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Moulana A, Dupic T, Phillips AM, Chang J, Nieves S, Roffler AA, Greaney AJ, Starr TN, Bloom JD, Desai MM. Compensatory epistasis maintains ACE2 affinity in SARS-CoV-2 Omicron BA.1. Nat Commun 2022; 13:7011. [PMID: 36384919 PMCID: PMC9668218 DOI: 10.1038/s41467-022-34506-z] [Citation(s) in RCA: 85] [Impact Index Per Article: 28.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Accepted: 10/26/2022] [Indexed: 11/17/2022] Open
Abstract
The Omicron BA.1 variant emerged in late 2021 and quickly spread across the world. Compared to the earlier SARS-CoV-2 variants, BA.1 has many mutations, some of which are known to enable antibody escape. Many of these antibody-escape mutations individually decrease the spike receptor-binding domain (RBD) affinity for ACE2, but BA.1 still binds ACE2 with high affinity. The fitness and evolution of the BA.1 lineage is therefore driven by the combined effects of numerous mutations. Here, we systematically map the epistatic interactions between the 15 mutations in the RBD of BA.1 relative to the Wuhan Hu-1 strain. Specifically, we measure the ACE2 affinity of all possible combinations of these 15 mutations (215 = 32,768 genotypes), spanning all possible evolutionary intermediates from the ancestral Wuhan Hu-1 strain to BA.1. We find that immune escape mutations in BA.1 individually reduce ACE2 affinity but are compensated by epistatic interactions with other affinity-enhancing mutations, including Q498R and N501Y. Thus, the ability of BA.1 to evade immunity while maintaining ACE2 affinity is contingent on acquiring multiple interacting mutations. Our results implicate compensatory epistasis as a key factor driving substantial evolutionary change for SARS-CoV-2 and are consistent with Omicron BA.1 arising from a chronic infection.
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Affiliation(s)
- Alief Moulana
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA
| | - Thomas Dupic
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA
| | - Angela M Phillips
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA.
| | - Jeffrey Chang
- Department of Physics, Harvard University, Cambridge, MA, 02138, USA
| | - Serafina Nieves
- Department of Molecular and Cellular Biology, Harvard University, Cambridge, MA, 02138, USA
| | - Anne A Roffler
- Biological and Biomedical Sciences, Harvard Medical School, Boston, MA, 02115, USA
| | - Allison J Greaney
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA, 98109, USA
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA
- Medical Scientist Training Program, University of Washington, Seattle, WA, 98195, USA
| | - Tyler N Starr
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA, 98109, USA
| | - Jesse D Bloom
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA, 98109, USA
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA
- Howard Hughes Medical Institute, Seattle, WA, 98109, USA
| | - Michael M Desai
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA.
- Department of Physics, Harvard University, Cambridge, MA, 02138, USA.
- NSF-Simons Center for Mathematical and Statistical Analysis of Biology, Harvard University, Cambridge, MA, 02138, USA.
- Quantitative Biology Initiative, Harvard University, Cambridge, MA, 02138, USA.
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102
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Russo CJ, Dickerson JL, Naydenova K. Cryomicroscopy in situ: what is the smallest molecule that can be directly identified without labels in a cell? Faraday Discuss 2022; 240:277-302. [PMID: 35913392 PMCID: PMC9642008 DOI: 10.1039/d2fd00076h] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 05/09/2022] [Indexed: 01/09/2023]
Abstract
Electron cryomicroscopy (cryoEM) has made great strides in the last decade, such that the atomic structure of most biological macromolecules can, at least in principle, be determined. Major technological advances - in electron imaging hardware, data analysis software, and cryogenic specimen preparation technology - continue at pace and contribute to the exponential growth in the number of atomic structures determined by cryoEM. It is now conceivable that within the next decade we will have structures for hundreds of thousands of unique protein and nucleic acid molecular complexes. But the answers to many important questions in biology would become obvious if we could identify these structures precisely inside cells with quantifiable error. In the context of an abundance of known structures, it is appropriate to consider the current state of electron cryomicroscopy for frozen specimens prepared directly from cells, and try to answer to the question of the title, both now and in the foreseeable future.
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Affiliation(s)
- Christopher J Russo
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge, CB2 0QH, UK.
| | - Joshua L Dickerson
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge, CB2 0QH, UK.
| | - Katerina Naydenova
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge, CB2 0QH, UK.
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103
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Yin S, Mei S, Li Z, Xu Z, Wu Y, Chen X, Liu D, Niu MM, Li J. Non-covalent cyclic peptides simultaneously targeting Mpro and NRP1 are highly effective against Omicron BA.2.75. Front Pharmacol 2022; 13:1037993. [PMID: 36408220 PMCID: PMC9666779 DOI: 10.3389/fphar.2022.1037993] [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: 09/06/2022] [Accepted: 10/21/2022] [Indexed: 11/05/2022] Open
Abstract
Available vaccine-based immunity may at high risk of being evaded due to substantial mutations in the variant Omicron. The main protease (Mpro) of SARS-CoV-2 and human neuropilin-1 (NRP1), two less mutable proteins, have been reported to be crucial for SARS-CoV-2 replication and entry into host cells, respectively. Their dual blockade may avoid vaccine failure caused by continuous mutations of the SARS-CoV-2 genome and exert synergistic antiviral efficacy. Herein, four cyclic peptides non-covalently targeting both Mpro and NRP1 were identified using virtual screening. Among them, MN-2 showed highly potent affinity to Mpro (Kd = 18.2 ± 1.9 nM) and NRP1 (Kd = 12.3 ± 1.2 nM), which was about 3,478-fold and 74-fold stronger than that of the positive inhibitors Peptide-21 and EG3287. Furthermore, MN-2 exhibited significant inhibitory activity against Mpro and remarkable anti-infective activity against the pseudotyped variant Omicron BA.2.75 without obvious cytotoxicity. These data demonstrated that MN-2, a novel non-covalent cyclic peptide, is a promising agent against Omicron BA.2.75.
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Affiliation(s)
- Shengnan Yin
- Department of Pharmacy, Taizhou Hospital Affiliated to Nanjing University of Chinese Medicine, Taizhou, China
| | - Shuang Mei
- Department of Pharmaceutical Analysis, China Pharmaceutical University, Nanjing, China
| | - Zhiqin Li
- Institute of Clinical Medicine, Department of Pharmacy, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
| | - Zhen Xu
- Institute of Clinical Medicine, Department of Pharmacy, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
| | - Yuting Wu
- Institute of Clinical Medicine, Department of Pharmacy, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
| | - Xiujuan Chen
- Institute of Clinical Medicine, Department of Pharmacy, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
- *Correspondence: Xiujuan Chen, ; Jindong Li, ; Dongmei Liu, ; Miao-Miao Niu,
| | - Dongmei Liu
- Department of Pharmacy, Taizhou Hospital Affiliated to Nanjing University of Chinese Medicine, Taizhou, China
- *Correspondence: Xiujuan Chen, ; Jindong Li, ; Dongmei Liu, ; Miao-Miao Niu,
| | - Miao-Miao Niu
- Department of Pharmaceutical Analysis, China Pharmaceutical University, Nanjing, China
- *Correspondence: Xiujuan Chen, ; Jindong Li, ; Dongmei Liu, ; Miao-Miao Niu,
| | - Jindong Li
- Institute of Clinical Medicine, Department of Pharmacy, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
- *Correspondence: Xiujuan Chen, ; Jindong Li, ; Dongmei Liu, ; Miao-Miao Niu,
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104
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Planchais C, Reyes‐Ruiz A, Lacombe R, Zarantonello A, Lecerf M, Revel M, Roumenina LT, Atanasov BP, Mouquet H, Dimitrov JD. Evolutionary trajectory of receptor binding specificity and promiscuity of the spike protein of SARS-CoV-2. Protein Sci 2022; 31:e4447. [PMID: 36305765 PMCID: PMC9597384 DOI: 10.1002/pro.4447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 09/08/2022] [Accepted: 09/12/2022] [Indexed: 01/27/2023]
Abstract
SARS-CoV-2 infects cells by attachment to its receptor-the angiotensin converting enzyme 2 (ACE2). Regardless of the wealth of structural data, little is known about the physicochemical mechanism of interactions of the viral spike (S) protein with ACE2 and how this mechanism has evolved during the pandemic. Here, we applied experimental and computational approaches to characterize the molecular interaction of S proteins from SARS-CoV-2 variants of concern (VOC). Data on kinetics, activation-, and equilibrium thermodynamics of binding of the receptor binding domain (RBD) from VOC with ACE2 as well as data from computational protein electrostatics revealed a profound remodeling of the physicochemical characteristics of the interaction during the evolution. Thus, as compared to RBDs from Wuhan strain and other VOC, Omicron RBD presented as a unique protein in terms of conformational dynamics and types of non-covalent forces driving the complex formation with ACE2. Viral evolution resulted in a restriction of the RBD structural dynamics, and a shift to a major role of polar forces for ACE2 binding. Further, we investigated how the reshaping of the physicochemical characteristics of interaction affects the binding specificity of S proteins. Data from various binding assays revealed that SARS-CoV-2 Wuhan and Omicron RBDs manifest capacity for promiscuous recognition of unrelated human proteins, but they harbor distinct reactivity patterns. These findings might contribute for mechanistic understanding of the viral tropism and capacity to evade immune responses during evolution.
