectroscopy, and network modeling, we investigated the intramolecular structural dynamics of the full length SHBG to understand how allosteric perturbations caused by natural mutations affect hormone binding and inter-residue interactions. Raman spectroscopy and in-silico analyses show that majority of the residues in SHBG (308 residues) constitute loop regions, whereas only 21 % constitute beta sheet. Mutations in SHBG that alter its binding affinity, though distant from the ligand-binding pocket (LBP), induce long-range conformational changes. These mutations are clustered in flexible regions but maintain structural order through dense local interactions. Our in-silico analyses identified key substructures regulating allosteric interactions between mutation sites and ligand-binding residues. This study provides a template for further structural analyses of clinically reported mutations and their effect on hormone binding and action.
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Affiliation(s)
| | - Deeptanshu Pandey
- Department of Biological Sciences, Birla Institute of Technology and Science-Pilani, Hyderabad, India
| | - Arthur McLelland
- Centre for Nanoscale Systems, Harvard University, Cambridge, MA, USA
| | - Vladimir N Uversky
- USF Health Byrd Alzheimer's Research Institute, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Sourav Chowdhury
- Department of Biological Sciences, Birla Institute of Technology and Science-Pilani, Hyderabad, India; Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA, USA.
| | - Shalender Bhasin
- Research Program in Men's Health: Aging and Metabolism, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Ravi Jasuja
- Xyone Therapeutics, Boston, MA, USA; Research Program in Men's Health: Aging and Metabolism, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
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2
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Sanyal D, Shivram A, Pandey D, Banerjee S, Uversky VN, Muzata D, Chivukula AS, Jasuja R, Chattopadhyay K, Chowdhury S. Mapping dihydropteroate synthase evolvability through identification of a novel evolutionarily critical substructure. Int J Biol Macromol 2025; 311:143325. [PMID: 40254194 DOI: 10.1016/j.ijbiomac.2025.143325] [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: 12/29/2024] [Revised: 03/28/2025] [Accepted: 04/17/2025] [Indexed: 04/22/2025]
Abstract
Protein evolution shapes pathogen adaptation-landscape, particularly in developing drug resistance. The rapid evolution of target proteins under antibiotic pressure leads to escape mutations, resulting in antibiotic resistance. A deep understanding of the evolutionary dynamics of antibiotic target proteins presents a plausible intervention strategy for disrupting the resistance trajectory. Mutations in Dihydropteroate synthase (DHPS), an essential folate pathway protein and sulfonamide antibiotic target, reduce antibiotic binding leading to anti-folate resistance. Deploying statistical analyses on the DHPS sequence-space and integrating deep mutational analysis with structure-based network-topology models, we identified critical DHPS subsequences. Our frustration landscape analysis suggests how conformational and mutational changes redistribute energy within DHPS substructures. We present an epistasis-based fitness prediction model that simulates DHPS adaptive walks, identifying residue positions that shape evolutionary constraints. Our optimality analysis revealed a substructure central to DHPS evolvability, and we assessed its druggability. Combining evolution and structure, this integrated framework identifies a DHPS substructure with significant evolutionary and structural impact. Targeting this region may constrain DHPS evolvability and slow resistance emergence, offering new directions for antibiotic development.
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Affiliation(s)
- Dwipanjan Sanyal
- Structural Biology and Bioinformatics Division, CSIR-Indian Institute of Chemical Biology, Kolkata, India
| | - A Shivram
- Department of Computer Science and Information Systems, Birla Institute of Technology and Science-Pilani, Hyderabad, India
| | - Deeptanshu Pandey
- Department of Biological Sciences, Birla Institute of Technology and Science-Pilani, Hyderabad, India
| | | | - Vladimir N Uversky
- USF Health Byrd Alzheimer's Research Institute, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Danny Muzata
- Department of Computer Science and Information Systems, Birla Institute of Technology and Science-Pilani, Hyderabad, India
| | - Aneesh Sreevallabh Chivukula
- Department of Computer Science and Information Systems, Birla Institute of Technology and Science-Pilani, Hyderabad, India
| | - Ravi Jasuja
- Research Program in Men's Health: Aging and Metabolism, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Krishnananda Chattopadhyay
- Structural Biology and Bioinformatics Division, CSIR-Indian Institute of Chemical Biology, Kolkata, India.
| | - Sourav Chowdhury
- Department of Biological Sciences, Birla Institute of Technology and Science-Pilani, Hyderabad, India.