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Affiliation(s)
- Cyril Planchais
- Laboratory of Humoral ImmunologyInstitut Pasteur, Université Paris Cité, INSERM U1222ParisFrance
| | - Alejandra Reyes‐Ruiz
- Centre de Recherche des CordeliersINSERM, CNRS, Sorbonne Université, Université de ParisParisFrance
| | - Robin Lacombe
- Centre de Recherche des CordeliersINSERM, CNRS, Sorbonne Université, Université de ParisParisFrance
| | - Alessandra Zarantonello
- Centre de Recherche des CordeliersINSERM, CNRS, Sorbonne Université, Université de ParisParisFrance
| | - Maxime Lecerf
- Centre de Recherche des CordeliersINSERM, CNRS, Sorbonne Université, Université de ParisParisFrance
| | - Margot Revel
- Centre de Recherche des CordeliersINSERM, CNRS, Sorbonne Université, Université de ParisParisFrance
| | - Lubka T. Roumenina
- Centre de Recherche des CordeliersINSERM, CNRS, Sorbonne Université, Université de ParisParisFrance
| | - Boris P. Atanasov
- Institute of Organic Chemistry, Bulgarian Academy of SciencesSofiaBulgaria
| | - Hugo Mouquet
- Laboratory of Humoral ImmunologyInstitut Pasteur, Université Paris Cité, INSERM U1222ParisFrance
| | - Jordan D. Dimitrov
- Centre de Recherche des CordeliersINSERM, CNRS, Sorbonne Université, Université de ParisParisFrance
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105
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Iwata-Yoshikawa N, Kakizaki M, Shiwa-Sudo N, Okura T, Tahara M, Fukushi S, Maeda K, Kawase M, Asanuma H, Tomita Y, Takayama I, Matsuyama S, Shirato K, Suzuki T, Nagata N, Takeda M. Essential role of TMPRSS2 in SARS-CoV-2 infection in murine airways. Nat Commun 2022; 13:6100. [PMID: 36243815 PMCID: PMC9568946 DOI: 10.1038/s41467-022-33911-8] [Citation(s) in RCA: 67] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 10/07/2022] [Indexed: 12/24/2022] Open
Abstract
In cultured cells, SARS-CoV-2 infects cells via multiple pathways using different host proteases. Recent studies have shown that the furin and TMPRSS2 (furin/TMPRSS2)-dependent pathway plays a minor role in infection of the Omicron variant. Here, we confirm that Omicron uses the furin/TMPRSS2-dependent pathway inefficiently and enters cells mainly using the cathepsin-dependent endocytosis pathway in TMPRSS2-expressing VeroE6/TMPRSS2 and Calu-3 cells. This is the case despite efficient cleavage of the spike protein of Omicron. However, in the airways of TMPRSS2-knockout mice, Omicron infection is significantly reduced. We furthermore show that propagation of the mouse-adapted SARS-CoV-2 QHmusX strain and human clinical isolates of Beta and Gamma is reduced in TMPRSS2-knockout mice. Therefore, the Omicron variant isn't an exception in using TMPRSS2 in vivo, and analysis with TMPRSS2-knockout mice is important when evaluating SARS-CoV-2 variants. In conclusion, this study shows that TMPRSS2 is critically important for SARS-CoV-2 infection of murine airways, including the Omicron variant.
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Affiliation(s)
- Naoko Iwata-Yoshikawa
- grid.410795.e0000 0001 2220 1880Department of Pathology, National Institute of Infectious Diseases, Tokyo, Japan
| | - Masatoshi Kakizaki
- grid.410795.e0000 0001 2220 1880Department of Virology III, National Institute of Infectious Diseases, Tokyo, Japan
| | - Nozomi Shiwa-Sudo
- grid.410795.e0000 0001 2220 1880Department of Pathology, National Institute of Infectious Diseases, Tokyo, Japan
| | - Takashi Okura
- grid.410795.e0000 0001 2220 1880Department of Virology III, National Institute of Infectious Diseases, Tokyo, Japan
| | - Maino Tahara
- grid.410795.e0000 0001 2220 1880Department of Virology III, National Institute of Infectious Diseases, Tokyo, Japan
| | - Shuetsu Fukushi
- grid.410795.e0000 0001 2220 1880Department of Virology I, National Institute of Infectious Diseases, Tokyo, Japan
| | - Ken Maeda
- grid.410795.e0000 0001 2220 1880Department of Veterinary Science, National Institute of Infectious Diseases, Tokyo, Japan
| | - Miyuki Kawase
- grid.410795.e0000 0001 2220 1880Department of Virology III, National Institute of Infectious Diseases, Tokyo, Japan
| | - Hideki Asanuma
- grid.410795.e0000 0001 2220 1880Center for Influenza and Respiratory Virus Research, National Institute of Infectious Diseases, Tokyo, Japan
| | - Yuriko Tomita
- grid.410795.e0000 0001 2220 1880Center for Influenza and Respiratory Virus Research, National Institute of Infectious Diseases, Tokyo, Japan
| | - Ikuyo Takayama
- grid.410795.e0000 0001 2220 1880Center for Influenza and Respiratory Virus Research, National Institute of Infectious Diseases, Tokyo, Japan
| | - Shutoku Matsuyama
- grid.410795.e0000 0001 2220 1880Center for Influenza and Respiratory Virus Research, National Institute of Infectious Diseases, Tokyo, Japan
| | - Kazuya Shirato
- grid.410795.e0000 0001 2220 1880Department of Virology III, National Institute of Infectious Diseases, Tokyo, Japan
| | - Tadaki Suzuki
- grid.410795.e0000 0001 2220 1880Department of Pathology, National Institute of Infectious Diseases, Tokyo, Japan
| | - Noriyo Nagata
- grid.410795.e0000 0001 2220 1880Department of Pathology, National Institute of Infectious Diseases, Tokyo, Japan
| | - Makoto Takeda
- grid.410795.e0000 0001 2220 1880Department of Virology III, National Institute of Infectious Diseases, Tokyo, Japan ,grid.26999.3d0000 0001 2151 536XDepartment of Microbiology, Graduate School of Medicine and Faculty of Medicine, The University of Tokyo, Tokyo, Japan
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106
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Yang Y, Wu Y, Zhang W, Cao Q, Zhang H, Zhang H, Dong W. Infection with the SARS-CoV-2 Omicron variant in children with congenital heart disease: A case series study during Shanghai epidemic. Front Cardiovasc Med 2022; 9:1001780. [PMID: 36304543 PMCID: PMC9592748 DOI: 10.3389/fcvm.2022.1001780] [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: 07/24/2022] [Accepted: 08/23/2022] [Indexed: 11/14/2022] Open
Abstract
Objective To analyze the clinical characteristics and prognostic factors of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Omicron variant infections in children with congenital heart disease (CHD). Methods A retrospective analysis was performed on SARS-CoV-2 Omicron-infected children with CHD who were admitted to Shanghai Children's Medical Center from April 1, 2022 to May 31, 2022. The clinical, laboratory and imaging data, and the nucleic acid conversion time of the children in this group were collected and analyzed. Results Thirteen patients were included in this study and had an average age of 1.1 (0.16–14) years. Among the patients, 3 patients were preoperatively treated, and 10 were postoperatively treated. According to the severity of the disease, 1 patient was diagnosed with the moderate type, and the remaining 12 patients were diagnosed with the mild type. The clinical symptoms were mostly associated with upper respiratory tract infections, including 13 with fever (100%), 8 with cough (61.8%), 5 with sputum production (38.5%), 1 of shortness of breath (7.7%), etc. All patients were successfully discharged from the hospital, with 16.4 ± 2.9 days needed to obtain cycle threshold (CT) values ≥35 in nucleic acid testing and 17.5 ± 3.6 days of hospitalization. Conclusions For vulnerable patients such as children with CHD, SARS-CoV-2 Omicron variant infections mostly present with mild upper respiratory tract symptoms with negative or mildly changed chest imaging. Through appropriate treatment of the underlying disease in the quarantine ward, patients might obtain good outcomes, even after long periods of hospitalization.