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3
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Mahato T, Mandal J, Chatterjee E, Bhattacharya S, Sinha S. Subtractive genome mining in Xanthomonas citri pv. citri strain 306 for identifying novel drug target proteins coupled with in-depth protein-protein interaction and coevolution analysis - A leap towards prospective drug design. Biochem Biophys Res Commun 2025; 747:151289. [PMID: 39798537 DOI: 10.1016/j.bbrc.2025.151289] [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: 10/14/2024] [Revised: 12/09/2024] [Accepted: 01/02/2025] [Indexed: 01/15/2025]
Abstract
Citrus canker poses a serious threat to a highly significant citrus fruit crop, this disease caused by one of the most destructive bacterial plant pathogens Xanthomonas citri pv. citri (Xcc). Bacterial plant diseases significantly reduce crop yields worldwide, making it more difficult to supply the growing food demand. The high levels of antibiotic resistance in Xcc strains are diminishing the efficacy of current control measures, necessitating the exploration of novel therapeutic targets to address the escalating antimicrobial resistance trend. Genome subtraction approach along with protein-protein network and coevolution analysis were used to identify potential drug targets in Xcc stain 306. The study involved retrieving the Xcc proteome from the UniProt database, eliminating paralogous proteins using CD-HIT (80 % identity cutoff), and selecting nonhomologous proteins through BLASTp (e-value <0.005). Essential proteins were identified using BLAST against the DEG (e-value cutoff 0.00001). 750 essential proteins were identified that are nonhomologous to citrus plant. Subsequent analyses included metabolic pathway assessment, subcellular localization prediction, and druggability analysis. Protein network analysis, coevolution analysis, protein active site identification was also performed. In conclusion, this study identified eight potential drug targets (GlmU, CheA, RmlD, GspE, FleQ, RpoN, Shk, SecB), highlighting RpoN, FleQ, and SecB as unprecedented targets for Xcc. These findings may contribute to the development of novel antimicrobial agents in the future that can efficiently control citrus canker disease.
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Affiliation(s)
- Tumpa Mahato
- Department of Microbiology, The University of Burdwan, West Bengal, 713104, India.
| | - Jayanta Mandal
- Department of Botany, Vivekananda Mahavidyalaya, Haripal, Hooghly, 712405, West Bengal, India.
| | - Eilita Chatterjee
- Department of Microbiology, The University of Burdwan, West Bengal, 713104, India.
| | - Satyabrata Bhattacharya
- Department of Botany, Vivekananda Mahavidyalaya, Haripal, Hooghly, 712405, West Bengal, India.
| | - Sangram Sinha
- Department of Botany, Vivekananda Mahavidyalaya, Haripal, Hooghly, 712405, West Bengal, India.
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4
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Roy R, Sanyal D, Roychowdhury S, Chattopadhyay K. Studies of Protein Phase Separation Using Leishmania Kinetoplastid Membrane Protein-11. J Phys Chem B 2025; 129:814-824. [PMID: 39439298 DOI: 10.1021/acs.jpcb.4c04373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
Despite the significant understanding of phase separation in proteins with intrinsically disordered regions, a considerable percentage of proteins without such regions also undergo phase separation, presenting an intriguing area for ongoing research across all kingdoms of life. Using a combination of spectroscopic and microscopic techniques, we report here for the first time that a low temperature and low pH can trigger the liquid-liquid phase separation (LLPS) of a parasitic protein, kinetoplastid membrane protein-11 (KMP-11). Electrostatic and hydrophobic forces are found to be essential for the formation and stability of phase-separated protein assemblies. We show further that the increase in the ionic strength beyond a threshold decreases the interchain electrostatic interactions acting between the alternate charged blocks, altering the propensity for phase separation. More interestingly, the addition of cholesterol inhibits LLPS by engaging the cholesterol recognition amino acid consensus (CRAC)-like domains present in the protein. This was further confirmed using a CRAC-deleted mutant with perturbed cholesterol binding, which did not undergo LLPS.
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Affiliation(s)
- Rajdip Roy
- Structural Biology & Bio-Informatics Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S.C. Mallick Road, Kolkata 700032, India
- Academy of Scientific and Innovative Research (AcSIR), CSIR-Human Resource Development Centre, Ghaziabad 201002, India
| | - Dwipanjan Sanyal
- Structural Biology & Bio-Informatics Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S.C. Mallick Road, Kolkata 700032, India
| | - Sumangal Roychowdhury
- Structural Biology & Bio-Informatics Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S.C. Mallick Road, Kolkata 700032, India
| | - Krishnananda Chattopadhyay
- Structural Biology & Bio-Informatics Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S.C. Mallick Road, Kolkata 700032, India
- Academy of Scientific and Innovative Research (AcSIR), CSIR-Human Resource Development Centre, Ghaziabad 201002, India
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5
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Dehghan M, Askari H, Tohidfar M, Siadat S, Fatemi F. Improvement of RBD-FC Immunogenicity by Using Alum-Sodium Alginate Adjuvant Against SARS-COV-2. Influenza Other Respir Viruses 2024; 18:e70018. [PMID: 39478310 PMCID: PMC11525037 DOI: 10.1111/irv.70018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 08/31/2024] [Accepted: 09/04/2024] [Indexed: 11/03/2024] Open
Abstract
BACKGROUND Adjuvants use several mechanisms to boost immunogenicity and to modulate immune response. The strength of adsorption of antigen by adjuvants can be a determinant factor for significant improvement of immunopotentiation. METHODS We expressed recombinant RBD-FC in PichiaPink Strain 4 and examined the vaccination of mice by vaccine formulation with different adjuvants (sodium alginate and aluminum hydroxide, alone and together). RESULTS Sodium alginate significantly increased the immunogenicity and stability of RBD-FC antigen, so RBD-FC formulated with combined alginate and alum (AlSa) and sodium alginate alone showed higher antibody titer and stability. Immunogenicity of RBD-FC:AlSa was determined by serological assays including direct enzyme-linked immunosorbent assay (ELISA) and surrogate virus neutralization test (sVNT). High levels of IgGs and neutralizing antibodies were measured in serum of mice immunized with the RBD-FC:AlSa formulation. On the other hand, cytokines IL-10 and INF-γ were severely accumulated in response to RBD-FC:AlSa, and after 10 days, their accumulation was significantly declined, whereas IL-4 showed the highest and the lowest accumulation in response to alum and alginate, respectively. CONCLUSIONS Our data may suggest that combination of alum and sodium alginate has a better compatibility with RBD-FC in vaccine formulation.
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MESH Headings
- Alginates/chemistry
- Animals
- Mice
- Alum Compounds/administration & dosage
- Adjuvants, Immunologic/administration & dosage
- Antibodies, Viral/blood
- Antibodies, Viral/immunology
- Antibodies, Neutralizing/blood
- Antibodies, Neutralizing/immunology
- SARS-CoV-2/immunology
- Mice, Inbred BALB C
- COVID-19 Vaccines/immunology
- COVID-19 Vaccines/administration & dosage
- Female
- Adjuvants, Vaccine
- COVID-19/prevention & control
- COVID-19/immunology
- Immunogenicity, Vaccine
- Spike Glycoprotein, Coronavirus/immunology
- Spike Glycoprotein, Coronavirus/chemistry
- Aluminum Hydroxide/administration & dosage
- Aluminum Hydroxide/immunology
- Aluminum Hydroxide/chemistry
- Humans
- Immunoglobulin G/blood
- Cytokines
- Immunoglobulin Fc Fragments/immunology
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Affiliation(s)
- Mahboobeh Dehghan
- Department of Cellular and Molecular Biology, Faculty of Life Sciences and BiotechnologyShahid Beheshti UniversityTehranIran
| | - Hossein Askari
- Department of Cellular and Molecular Biology, Faculty of Life Sciences and BiotechnologyShahid Beheshti UniversityTehranIran
| | - Masoud Tohidfar
- Department of Cellular and Molecular Biology, Faculty of Life Sciences and BiotechnologyShahid Beheshti UniversityTehranIran
| | | | - Fataneh Fatemi
- Protein Research CenterShahid Beheshti UniversityTehranIran
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6
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Nithin C, Fornari RP, Pilla SP, Wroblewski K, Zalewski M, Madaj R, Kolinski A, Macnar JM, Kmiecik S. Exploring protein functions from structural flexibility using CABS-flex modeling. Protein Sci 2024; 33:e5090. [PMID: 39194135 PMCID: PMC11350595 DOI: 10.1002/pro.5090] [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: 02/29/2024] [Revised: 05/06/2024] [Accepted: 06/10/2024] [Indexed: 08/29/2024]