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Affiliation(s)
- Yinyu Yang
- Department of Cardiothoracic Surgery, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Yibei Wu
- Department of Cardiothoracic Surgery, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Wen Zhang
- Department of Cardiothoracic Surgery, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Qing Cao
- Department of Infectious Disease, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Haibo Zhang
- Department of Cardiothoracic Surgery, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China,Haibo Zhang
| | - Hao Zhang
- Department of Cardiothoracic Surgery, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China,Hao Zhang
| | - Wei Dong
- Department of Cardiothoracic Surgery, Shanghai Children's Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China,*Correspondence: Wei Dong
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Sridhar S, Chicz RM, Warren W, Tartaglia J, Savarino S, Gurunathan S, Toussaint JF. The potential of Beta variant containing COVID booster vaccines for chasing Omicron in 2022. Nat Commun 2022; 13:5794. [PMID: 36184631 PMCID: PMC9526810 DOI: 10.1038/s41467-022-33549-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 09/22/2022] [Indexed: 11/08/2022] Open
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108
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Dhawan M, Saied AA, Mitra S, Alhumaydhi FA, Emran TB, Wilairatana P. Omicron variant (B.1.1.529) and its sublineages: What do we know so far amid the emergence of recombinant variants of SARS-CoV-2? Biomed Pharmacother 2022; 154:113522. [PMID: 36030585 PMCID: PMC9376347 DOI: 10.1016/j.biopha.2022.113522] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 08/04/2022] [Accepted: 08/08/2022] [Indexed: 12/19/2022] Open
Abstract
Since the start of the COVID-19 pandemic, numerous variants of SARS-CoV-2 have been reported worldwide. The advent of variants of concern (VOCs) raises severe concerns amid the serious containment efforts against COVID-19 that include physical measures, pharmacological repurposing, immunization, and genomic/community surveillance. Omicron variant (B.1.1.529) has been identified as a highly modified, contagious, and crucial variant among the five VOCs of SARS-CoV-2. The increased affinity of the spike protein (S-protein), and host receptor, angiotensin converting enzyme-2 (ACE-2), due to a higher number of mutations in the receptor-binding domain (RBD) of the S-protein has been proposed as the primary reason for the decreased efficacy of majorly available vaccines against the Omicron variant and the increased transmissible nature of the Omicron variant. Because of its significant competitive advantage, the Omicron variant and its sublineages swiftly surpassed other variants to become the dominant circulating lineages in a number of nations. The Omicron variant has been identified as a prevalent strain in the United Kingdom and South Africa. Furthermore, the emergence of recombinant variants through the conjunction of the Omicron variant with other variants or by the mixing of the Omicron variant's sublineages/subvariants poses a major threat to humanity. This raises various issues and hazards regarding the Omicron variant and its sublineages, such as an Omicron variant breakout in susceptible populations among fully vaccinated persons. As a result, understanding the features and genetic implications of this variant is crucial. Hence, we explained in depth the evolution and features of the Omicron variant and analyzed the repercussions of spike mutations on infectiousness, dissemination ability, viral entry mechanism, and immune evasion. We also presented a viewpoint on feasible strategies for precluding and counteracting any future catastrophic emergence and spread of the omicron variant and its sublineages that could result in a detrimental wave of COVID-19 cases.
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Affiliation(s)
- Manish Dhawan
- Department of Microbiology, Punjab Agricultural University, Ludhiana 141004, Punjab, India; Trafford College, Altrincham, Manchester WA14 5PQ, UK.
| | - AbdulRahman A Saied
- National Food Safety Authority (NFSA), Aswan Branch, Aswan 81511, Egypt; Ministry of Tourism and Antiquities, Aswan Office, Aswan 81511, Egypt
| | - Saikat Mitra
- Department of Pharmacy, Faculty of Pharmacy, University of Dhaka, Dhaka 1000, Bangladesh
| | - Fahad A Alhumaydhi
- Department of Medical Laboratories, College of Applied Medical Sciences, Qassim University, Buraydah 52571, Saudi Arabia
| | - Talha Bin Emran
- Department of Pharmacy, BGC Trust University Bangladesh, Chittagong 4381, Bangladesh; Department of Pharmacy, Faculty of Allied Health Sciences, Daffodil International University, Dhaka 1207, Bangladesh.
| | - Polrat Wilairatana
- Department of Clinical Tropical Medicine, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand.
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109
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Gong SY, Ding S, Benlarbi M, Chen Y, Vézina D, Marchitto L, Beaudoin-Bussières G, Goyette G, Bourassa C, Bo Y, Medjahed H, Levade I, Pazgier M, Côté M, Richard J, Prévost J, Finzi A. Temperature Influences the Interaction between SARS-CoV-2 Spike from Omicron Subvariants and Human ACE2. Viruses 2022; 14:2178. [PMID: 36298733 PMCID: PMC9607596 DOI: 10.3390/v14102178] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 09/22/2022] [Accepted: 09/29/2022] [Indexed: 11/16/2022] Open
Abstract
SARS-CoV-2 continues to infect millions of people worldwide. The subvariants arising from the variant-of-concern (VOC) Omicron include BA.1, BA.1.1, BA.2, BA.2.12.1, BA.4, and BA.5. All possess multiple mutations in their Spike glycoprotein, notably in its immunogenic receptor-binding domain (RBD), and present enhanced viral transmission. The highly mutated Spike glycoproteins from these subvariants present different degrees of resistance to recognition and cross-neutralisation by plasma from previously infected and/or vaccinated individuals. We have recently shown that the temperature affects the interaction between the Spike and its receptor, the angiotensin converting enzyme 2 (ACE2). The affinity of RBD for ACE2 is significantly increased at lower temperatures. However, whether this is also observed with the Spike of Omicron and sub-lineages is not known. Here we show that, similar to other variants, Spikes from Omicron sub-lineages bind better the ACE2 receptor at lower temperatures. Whether this translates into enhanced transmission during the fall and winter seasons remains to be determined.
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Affiliation(s)
- Shang Yu Gong
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Department of Microbiology and Immunology, McGill University, Montreal, QC H3A 2B4, Canada
| | - Shilei Ding
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
| | - Mehdi Benlarbi
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Yaozong Chen
- Infectious Disease Division, Department of Medicine of Uniformed Services, University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Dani Vézina
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Lorie Marchitto
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Guillaume Beaudoin-Bussières
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | | | | | - Yuxia Bo
- Department of Biochemistry, Microbiology and Immunology, Centre for Infection, Immunity and Inflammation, University of Ottawa, Ottawa, ON K1H 8M5, Canada
| | | | - Inès Levade
- Laboratoire de Santé Publique du Québec, Institut National de Santé Publique du Québec, Sainte-Anne-de-Bellevue, QC H9X 3R5, Canada
| | - Marzena Pazgier
- Infectious Disease Division, Department of Medicine of Uniformed Services, University of the Health Sciences, Bethesda, MD 20814-4712, USA
| | - Marceline Côté
- Department of Biochemistry, Microbiology and Immunology, Centre for Infection, Immunity and Inflammation, University of Ottawa, Ottawa, ON K1H 8M5, Canada
| | - Jonathan Richard
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Jérémie Prévost
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Andrés Finzi
- Centre de Recherche du CHUM, Montreal, QC H2X 0A9, Canada
- Department of Microbiology and Immunology, McGill University, Montreal, QC H3A 2B4, Canada
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montreal, QC H2X 0A9, Canada
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Ejaz H, Zeeshan HM, Ahmad F, Bukhari SNA, Anwar N, Alanazi A, Sadiq A, Junaid K, Atif M, Abosalif KOA, Iqbal A, Hamza MA, Younas S. Bibliometric Analysis of Publications on the Omicron Variant from 2020 to 2022 in the Scopus Database Using R and VOSviewer. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph191912407. [PMID: 36231710 PMCID: PMC9566376 DOI: 10.3390/ijerph191912407] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 09/26/2022] [Accepted: 09/27/2022] [Indexed: 06/01/2023]
Abstract
Human respiratory infections caused by coronaviruses can range from mild to deadly. Although there are numerous studies on coronavirus disease 2019 (COVID-19), few have been published on its Omicron variant. In order to remedy this deficiency, this study undertook a bibliometric analysis of the publishing patterns of studies on the Omicron variant and identified hotspots. Automated transportation, environmental protection, improved healthcare, innovation in banking, and smart homes are just a few areas where machine learning has found use in tackling complicated problems. The sophisticated Scopus database was queried for papers with the term "Omicron" in the title published between January 2020 and June 2022. Microsoft Excel 365, VOSviewer, Bibliometrix, and Biblioshiny from R were used for a statistical analysis of the publications. Over the study period, 1917 relevant publications were found in the Scopus database. Viruses was the most popular in publications for Omicron variant research, with 150 papers published, while Cell was the most cited source. The bibliometric analysis determined the most productive nations, with USA leading the list with the highest number of publications (344) and the highest level of international collaboration on the Omicron variant. This study highlights scientific advances and scholarly collaboration trends and serves as a model for demonstrating global trends in Omicron variant research. It can aid policymakers and medical researchers to fully grasp the current status of research on the Omicron variant. It also provides normative data on the Omicron variant for visualization, study, and application.
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Affiliation(s)
- Hasan Ejaz
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Jouf University, Sakaka 72388, Saudi Arabia
| | - Hafiz Muhammad Zeeshan
- Department of Computer Sciences, National College of Business Administration and Economics, Lahore 54700, Punjab, Pakistan
| | - Fahad Ahmad
- Department of Basic Sciences, Deanship of Common First Year, Jouf University, Sakaka 72388, Saudi Arabia
| | - Syed Nasir Abbas Bukhari
- Department of Pharmaceutical Chemistry, College of Pharmacy, Jouf University, Sakaka 72388, Saudi Arabia
| | - Naeem Anwar
- Allied Health Department, College of Health and Sport Sciences, University of Bahrain, Zallaq 32038, Bahrain
| | - Awadh Alanazi
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Jouf University, Sakaka 72388, Saudi Arabia
| | - Ashina Sadiq
- Department of Computer Science, Lahore Leads University, Lahore 54000, Punjab, Pakistan
| | - Kashaf Junaid
- School of Biological and Behavioural Sciences, Queen Mary University of London, London E1 4NS, UK
| | - Muhammad Atif
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Jouf University, Sakaka 72388, Saudi Arabia
| | - Khalid Omer Abdalla Abosalif
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Jouf University, Sakaka 72388, Saudi Arabia
| | - Abid Iqbal
- Prince Sultan University, Riyadh 11586, Saudi Arabia
| | - Manhal Ahmed Hamza
- Department of Medical Microbiology, Faculty of Medical Laboratory Sciences, Omdurman Islamic University, Omdurman 14415, Sudan
| | - Sonia Younas
- HKU-Pasteur Research Pole, School of Public Health, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong, China
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Stalls V, Janowska K, Acharya P. Transient transfection and purification of SARS-CoV-2 spike protein from mammalian cells. STAR Protoc 2022; 3:101603. [PMID: 35983170 PMCID: PMC9283606 DOI: 10.1016/j.xpro.2022.101603] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
SARS-CoV-2 spike (S) protein ectodomain purification can be challenging, with engineered and natural variations often resulting in lower yields. Here, we present a detailed transfection and purification protocol for the SARS-CoV-2 S ectodomain. We describe how to trace protein yields during purification using highly sensitive and characteristic changes in S ectodomain intrinsic fluorescence upon thermal denaturation. Additionally, we detail several optimized aspects of the purification including timing and temperature. This protocol facilitates consistent, high-quality preparations of the SARS-CoV-2 S ectodomain. For complete details on the use and execution of this protocol, please refer to Stalls et al. (2022), Gobeil et al. (2022), Edwards et al. (2021), and Henderson et al. (2020).