Abstract
Understanding protein function often necessitates characterizing the flexibility of protein structures. However, simulating protein flexibility poses significant challenges due to the complex dynamics of protein systems, requiring extensive computational resources and accurate modeling techniques. In response to these challenges, the CABS-flex method has been developed as an efficient modeling tool that combines coarse-grained simulations with all-atom detail. Available both as a web server and a standalone package, CABS-flex is dedicated to a wide range of users. The web server version offers an accessible interface for straightforward tasks, while the standalone command-line program is designed for advanced users, providing additional features, analytical tools, and support for handling large systems. This paper examines the application of CABS-flex across various structure-function studies, facilitating investigations into the interplay among protein structure, dynamics, and function in diverse research fields. We present an overview of the current status of the CABS-flex methodology, highlighting its recent advancements, practical applications, and forthcoming challenges.
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Affiliation(s)
- Chandran Nithin
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
| | - Rocco Peter Fornari
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
| | - Smita P. Pilla
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
| | - Karol Wroblewski
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
| | - Mateusz Zalewski
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
| | - Rafał Madaj
- Institute of Evolutionary Biology, Biological and Chemical Research Centre, Faculty of BiologyUniversity of WarsawWarsawPoland
| | - Andrzej Kolinski
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
| | - Joanna M. Macnar
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
- Present address:
Ryvu TherapeuticsCracowPoland
| | - Sebastian Kmiecik
- Biological and Chemical Research Centre, Faculty of ChemistryUniversity of WarsawWarsawPoland
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7
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Idrovo-Hidalgo T, Pignataro MF, Bredeston LM, Elias F, Herrera MG, Pavan MF, Foscaldi S, Suireszcz M, Fernández NB, Wetzler DE, Paván CH, Craig PO, Roman EA, Ruberto LAM, Noseda DG, Ibañez LI, Czibener C, Ugalde JE, Nadra AD, Santos J, D'Alessio C. Deglycosylated RBD produced in Pichia pastoris as a low-cost sera COVID-19 diagnosis tool and a vaccine candidate. Glycobiology 2024; 34:cwad089. [PMID: 37944064 DOI: 10.1093/glycob/cwad089] [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: 06/26/2023] [Revised: 10/26/2023] [Accepted: 11/01/2023] [Indexed: 11/12/2023] Open
Abstract
During the COVID-19 outbreak, numerous tools including protein-based vaccines have been developed. The methylotrophic yeast Pichia pastoris (synonymous to Komagataella phaffii) is an eukaryotic cost-effective and scalable system for recombinant protein production, with the advantages of an efficient secretion system and the protein folding assistance of the secretory pathway of eukaryotic cells. In a previous work, we compared the expression of SARS-CoV-2 Spike Receptor Binding Domain in P. pastoris with that in human cells. Although the size and glycosylation pattern was different between them, their protein structural and conformational features were indistinguishable. Nevertheless, since high mannose glycan extensions in proteins expressed by yeast may be the cause of a nonspecific immune recognition, we deglycosylated RBD in native conditions. This resulted in a highly pure, homogenous, properly folded and monomeric stable protein. This was confirmed by circular dichroism and tryptophan fluorescence spectra and by SEC-HPLC, which were similar to those of RBD proteins produced in yeast or human cells. Deglycosylated RBD was obtained at high yields in a single step, and it was efficient in distinguishing between SARS-CoV-2-negative and positive sera from patients. Moreover, when the deglycosylated variant was used as an immunogen, it elicited a humoral immune response ten times greater than the glycosylated form, producing antibodies with enhanced neutralizing power and eliciting a more robust cellular response. The proposed approach may be used to produce at a low cost, many antigens that require glycosylation to fold and express, but do not require glycans for recognition purposes.
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Affiliation(s)
- Tommy Idrovo-Hidalgo
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - María F Pignataro
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Facultad de Farmacia y Bioquímica, Departamento de Química Biológica, Universidad de Buenos Aires, Junín 965 C1113AAD. Buenos Aires, Argentina
| | - Luis M Bredeston
- Facultad de Farmacia y Bioquímica, Departamento de Química Biológica, Universidad de Buenos Aires, Junín 965 C1113AAD. Buenos Aires, Argentina
- Instituto de Química y Fisicoquímica Biológicas, (IQUIFIB), CONICET-Universidad de Buenos Aires, Junín 956 C1113AAD, Buenos Aires, Argentina
| | - Fernanda Elias
- Consejo Nacional de Investigaciones Científicas y Técnicas-Fundación Pablo Cassará, Instituto de Ciencia y Tecnología Dr. César Milstein, Saladillo 2468 C1440FFX, Buenos Aires, Argentina
| | - María G Herrera
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - María F Pavan
- Instituto de Química Física de los Materiales, Medio Ambiente y Energía (INQUIMAE), CONICET-Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
| | - Sabrina Foscaldi
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - Mayra Suireszcz
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - Natalia B Fernández
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - Diana E Wetzler
- Facultad de Ciencias Exactas y Naturales, Departamento de Química Biológica, Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Instituto de Química Biológica de la Facultad de Ciencias Exactas y Naturales (IQUIBICEN), CONICET-Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - Carlos H Paván
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
- Facultad de Farmacia y Bioquímica, LANAIS-PROEM, Instituto de Química y Fisicoquímica Biológicas, (IQUIFIB), CONICET-Universidad de Buenos Aires, Junín 956, C1113AAD, Buenos Aires, Argentina
| | - Patricio O Craig
- Facultad de Ciencias Exactas y Naturales, Departamento de Química Biológica, Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Instituto de Química Biológica de la Facultad de Ciencias Exactas y Naturales (IQUIBICEN), CONICET-Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - Ernesto A Roman
- Instituto de Química y Fisicoquímica Biológicas, (IQUIFIB), CONICET-Universidad de Buenos Aires, Junín 956 C1113AAD, Buenos Aires, Argentina
- Facultad de Ciencias Exactas y Naturales, Departamento de Química Biológica, Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - Lucas A M Ruberto
- Facultad de Farmacia y Bioquímica, Universidad de Buenos Aires, Junín 965, C1113AAD, Buenos Aires, Argentina
- Instituto de Nanobiotecnología (NANOBIOTEC), CONICET-Universidad de Buenos Aires, Junín 965, C1113AAD, Buenos Aires, Argentina
- Instituto Antártico Argentino, Ministerio de Relaciones Exteriores y Culto, Av. 25 de Mayo 1147, B1650HMP, San Martín, Prov. de Buenos Aires, Argentina
| | - Diego G Noseda
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
- Instituto de Investigaciones Biotecnológicas (IIBio), Universidad Nacional de San Martín-CONICET, Av. 25 de Mayo y Francia S/N, B1650HMP, San Martín, Prov. de Buenos Aires, Argentina
| | - Lorena I Ibañez
- Instituto de Química Física de los Materiales, Medio Ambiente y Energía (INQUIMAE), CONICET-Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
| | - Cecilia Czibener
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
- Instituto de Investigaciones Biotecnológicas (IIBio), Universidad Nacional de San Martín-CONICET, Av. 25 de Mayo y Francia S/N, B1650HMP, San Martín, Prov. de Buenos Aires, Argentina
| | - Juan E Ugalde
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
- Instituto de Investigaciones Biotecnológicas (IIBio), Universidad Nacional de San Martín-CONICET, Av. 25 de Mayo y Francia S/N, B1650HMP, San Martín, Prov. de Buenos Aires, Argentina
| | - Alejandro D Nadra
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
| | - Javier Santos
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
- Facultad de Ciencias Exactas y Naturales, Departamento de Química Biológica, Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
| | - Cecilia D'Alessio