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Affiliation(s)
| | | | - Priyamvada Acharya
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Surgery, Duke University, Durham, NC 27710, USA.
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Pastorio C, Zech F, Noettger S, Jung C, Jacob T, Sanderson T, Sparrer KMJ, Kirchhoff F. Determinants of Spike infectivity, processing, and neutralization in SARS-CoV-2 Omicron subvariants BA.1 and BA.2. Cell Host Microbe 2022; 30:1255-1268.e5. [PMID: 35931073 PMCID: PMC9289044 DOI: 10.1016/j.chom.2022.07.006] [Citation(s) in RCA: 52] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 06/29/2022] [Accepted: 07/12/2022] [Indexed: 12/02/2022]
Abstract
SARS-CoV-2 Omicron rapidly outcompeted other variants and currently dominates the COVID-19 pandemic. Its enhanced transmission and immune evasion are thought to be driven by numerous mutations in the Omicron Spike protein. Here, we systematically introduced BA.1 and/or BA.2 Omicron Spike mutations into the ancestral Spike protein and examined the impacts on Spike function, processing, and susceptibility to neutralization. Individual mutations of S371F/L, S375F, and T376A in the ACE2-receptor-binding domain as well as Q954H and N969K in the hinge region 1 impaired infectivity, while changes to G339D, D614G, N764K, and L981F moderately enhanced it. Most mutations in the N-terminal region and receptor-binding domain reduced the sensitivity of the Spike protein to neutralization by sera from individuals vaccinated with the BNT162b2 vaccine and by therapeutic antibodies. Our results represent a systematic functional analysis of Omicron Spike adaptations that have allowed this SARS-CoV-2 variant to dominate the current pandemic.
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Affiliation(s)
- Chiara Pastorio
- Institute of Molecular Virology, Ulm University Medical Centre, 89081 Ulm, Germany
| | - Fabian Zech
- Institute of Molecular Virology, Ulm University Medical Centre, 89081 Ulm, Germany
| | - Sabrina Noettger
- Institute of Molecular Virology, Ulm University Medical Centre, 89081 Ulm, Germany
| | - Christoph Jung
- Institute of Electrochemistry, Ulm University, 89081 Ulm, Germany; Electrochemical Energy Storage, Helmholtz-Institute-Ulm (HIU), 89081 Ulm, Germany; Karlsruhe Institute of Technology (KIT), 76344 Karlsruhe, Germany
| | - Timo Jacob
- Institute of Electrochemistry, Ulm University, 89081 Ulm, Germany
| | | | | | - Frank Kirchhoff
- Institute of Molecular Virology, Ulm University Medical Centre, 89081 Ulm, Germany.
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Kayabolen A, Akcan U, Özturan D, Ulbegi‐Polat H, Sahin GN, Pinarbasi‐Degirmenci N, Bayraktar C, Soyler G, Sarayloo E, Nurtop E, Ozer B, Guney‐Esken G, Barlas T, Yildirim IS, Dogan O, Karahuseyinoglu S, Lack NA, Kaya M, Albayrak C, Can F, Solaroglu I, Bagci‐Onder T. Protein Scaffold-Based Multimerization of Soluble ACE2 Efficiently Blocks SARS-CoV-2 Infection In Vitro and In Vivo. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2201294. [PMID: 35896894 PMCID: PMC9353362 DOI: 10.1002/advs.202201294] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Revised: 06/03/2022] [Indexed: 06/15/2023]
Abstract
Soluble ACE2 (sACE2) decoys are promising agents to inhibit SARS-CoV-2, as their efficiency is unlikely to be affected by escape mutations. However, their success is limited by their relatively poor potency. To address this challenge, multimeric sACE2 consisting of SunTag or MoonTag systems is developed. These systems are extremely effective in neutralizing SARS-CoV-2 in pseudoviral systems and in clinical isolates, perform better than the dimeric or trimeric sACE2, and exhibit greater than 100-fold neutralization efficiency, compared to monomeric sACE2. SunTag or MoonTag fused to a more potent sACE2 (v1) achieves a sub-nanomolar IC50 , comparable with clinical monoclonal antibodies. Pseudoviruses bearing mutations for variants of concern, including delta and omicron, are also neutralized efficiently with multimeric sACE2. Finally, therapeutic treatment of sACE2(v1)-MoonTag provides protection against SARS-CoV-2 infection in an in vivo mouse model. Therefore, highly potent multimeric sACE2 may offer a promising treatment approach against SARS-CoV-2 infections.
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Affiliation(s)
- Alisan Kayabolen
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
| | - Ugur Akcan
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
| | - Doğancan Özturan
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
| | - Hivda Ulbegi‐Polat
- Genetic Engineering and Biotechnology InstituteTUBITAK Marmara Research CenterKocaeli41470Turkey
| | - Gizem Nur Sahin
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
| | | | - Canan Bayraktar
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
| | - Gizem Soyler
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
| | - Ehsan Sarayloo
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
- Department of BiotechnologyBeykoz Institute of Life Sciences and Biotechnology (BILSAB)Bezmialem Vakif UniversityIstanbul34820Turkey
| | - Elif Nurtop
- Koç University Isbank Center for Infectious Diseases (KUISCID)Istanbul34010Turkey
| | - Berna Ozer
- Koç University Isbank Center for Infectious Diseases (KUISCID)Istanbul34010Turkey
| | - Gulen Guney‐Esken
- Koç University Isbank Center for Infectious Diseases (KUISCID)Istanbul34010Turkey
| | - Tayfun Barlas
- Koç University Isbank Center for Infectious Diseases (KUISCID)Istanbul34010Turkey
| | - Ismail Selim Yildirim
- Genetic Engineering and Biotechnology InstituteTUBITAK Marmara Research CenterKocaeli41470Turkey
| | - Ozlem Dogan
- Koç University Isbank Center for Infectious Diseases (KUISCID)Istanbul34010Turkey
- Koç University School of MedicineDepartment of Medical MicrobiologyIstanbul34010Turkey
| | - Sercin Karahuseyinoglu
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
- Koç University School of Medicine, Department of Histology and EmbryologyIstanbul34450Türkiye
| | - Nathan A. Lack
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
- Vancouver Prostate CentreUniversity of British ColumbiaVancouverBC V6H 3Z6Canada
| | - Mehmet Kaya
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
| | - Cem Albayrak
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
- Department of BiotechnologyBeykoz Institute of Life Sciences and Biotechnology (BILSAB)Bezmialem Vakif UniversityIstanbul34820Turkey
| | - Fusun Can
- Koç University Isbank Center for Infectious Diseases (KUISCID)Istanbul34010Turkey
- Koç University School of MedicineDepartment of Medical MicrobiologyIstanbul34010Turkey
| | - Ihsan Solaroglu
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
- Department of Basic SciencesLoma Linda UniversityLoma LindaCA92354USA
| | - Tugba Bagci‐Onder
- Koç University Research Center for Translational Medicine (KUTTAM)Koç UniversityIstanbul34450Turkey
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114
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Bartsch YC, Atyeo C, Kang J, Cai Y, Chen B, Gray KJ, Edlow AG, Alter G. Preserved recognition of Omicron spike following COVID-19 messenger RNA vaccination in pregnancy. Am J Obstet Gynecol 2022; 227:493.e1-493.e7. [PMID: 35430229 PMCID: PMC9008975 DOI: 10.1016/j.ajog.2022.04.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 04/06/2022] [Accepted: 04/07/2022] [Indexed: 12/15/2022]
Abstract
BACKGROUND SARS-CoV-2 infection is associated with enhanced disease severity in pregnant women. Despite the potential of COVID-19 vaccines to reduce severe disease, vaccine uptake remained relatively low among pregnant women. Just as coordinated messaging from the Centers for Disease Control and Prevention and leading obstetrics organizations began to increase vaccine confidence in this vulnerable group, the evolution of SARS-CoV-2 variants of concerns, including the Omicron variant, raised new concerns about vaccine efficacy because of their ability to escape vaccine-induced neutralizing antibodies. Early data point to a milder disease course following infection with the Omicron variant in vaccinated individuals. Thus, these data suggest that alternate vaccine-induced immunity beyond neutralization may continue to attenuate Omicron variant-induced disease, such as Fc-mediated antibody activity. OBJECTIVE This study aimed to test whether vaccine-induced antibodies raised during pregnancy continue to bind to and leverage Fc receptors to protect against variants of concern including the Omicron variant. STUDY DESIGN The receptor binding domain or whole spike-specific antibody isotype binding titers and Fc gamma receptor binding directed toward variants of concern, including the Omicron variant, were analyzed in pregnant women after receiving the full dose regimen of either the Pfizer/BioNTech BNT62b2 (n=10) or Moderna mRNA-1273 (n=10) vaccination using a multiplexing Luminex assay. RESULTS Reduced isotype recognition of the Omicron receptor binding domain was observed following administration of either vaccine with relatively preserved, albeit reduced, recognition of the whole Omicron spike by immunoglobulin M and G antibodies. Despite the near complete loss of Fc receptor binding to the Omicron receptor binding domain, Fc receptor binding to the Omicron spike was more variable but largely preserved. CONCLUSION Reduced binding titers to the Omicron receptor binding domain aligns with the observed loss of neutralizing activity. Despite the loss of neutralization, preserved, albeit reduced, Omicron spike recognition and Fc receptor binding potentially continue to attenuate disease severity in pregnant women.