- Facultad de Ciencias Exactas y Naturales, Departamento de Fisiología y Biología Molecular y Celular, Instituto de Biociencias, Biotecnología y Biología Traslacional (iB3), Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz 2290 C1425FQB, Buenos Aires, Argentina
- Facultad de Ciencias Exactas y Naturales, Departamento de Química Biológica, Universidad de Buenos Aires, Intendente Güiraldes 2160, C1428EGA, Buenos Aires, Argentina
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8
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Bitran A, Park K, Serebryany E, Shakhnovich EI. Co-translational formation of disulfides guides folding of the SARS-CoV-2 receptor binding domain. Biophys J 2023; 122:3238-3253. [PMID: 37422697 PMCID: PMC10465708 DOI: 10.1016/j.bpj.2023.07.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 05/27/2023] [Accepted: 07/03/2023] [Indexed: 07/10/2023] Open
Abstract
Many secreted proteins, including viral proteins, contain multiple disulfide bonds. How disulfide formation is coupled to protein folding in the cell remains poorly understood at the molecular level. Here, we combine experiment and simulation to address this question as it pertains to the SARS-CoV-2 receptor binding domain (RBD). We show that the RBD can only refold reversibly if its native disulfides are present before folding. But in their absence, the RBD spontaneously misfolds into a nonnative, molten-globule-like state that is structurally incompatible with complete disulfide formation and that is highly prone to aggregation. Thus, the RBD native structure represents a metastable state on the protein's energy landscape with reduced disulfides, indicating that nonequilibrium mechanisms are needed to ensure native disulfides form before folding. Our atomistic simulations suggest that this may be achieved via co-translational folding during RBD secretion into the endoplasmic reticulum. Namely, at intermediate translation lengths, native disulfide pairs are predicted to come together with high probability, and thus, under suitable kinetic conditions, this process may lock the protein into its native state and circumvent highly aggregation-prone nonnative intermediates. This detailed molecular picture of the RBD folding landscape may shed light on SARS-CoV-2 pathology and molecular constraints governing SARS-CoV-2 evolution.
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Affiliation(s)
- Amir Bitran
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts; PhD Program in Biophysics, Harvard University, Cambridge, Massachusetts.
| | - Kibum Park
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts
| | - Eugene Serebryany
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts
| | - Eugene I Shakhnovich
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts.
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Production of neutralizing antibody fragment variants in the cytoplasm of E. coli for rapid screening: SARS-CoV-2 a case study. Sci Rep 2023; 13:4408. [PMID: 36927743 PMCID: PMC10019796 DOI: 10.1038/s41598-023-31369-2] [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: 12/18/2022] [Accepted: 03/10/2023] [Indexed: 03/18/2023] Open
Abstract
Global health challenges such as the coronavirus pandemic warrant the urgent need for a system that allows efficient production of diagnostic and therapeutic interventions. Antibody treatments against SARS-CoV-2 were developed with an unprecedented pace and this enormous progress was achieved mainly through recombinant protein production technologies combined with expeditious screening approaches. A heterologous protein production system that allows efficient soluble production of therapeutic antibody candidates against rapidly evolving variants of deadly pathogens is an important step in preparedness towards future pandemic challenges. Here, we report cost and time-effective soluble production of SARS-CoV-2 receptor binding domain (RBD) variants as well as an array of neutralizing antibody fragments (Fabs) based on Casirivimab and Imdevimab using the CyDisCo system in the cytoplasm of E. coli. We also report variants of the two Fabs with higher binding affinity against SARS-CoV-2 RBD and suggest this cytoplasmic production of disulfide containing antigens and antibodies can be broadly applied towards addressing future global public health threats.