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Affiliation(s)
| | | | - Jaewon Kang
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA
| | - Yongfei Cai
- Division of Molecular Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Bing Chen
- Division of Molecular Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Kathryn J Gray
- Department of Obstetrics and Gynecology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA
| | - Andrea G Edlow
- Department of Obstetrics and Gynecology, Massachusetts General Hospital, Harvard Medical School, Boston, MA; Vincent Center for Reproductive Biology, Massachusetts General Hospital, Boston, MA
| | - Galit Alter
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA.
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115
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Yuan M, Chen X, Zhu Y, Dong X, Liu Y, Qian Z, Ye L, Liu P. A Bispecific Antibody Targeting RBD and S2 Potently Neutralizes SARS-CoV-2 Omicron and Other Variants of Concern. J Virol 2022; 96:e0077522. [PMID: 35916510 PMCID: PMC9400488 DOI: 10.1128/jvi.00775-22] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Accepted: 07/13/2022] [Indexed: 12/04/2022] Open
Abstract
Emerging severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2) variants, especially the Omicron variant, have impaired the efficacy of existing vaccines and most therapeutic antibodies, highlighting the need for additional antibody-based tools that can efficiently neutralize emerging SARS-CoV-2 variants. The use of a "single" agent to simultaneously target multiple distinct epitopes on the spike is desirable in overcoming the neutralizing escape of SARS-CoV-2 variants. Herein, we generated a human-derived IgG-like bispecific antibody (bsAb), Bi-Nab35B5-47D10, which successfully retained parental specificity and simultaneously bound to the two distinct epitopes on receptor-binding domain (RBD) and S2. Bi-Nab35B5-47D10 showed improved spike binding breadth among wild-type (WT) SARS-CoV-2, variants of concern (VOCs), and variants being monitored (VBMs) compared with its parental monoclonal antibodies (MAbs). Furthermore, pseudotyped virus neutralization demonstrated that Bi-Nab35B5-47D10 can efficiently neutralize VBMs, including Alpha (B.1.1.7), Beta (B.1.351), and Kappa (B.1.617.1), as well as VOCs, including Delta (B.1.617.2), Omicron BA.1, and Omicron BA.2. Crucially, Bi-Nab35B5-47D10 substantially improved neutralizing activity against Omicron BA.1 (IC50 = 0.15 nM) and Omicron BA.2 (IC50 = 0.67 nM) compared with its parental MAbs. Therefore, Bi-Nab35B5-47D10 represents a potential effective countermeasure against SARS-CoV-2 Omicron and other variants of concern. IMPORTANCE The new, highly contagious SARS-CoV-2 Omicron variant caused substantial breakthrough infections and has become the dominant strain in countries across the world. Omicron variants usually bear high mutations in the spike protein and exhibit considerable escape of most potent neutralization monoclonal antibodies and reduced efficacy of current COVID-19 vaccines. The development of neutralizing antibodies with potent efficacy against the Omicron variant is still an urgent priority. Here, we generated a bsAb, Bi-Nab35B5-47D10, which simultaneously targets SARS-CoV-2 RBD and S2 and improves the neutralizing potency and breadth against SARS-CoV-2 WT and the tested variants compared with their parental antibodies. Notably, Bi-Nab35B5-47D10 has more potent neutralizing activity against the VOC Omicron pseudotyped virus. Therefore, Bi-Nab35B5-47D10 is a feasible and potentially effective strategy by which to treat and prevent COVID-19.
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Affiliation(s)
- Mengqi Yuan
- Key Laboratory of Animal Epidemiology of the Ministry of Agriculture, College of Veterinary Medicine, China Agricultural University, Beijing, China
| | - Xiangyu Chen
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou, Guangdong, China
- Institute of Cancer, Xinqiao Hospital, Third Military Medical University, Chongqing, China
| | - Yanzhi Zhu
- College of Biological Sciences, China Agricultural University, Beijing, China
| | - Xiaoqing Dong
- Key Laboratory of Animal Epidemiology of the Ministry of Agriculture, College of Veterinary Medicine, China Agricultural University, Beijing, China
| | - Yan Liu
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhaohui Qian
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lilin Ye
- Institute of Immunology, PLA, Third Military Medical University, Chongqing, China
| | - Pinghuang Liu
- Key Laboratory of Animal Epidemiology of the Ministry of Agriculture, College of Veterinary Medicine, China Agricultural University, Beijing, China
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116
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Kwon T, Gaudreault NN, Meekins DA, McDowell CD, Cool K, Richt JA. Ancestral lineage of SARS-CoV-2 is more stable in human biological fluids than Alpha, Beta and Omicron variants of concern. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.08.17.504362. [PMID: 36032982 PMCID: PMC9413703 DOI: 10.1101/2022.08.17.504362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
SARS-CoV-2 is a zoonotic virus which was first identified in 2019, and has quickly spread worldwide. The virus is primarily transmitted through respiratory droplets from infected persons; however, the virus-laden excretions can contaminate surfaces which can serve as a potential source of infection. Since the beginning of the pandemic, SARS-CoV-2 has continued to evolve and accumulate mutations throughout its genome leading to the emergence of variants of concern (VOCs) which exhibit increased fitness, transmissibility, and/or virulence. However, the stability of SARS-CoV-2 VOCs in biological fluids has not been thoroughly investigated so far. The aim of this study was to determine and compare the stability of different SARS-CoV-2 strains in human biological fluids. Here, we demonstrate that the ancestral strain of Wuhan-like lineage A was more stable than the Alpha VOC B.1.1.7, and the Beta VOC B.1.351 strains in human liquid nasal mucus and sputum. In contrast, there was no difference in stability among the three strains in dried biological fluids. Furthermore, we also show that the Omicron VOC B.1.1.529 strain was less stable than the ancestral Wuhan-like strain in liquid nasal mucus. These studies provide insight into the effect of the molecular evolution of SARS-CoV-2 on environmental virus stability, which is important information for the development of countermeasures against SARS-CoV-2. Importance Genetic evolution of SARS-CoV-2 leads to the continuous emergence of novel variants, posing a significant concern to global public health. Five of these variants have been classified so far into variants of concern (VOCs); Alpha, Beta, Gamma, Delta, and Omicron. Previous studies investigated the stability of SARS-CoV-2 under various conditions, but there is a gap of knowledge on the survival of SARS-CoV-2 VOCs in human biological fluids which are clinically relevant. Here, we present evidence that Alpha, Beta, and Omicron VOCs were less stable than the ancestral Wuhan-like strain in human biological fluids. Our findings highlight the potential risk of contaminated human biological fluids in SARS-CoV-2 transmission and contribute to the development of countermeasures against SARS-CoV-2.
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Affiliation(s)
- Taeyong Kwon
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, USA
| | - Natasha N. Gaudreault
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, USA
| | - David A. Meekins
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, USA
| | - Chester D. McDowell
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, USA
| | - Konner Cool
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, USA
| | - Juergen A. Richt
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, USA
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117
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Overduin M, Kervin TA, Tran A. Progressive membrane-binding mechanism of SARS-CoV-2 variant spike proteins. iScience 2022; 25:104722. [PMID: 35813872 PMCID: PMC9251956 DOI: 10.1016/j.isci.2022.104722] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 05/15/2022] [Accepted: 06/28/2022] [Indexed: 12/09/2022] Open
Abstract
Membrane recognition by viral spike proteins is critical for infection. Here we show the host cell membrane-binding surfaces of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spike variants Alpha, Beta, Gamma, Delta, Epsilon, Kappa, and Omicron as well as SARS-CoV-1 and pangolin and bat relatives. They show increases in membrane binding propensities over time, with all spike head mutations in variants, and particularly BA.1, impacting the protein's affinity to cell membranes. Comparison of hundreds of structures yields a progressive model of membrane docking in which spike protein trimers shift from initial perpendicular stances to increasingly tilted positions that draw viral particles alongside host cell membranes before optionally engaging angiotensin-converting enzyme 2 (ACE2) receptors. This culminates in the assembly of the symmetric fusion apparatus, with enhanced membrane interactions of variants explaining their unique cell fusion capacities and COVID-19 disease transmission rates.