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10
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Zhou Q, Chen Y, Wang R, Jia F, He F, Yuan F. Advances of CRISPR-Cas13 system in COVID-19 diagnosis and treatment. Genes Dis 2022; 10:S2352-3042(22)00317-8. [PMID: 36591005 PMCID: PMC9793954 DOI: 10.1016/j.gendis.2022.11.016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Revised: 11/15/2022] [Accepted: 11/17/2022] [Indexed: 12/28/2022] Open
Abstract
The ongoing global pandemic of coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has resulted in over 570 million infections and 6 million deaths worldwide. Early detection and quarantine are essential to arrest the spread of the highly contagious COVID-19. High-risk groups, such as older adults and individuals with comorbidities, can present severe symptoms, including pyrexia, pertussis, and acute respiratory distress syndrome, on SARS-CoV-2 infection that can prove fatal, demonstrating a clear need for high-throughput and sensitive platforms to detect and eliminate SARS-CoV-2. CRISPR-Cas13, an emerging CRISPR system targeting RNA with high specificity and efficiency, has recently drawn much attention for COVID-19 diagnosis and treatment. Here, we summarized the current research progress on CRISPR-Cas13 in COVID-19 diagnosis and treatment and highlight the challenges and future research directions of CRISPR-Cas13 for effectively counteracting COVID-19.
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Affiliation(s)
| | | | - Ruolei Wang
- Academy of Integrative Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Fengjing Jia
- Academy of Integrative Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Feng He
- Academy of Integrative Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Fuwen Yuan
- Academy of Integrative Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
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Bitran A, Park K, Serebryany E, Shakhnovich EI. Cotranslational formation of disulfides guides folding of the SARS COV-2 receptor binding domain. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.11.10.516025. [PMID: 36380756 PMCID: PMC9665344 DOI: 10.1101/2022.11.10.516025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Many secreted proteins contain multiple disulfide bonds. How disulfide formation is coupled to protein folding in the cell remains poorly understood at the molecular level. Here, we combine experiment and simulation to address this question as it pertains to the SARS-CoV-2 receptor binding domain (RBD). We show that, whereas RBD can refold reversibly when its disulfides are intact, their disruption causes misfolding into a nonnative molten-globule state that is highly prone to aggregation and disulfide scrambling. Thus, non-equilibrium mechanisms are needed to ensure disulfides form prior to folding in vivo. Our simulations suggest that co-translational folding may accomplish this, as native disulfide pairs are predicted to form with high probability at intermediate lengths, ultimately committing the RBD to its metastable native state and circumventing nonnative intermediates. This detailed molecular picture of the RBD folding landscape may shed light on SARS-CoV-2 pathology and molecular constraints governing SARS-CoV-2 evolution.
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12
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A Study on the Nature of SARS-CoV-2 Using the Shell Disorder Models: Reproducibility, Evolution, Spread, and Attenuation. Biomolecules 2022; 12:biom12101353. [PMID: 36291562 PMCID: PMC9599796 DOI: 10.3390/biom12101353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 09/19/2022] [Accepted: 09/20/2022] [Indexed: 12/03/2022] Open
Abstract
The basic tenets of the shell disorder model (SDM) as applied to COVID-19 are that the harder outer shell of the virus shell (lower PID—percentage of intrinsic disorder—of the membrane protein M, PIDM) and higher flexibility of the inner shell (higher PID of the nucleocapsid protein N, PIDN) are correlated with the contagiousness and virulence, respectively. M protects the virion from the anti-microbial enzymes in the saliva and mucus. N disorder is associated with the rapid replication of the virus. SDM predictions are supported by two experimental observations. The first observation demonstrated lesser and greater presence of the Omicron particles in the lungs and bronchial tissues, respectively, as there is a greater level of mucus in the bronchi. The other observation revealed that there are lower viral loads in 2017-pangolin-CoV, which is predicted to have similarly low PIDN as Omicron. The abnormally hard M, which is very rarely seen in coronaviruses, arose from the fecal–oral behaviors of pangolins via exposure to buried feces. Pangolins provide an environment for coronavirus (CoV) attenuation, which is seen in Omicron. Phylogenetic study using M shows that COVID-19-related bat-CoVs from Laos and Omicron are clustered in close proximity to pangolin-CoVs, which suggests the recurrence of interspecies transmissions. Hard M may have implications for long COVID-19, with immune systems having difficulty degrading viral proteins/particles.
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