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Affiliation(s)
- Michael Overduin
- Department of Biochemistry, University of Alberta, Edmonton, AB, Canada
| | - Troy A. Kervin
- Department of Biochemistry, University of Alberta, Edmonton, AB, Canada
| | - Anh Tran
- Department of Biochemistry, University of Alberta, Edmonton, AB, Canada
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118
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SARS-CoV-2 variants of concern: spike protein mutational analysis and epitope for broad neutralization. Nat Commun 2022; 13:4696. [PMID: 35982054 PMCID: PMC9388680 DOI: 10.1038/s41467-022-32262-8] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 07/21/2022] [Indexed: 11/18/2022] Open
Abstract
Mutations in the spike glycoproteins of SARS-CoV-2 variants of concern have independently been shown to enhance aspects of spike protein fitness. Here, we describe an antibody fragment (VH ab6) that neutralizes all major variants including the recently emerged BA.1 and BA.2 Omicron subvariants, with a unique mode of binding revealed by cryo-EM studies. Further, we provide a comparative analysis of the mutational effects within previously emerged variant spikes and identify the structural role of mutations within the NTD and RBD in evading antibody neutralization. Our analysis shows that the highly mutated Gamma N-terminal domain exhibits considerable structural rearrangements, partially explaining its decreased neutralization by convalescent sera. Our results provide mechanistic insights into the structural, functional, and antigenic consequences of SARS-CoV-2 spike mutations and highlight a spike protein vulnerability that may be exploited to achieve broad protection against circulating variants. SARS-CoV-2 variants have accumulated multiple defining mutations within their spike glycoproteins. Here, the authors report a structural basis for broad neutralization of several variants by a heavy chain antibody fragment and provide a mutational analysis focusing on antibody evasion, receptor engagement, and spike protein structure.
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119
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Meng B, Datir R, Choi J, Bradley JR, Smith KGC, Lee JH, Gupta RK. SARS-CoV-2 spike N-terminal domain modulates TMPRSS2-dependent viral entry and fusogenicity. Cell Rep 2022; 40:111220. [PMID: 35963244 PMCID: PMC9346021 DOI: 10.1016/j.celrep.2022.111220] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 06/30/2022] [Accepted: 07/22/2022] [Indexed: 11/28/2022] Open
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spike N-terminal domain (NTD) remains poorly characterized despite enrichment of mutations in this region across variants of concern (VOCs). Here, we examine the contribution of the NTD to infection and cell-cell fusion by constructing chimeric spikes bearing B.1.617 lineage (Delta and Kappa variants) NTDs and generating spike pseudotyped lentivirus. We find that the Delta NTD on a Kappa or wild-type (WT) background increases S1/S2 cleavage efficiency and virus entry, specifically in lung cells and airway organoids, through use of TMPRSS2. Delta exhibits increased cell-cell fusogenicity that could be conferred to WT and Kappa spikes by Delta NTD transfer. However, chimeras of Omicron BA.1 and BA.2 spikes with a Delta NTD do not show more efficient TMPRSS2 use or fusogenicity. We conclude that the NTD allosterically modulates S1/S2 cleavage and spike-mediated functions in a spike context-dependent manner, and allosteric interactions may be lost when combining regions from more distantly related VOCs.
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Affiliation(s)
- Bo Meng
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK; Department of Medicine, University of Cambridge, Cambridge, UK.
| | - Rawlings Datir
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK; Department of Medicine, University of Cambridge, Cambridge, UK
| | - Jinwook Choi
- Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK
| | - John R Bradley
- Department of Medicine, University of Cambridge, Cambridge, UK; NIHR Bioresource, Cambridge, UK
| | - Kenneth G C Smith
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK; Department of Medicine, University of Cambridge, Cambridge, UK
| | - Joo Hyeon Lee
- Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Ravindra K Gupta
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK; Department of Medicine, University of Cambridge, Cambridge, UK; Africa Health Research Institute, Durban, South Africa.
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Low JS, Jerak J, Tortorici MA, McCallum M, Pinto D, Cassotta A, Foglierini M, Mele F, Abdelnabi R, Weynand B, Noack J, Montiel-Ruiz M, Bianchi S, Benigni F, Sprugasci N, Joshi A, Bowen JE, Stewart C, Rexhepaj M, Walls AC, Jarrossay D, Morone D, Paparoditis P, Garzoni C, Ferrari P, Ceschi A, Neyts J, Purcell LA, Snell G, Corti D, Lanzavecchia A, Veesler D, Sallusto F. ACE2-binding exposes the SARS-CoV-2 fusion peptide to broadly neutralizing coronavirus antibodies. Science 2022; 377:735-742. [PMID: 35857703 PMCID: PMC9348755 DOI: 10.1126/science.abq2679] [Citation(s) in RCA: 121] [Impact Index Per Article: 40.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 07/03/2022] [Indexed: 12/14/2022]
Abstract
The coronavirus spike glycoprotein attaches to host receptors and mediates viral fusion. Using a broad screening approach, we isolated seven monoclonal antibodies (mAbs) that bind to all human-infecting coronavirus spike proteins from severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) immune donors. These mAbs recognize the fusion peptide and acquire affinity and breadth through somatic mutations. Despite targeting a conserved motif, only some mAbs show broad neutralizing activity in vitro against alpha- and betacoronaviruses, including animal coronaviruses WIV-1 and PDF-2180. Two selected mAbs also neutralize Omicron BA.1 and BA.2 authentic viruses and reduce viral burden and pathology in vivo. Structural and functional analyses showed that the fusion peptide-specific mAbs bound with different modalities to a cryptic epitope hidden in prefusion stabilized spike, which became exposed upon binding of angiotensin-converting enzyme 2 (ACE2) or ACE2-mimicking mAbs.
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Affiliation(s)
- Jun Siong Low
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
- Institute of Microbiology, ETH Zürich, 8093 Zurich, Switzerland
| | - Josipa Jerak
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
- Institute of Microbiology, ETH Zürich, 8093 Zurich, Switzerland
| | | | - Matthew McCallum
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Dora Pinto
- Humabs BioMed SA (subsidiary of Vir Biotechnology), 6500 Bellinzona, Switzerland
| | - Antonino Cassotta
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Mathilde Foglierini
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Federico Mele
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Rana Abdelnabi
- KU Leuven Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, Laboratory of Virology and Chemotherapy, B-3000 Leuven, Belgium
| | - Birgit Weynand
- KU Leuven Department of Imaging and Pathology, Translational Cell and Tissue Research, B-3000 Leuven, Belgium
| | - Julia Noack
- Vir Biotechnology, San Francisco, CA 94158, USA
| | | | - Siro Bianchi
- Humabs BioMed SA (subsidiary of Vir Biotechnology), 6500 Bellinzona, Switzerland
| | - Fabio Benigni
- Humabs BioMed SA (subsidiary of Vir Biotechnology), 6500 Bellinzona, Switzerland
| | - Nicole Sprugasci
- Humabs BioMed SA (subsidiary of Vir Biotechnology), 6500 Bellinzona, Switzerland
| | - Anshu Joshi
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - John E. Bowen
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Cameron Stewart
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Megi Rexhepaj
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Alexandra C. Walls
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
- Howard Hughes Medical Institute, Seattle, WA 98195, USA
| | - David Jarrossay
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Diego Morone
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Philipp Paparoditis
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Christian Garzoni
- Clinic of Internal Medicine and Infectious Diseases, Clinica Luganese Moncucco; 6900 Lugano, Switzerland
| | - Paolo Ferrari
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, 6900 Lugano, Switzerland
- Department of Internal Medicine, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
- Prince of Wales Hospital Clinical School, University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Alessandro Ceschi
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, 6900 Lugano, Switzerland
- Division of Clinical Pharmacology and Toxicology, Institute of Pharmacological Sciences of Southern Switzerland, Ente Ospedaliero Cantonale, 6900 Lugano, Switzerland
- Clinical Trial Unit, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
- Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, 8091 Zurich, Switzerland
| | - Johan Neyts
- KU Leuven Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, Laboratory of Virology and Chemotherapy, B-3000 Leuven, Belgium
- Global Virus Network, Baltimore, MD 21201, USA
| | | | | | - Davide Corti
- Humabs BioMed SA (subsidiary of Vir Biotechnology), 6500 Bellinzona, Switzerland
| | - Antonio Lanzavecchia
- Humabs BioMed SA (subsidiary of Vir Biotechnology), 6500 Bellinzona, Switzerland
- National Institute of Molecular Genetics, 20122 Milano, Italy
| | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
- Howard Hughes Medical Institute, Seattle, WA 98195, USA
| | - Federica Sallusto
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
- Institute of Microbiology, ETH Zürich, 8093 Zurich, Switzerland
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121
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A Large-Scale Dataset of Twitter Chatter about Online Learning during the Current COVID-19 Omicron Wave. DATA 2022. [DOI: 10.3390/data7080109] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
The COVID-19 Omicron variant, reported to be the most immune-evasive variant of COVID-19, is resulting in a surge of COVID-19 cases globally. This has caused schools, colleges, and universities in different parts of the world to transition to online learning. As a result, social media platforms such as Twitter are seeing an increase in conversations related to online learning in the form of tweets. Mining such tweets to develop a dataset can serve as a data resource for different applications and use-cases related to the analysis of interest, views, opinions, perspectives, attitudes, and feedback towards online learning during the current surge of COVID-19 cases caused by the Omicron variant. Therefore, this work presents a large-scale, open-access Twitter dataset of conversations about online learning from different parts of the world since the first detected case of the COVID-19 Omicron variant in November 2021. The dataset is compliant with the privacy policy, developer agreement, and guidelines for content redistribution of Twitter, as well as with the FAIR principles (Findability, Accessibility, Interoperability, and Reusability) principles for scientific data management. The paper also briefly outlines some potential applications in the fields of Big Data, Data Mining, Natural Language Processing, and their related disciplines, with a specific focus on online learning during this Omicron wave that may be studied, explored, and investigated by using this dataset.
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122
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Verkhivker GM, Agajanian S, Kassab R, Krishnan K. Frustration-driven allosteric regulation and signal transmission in the SARS-CoV-2 spike omicron trimer structures: a crosstalk of the omicron mutation sites allosterically regulates tradeoffs of protein stability and conformational adaptability. Phys Chem Chem Phys 2022; 24:17723-17743. [PMID: 35839100 DOI: 10.1039/d2cp01893d] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Dissecting the regulatory principles underlying function and activity of the SARS-CoV-2 spike protein at the atomic level is of paramount importance for understanding the mechanisms of virus transmissibility and immune escape. In this work, we introduce a hierarchical computational approach for atomistic modeling of allosteric mechanisms in the SARS-CoV-2 Omicron spike proteins and present evidence of a frustration-based allostery as an important energetic driver of the conformational changes and spike activation. By examining conformational landscapes and the residue interaction networks in the SARS-CoV-2 Omicron spike protein structures, we have shown that the Omicron mutational sites are dynamically coupled and form a central engine of the allosterically regulated spike machinery that regulates the balance and tradeoffs between conformational plasticity, protein stability, and functional adaptability. We have found that the Omicron mutational sites at the inter-protomer regions form regulatory hotspot clusters that control functional transitions between the closed and open states. Through perturbation-based modeling of allosteric interaction networks and diffusion analysis of communications in the closed and open spike states, we have quantified the allosterically regulated activation mechanism and uncover specific regulatory roles of the Omicron mutations. Atomistic reconstruction of allosteric communication pathways and kinetic modeling using Markov transient analysis reveal that the Omicron mutations form the inter-protomer electrostatic bridges that operate as a network of coupled regulatory switches that could control global conformational changes and signal transmission in the spike protein. The results of this study have revealed distinct and yet complementary roles of the Omicron mutation sites as a network of hotspots that enable allosteric modulation of structural stability and conformational changes which are central for spike activation and virus transmissibility.
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Affiliation(s)
- Gennady M Verkhivker
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA.,Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA.,Department of Pharmacology, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA.
| | - Steve Agajanian
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA
| | - Ryan Kassab
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA
| | - Keerthi Krishnan
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA
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123
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Integrating Conformational Dynamics and Perturbation-Based Network Modeling for Mutational Profiling of Binding and Allostery in the SARS-CoV-2 Spike Variant Complexes with Antibodies: Balancing Local and Global Determinants of Mutational Escape Mechanisms. Biomolecules 2022; 12:biom12070964. [PMID: 35883520 PMCID: PMC9313167 DOI: 10.3390/biom12070964] [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: 06/18/2022] [Revised: 07/06/2022] [Accepted: 07/08/2022] [Indexed: 02/05/2023] Open
Abstract
In this study, we combined all-atom MD simulations, the ensemble-based mutational scanning of protein stability and binding, and perturbation-based network profiling of allosteric interactions in the SARS-CoV-2 spike complexes with a panel of cross-reactive and ultra-potent single antibodies (B1-182.1 and A23-58.1) as well as antibody combinations (A19-61.1/B1-182.1 and A19-46.1/B1-182.1). Using this approach, we quantify the local and global effects of mutations in the complexes, identify protein stability centers, characterize binding energy hotspots, and predict the allosteric control points of long-range interactions and communications. Conformational dynamics and distance fluctuation analysis revealed the antibody-specific signatures of protein stability and flexibility of the spike complexes that can affect the pattern of mutational escape. A network-based perturbation approach for mutational profiling of allosteric residue potentials revealed how antibody binding can modulate allosteric interactions and identified allosteric control points that can form vulnerable sites for mutational escape. The results show that the protein stability and binding energetics of the SARS-CoV-2 spike complexes with the panel of ultrapotent antibodies are tolerant to the effect of Omicron mutations, which may be related to their neutralization efficiency. By employing an integrated analysis of conformational dynamics, binding energetics, and allosteric interactions, we found that the antibodies that neutralize the Omicron spike variant mediate the dominant binding energy hotpots in the conserved stability centers and allosteric control points in which mutations may be restricted by the requirements of the protein folding stability and binding to the host receptor. This study suggested a mechanism in which the patterns of escape mutants for the ultrapotent antibodies may not be solely determined by the binding interaction changes but are associated with the balance and tradeoffs of multiple local and global factors, including protein stability, binding affinity, and long-range interactions.
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124
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Stalls V, Lindenberger J, Gobeil SMC, Henderson R, Parks R, Barr M, Deyton M, Martin M, Janowska K, Huang X, May A, Speakman M, Beaudoin E, Kraft B, Lu X, Edwards RJ, Eaton A, Montefiori DC, Williams WB, Saunders KO, Wiehe K, Haynes BF, Acharya P. Cryo-EM structures of SARS-CoV-2 Omicron BA.2 spike. Cell Rep 2022; 39:111009. [PMID: 35732171 PMCID: PMC9174147 DOI: 10.1016/j.celrep.2022.111009] [Citation(s) in RCA: 82] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 05/23/2022] [Accepted: 06/03/2022] [Indexed: 11/27/2022] Open
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Omicron BA.2 sub-lineage has gained in proportion relative to BA.1. Because spike (S) protein variations may underlie differences in their pathobiology, here we determine cryoelectron microscopy (cryo-EM) structures of the BA.2 S ectodomain and compare these with previously determined BA.1 S structures. BA.2 receptor-binding domain (RBD) mutations induce remodeling of the RBD structure, resulting in tighter packing and improved thermostability. Interprotomer RBD interactions are enhanced in the closed (or 3-RBD-down) BA.2 S, while the fusion peptide is less accessible to antibodies than in BA.1. Binding and pseudovirus neutralization assays reveal extensive immune evasion while defining epitopes of two outer RBD face-binding antibodies, DH1044 and DH1193, that neutralize both BA.1 and BA.2. Taken together, our results indicate that stabilization of the closed state through interprotomer RBD-RBD packing is a hallmark of the Omicron variant and show differences in key functional regions in the BA.1 and BA.2 S proteins.
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Affiliation(s)
| | | | | | - Rory Henderson
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Medicine, Duke University, Durham, NC 27710, USA
| | - Rob Parks
- Duke Human Vaccine Institute, Durham, NC 27710, USA
| | - Maggie Barr
- Duke Human Vaccine Institute, Durham, NC 27710, USA
| | | | | | | | - Xiao Huang
- Duke Human Vaccine Institute, Durham, NC 27710, USA
| | - Aaron May
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Biochemistry, Duke University, Durham, NC 27710, USA
| | | | | | - Bryan Kraft
- Department of Medicine, Duke University, Durham, NC 27710, USA
| | - Xiaozhi Lu
- Duke Human Vaccine Institute, Durham, NC 27710, USA
| | - Robert J Edwards
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Medicine, Duke University, Durham, NC 27710, USA
| | - Amanda Eaton
- Duke Human Vaccine Institute, Durham, NC 27710, USA
| | - David C Montefiori
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Surgery, Duke University, Durham, NC 27710, USA
| | - Wilton B Williams
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Biochemistry, Duke University, Durham, NC 27710, USA
| | - Kevin O Saunders
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Surgery, Duke University, Durham, NC 27710, USA
| | - Kevin Wiehe
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Medicine, Duke University, Durham, NC 27710, USA
| | - Barton F Haynes
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Medicine, Duke University, Durham, NC 27710, USA; Department of Immunology, Duke University, Durham, NC 27710, USA.
| | - Priyamvada Acharya
- Duke Human Vaccine Institute, Durham, NC 27710, USA; Department of Biochemistry, Duke University, Durham, NC 27710, USA; Department of Surgery, Duke University, Durham, NC 27710, USA.
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125
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Bajpai P, Singh V, Chandele A, Kumar S. Broadly Neutralizing Antibodies to SARS-CoV-2 Provide Novel Insights Into the Neutralization of Variants and Other Human Coronaviruses. Front Cell Infect Microbiol 2022; 12:928279. [PMID: 35782120 PMCID: PMC9245455 DOI: 10.3389/fcimb.2022.928279] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 05/26/2022] [Indexed: 01/16/2023] Open
Affiliation(s)
| | | | | | - Sanjeev Kumar
- ICGEB-Emory Vaccine Center, International Centre for Genetic Engineering and Biotechnology (ICGEB), New Delhi, India
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126
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Ghimire D, Han Y, Lu M. Structural Plasticity and Immune Evasion of SARS-CoV-2 Spike Variants. Viruses 2022; 14:1255. [PMID: 35746726 PMCID: PMC9229035 DOI: 10.3390/v14061255] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 05/27/2022] [Accepted: 06/06/2022] [Indexed: 01/27/2023] Open
Abstract
The global pandemic of COVID-19 caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has significantly affected every human life and overloaded the health care system worldwide. Limited therapeutic options combined with the consecutive waves of the infection and emergence of novel SARS-CoV-2 variants, especially variants of concern (VOCs), have prolonged the COVID-19 pandemic and challenged its control. The Spike (S) protein on the surface of SARS-CoV-2 is the primary target exposed to the host and essential for virus entry into cells. The parental (Wuhan-Hu-1 or USA/WA1 strain) S protein is the virus-specific component of currently implemented vaccines. However, S is most prone to mutations, potentially shifting the dynamics of virus-host interactions by affecting S conformational/structural profiles. Scientists have rapidly resolved atomic structures of S VOCs and elucidated molecular details of these mutations, which can inform the design of S-directed novel therapeutics and broadly protective vaccines. Here, we discuss recent findings on S-associated virus transmissibility and immune evasion of SARS-CoV-2 VOCs and experimental approaches used to profile these properties. We summarize the structural studies that document the structural flexibility/plasticity of S VOCs and the potential roles of accumulated mutations on S structures and functions. We focus on the molecular interpretation of structures of the S variants and its insights into the molecular mechanism underlying antibody evasion and host cell-receptor binding.
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Affiliation(s)
- Dibya Ghimire
- Department of Cellular and Molecular Biology, University of Texas Health Science Center, Tyler, TX 75708, USA;
| | | | - Maolin Lu
- Department of Cellular and Molecular Biology, University of Texas Health Science Center, Tyler, TX 75708, USA;
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127
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Huang M, Wu L, Zheng A, Xie Y, He Q, Rong X, Han P, Du P, Han P, Zhang Z, Zhao R, Jia Y, Li L, Bai B, Hu Z, Hu S, Niu S, Hu Y, Liu H, Liu B, Cui K, Li W, Zhao X, Liu K, Qi J, Wang Q, Gao GF. Atlas of currently-available human neutralizing antibodies against SARS-CoV-2 and escape by Omicron sub-variants BA.1/BA.1.1/BA.2/BA.3. Immunity 2022; 55:1501-1514.e3. [PMID: 35777362 PMCID: PMC9197780 DOI: 10.1016/j.immuni.2022.06.005] [Citation(s) in RCA: 62] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 05/13/2022] [Accepted: 06/05/2022] [Indexed: 11/19/2022]
Affiliation(s)
- Min Huang
- School of Life Science, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui 230027, China; CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Lili Wu
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Anqi Zheng
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; University of the Chinese Academy of Sciences, Beijing 100049, China
| | - Yufeng Xie
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; Department of Basic Medical Sciences, School of Medicine, Tsinghua University, Beijing 100084, China
| | - Qingwen He
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; Department of Pathogen Biology and Microbiology, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310058, China
| | - Xiaoyu Rong
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, China
| | - Pu Han
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Pei Du
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Pengcheng Han
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; School of Medicine, Zhongda Hospital, Southeast University, Nanjing, Jiangsu 210009, China
| | - Zengyuan Zhang
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Runchu Zhao
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; Institute of Physical Science and Information, Anhui University, Hefei, Anhui 230039, China
| | - Yunfei Jia
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; College of Veterinary Medicine, Shanxi Agricultural University, Jinzhong, Shanxi 030801, China
| | - Linjie Li
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; University of the Chinese Academy of Sciences, Beijing 100049, China
| | - Bin Bai
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Ziliang Hu
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; Institute of Physical Science and Information, Anhui University, Hefei, Anhui 230039, China
| | - Shixiong Hu
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; College of Veterinary Medicine, Shanxi Agricultural University, Jinzhong, Shanxi 030801, China
| | - Sheng Niu
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; College of Veterinary Medicine, Shanxi Agricultural University, Jinzhong, Shanxi 030801, China
| | - Yu Hu
- School of Life Science, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui 230027, China; CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Honghui Liu
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Bo Liu
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; College of Veterinary Medicine, Shanxi Agricultural University, Jinzhong, Shanxi 030801, China
| | - Kaige Cui
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Weiwei Li
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Xin Zhao
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Kefang Liu
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Jianxun Qi
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China.
| | - Qihui Wang
- CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; University of the Chinese Academy of Sciences, Beijing 100049, China.
| | - George Fu Gao
- School of Life Science, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui 230027, China; CAS Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; University of the Chinese Academy of Sciences, Beijing 100049, China; Chinese Center for Disease Control and Prevention, Beijing 102206, China.
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128
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López-Cortés GI, Palacios-Pérez M, Veledíaz HF, Hernández-Aguilar M, López-Hernández GR, Zamudio GS, José MV. The Spike Protein of SARS-CoV-2 Is Adapting Because of Selective Pressures. Vaccines (Basel) 2022; 10:864. [PMID: 35746472 PMCID: PMC9230601 DOI: 10.3390/vaccines10060864] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 05/14/2022] [Accepted: 05/19/2022] [Indexed: 02/06/2023] Open
Abstract
The global scale of the COVID-19 pandemic has demonstrated the evolution of SARS-CoV-2 and the clues of adaptation. After two years and two months since the declaration of the pandemic, several variants have emerged and become fixed in the human population thanks to extrinsic selective pressures but also to the inherent mutational capacity of the virus. Here, we applied a neutral substitution evolution test to the spike (S) protein of Omicron's protein and compared it to the others' variant of concern (VOC) neutral evolution. We carried out comparisons among the interactions between the S proteins from the VOCs (Alpha, Beta, Gamma, Delta and Omicron) and the receptor ACE2. The shared amino acids among all the ACE2 binding S proteins remain constant, indicating that these amino acids are essential for the accurate binding to the receptor. The complexes of the RBD for every variant with the receptor were used to identify the amino acids involved in the protein-protein interaction (PPI). The RBD of Omicron establishes 82 contacts, compared to the 74 of the Wuhan original viral protein. Hence, the mean number of contacts per residue is higher, making the contact thermodynamically more stable. The RBDs of the VOCs are similar in sequence and structure; however, Omicron's RBD presents the largest deviation from the structure by 1.11 Å RMSD, caused by a set of mutations near the glycosylation N343. The chemical properties and structure near the glycosylation N343 of the Omicron S protein are different from the original protein, which provoke reduced recognition by the neutralizing antibodies. Our results hint that selective pressures are induced by mass vaccination throughout the world and by the persistence of recurrent infections in immunosuppressed individuals, who did not eliminate the infection and ended up facilitating the selection of viruses whose characteristics are different from the previous VOCs, less pathogenic but with higher transmissibility.
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Affiliation(s)
- Georgina I. López-Cortés
- Theoretical Biology Group, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico; (M.P.-P.); (H.F.V.); (M.H.-A.); (G.R.L.-H.); (G.S.Z.)
- Network of Researchers on the Chemical Evolution of Life, NoRCEL, Leeds LS7 3RB, UK
| | - Miryam Palacios-Pérez
- Theoretical Biology Group, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico; (M.P.-P.); (H.F.V.); (M.H.-A.); (G.R.L.-H.); (G.S.Z.)
- Network of Researchers on the Chemical Evolution of Life, NoRCEL, Leeds LS7 3RB, UK
| | - Hannya F. Veledíaz
- Theoretical Biology Group, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico; (M.P.-P.); (H.F.V.); (M.H.-A.); (G.R.L.-H.); (G.S.Z.)
| | - Margarita Hernández-Aguilar
- Theoretical Biology Group, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico; (M.P.-P.); (H.F.V.); (M.H.-A.); (G.R.L.-H.); (G.S.Z.)
| | - Gerardo R. López-Hernández
- Theoretical Biology Group, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico; (M.P.-P.); (H.F.V.); (M.H.-A.); (G.R.L.-H.); (G.S.Z.)
| | - Gabriel S. Zamudio
- Theoretical Biology Group, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico; (M.P.-P.); (H.F.V.); (M.H.-A.); (G.R.L.-H.); (G.S.Z.)
| | - Marco V. José
- Theoretical Biology Group, Instituto de Investigaciones Biomédicas, Universidad Nacional Autónoma de México, Mexico City 04510, Mexico; (M.P.-P.); (H.F.V.); (M.H.-A.); (G.R.L.-H.); (G.S.Z.)
- Network of Researchers on the Chemical Evolution of Life, NoRCEL, Leeds LS7 3RB, UK
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Verkhivker G, Agajanian S, Kassab R, Krishnan K. Computer Simulations and Network-Based Profiling of Binding and Allosteric Interactions of SARS-CoV-2 Spike Variant Complexes and the Host Receptor: Dissecting the Mechanistic Effects of the Delta and Omicron Mutations. Int J Mol Sci 2022; 23:4376. [PMID: 35457196 PMCID: PMC9032413 DOI: 10.3390/ijms23084376] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 04/12/2022] [Accepted: 04/14/2022] [Indexed: 02/01/2023] Open
Abstract
In this study, we combine all-atom MD simulations and comprehensive mutational scanning of S-RBD complexes with the angiotensin-converting enzyme 2 (ACE2) host receptor in the native form as well as the S-RBD Delta and Omicron variants to (a) examine the differences in the dynamic signatures of the S-RBD complexes and (b) identify the critical binding hotspots and sensitivity of the mutational positions. We also examined the differences in allosteric interactions and communications in the S-RBD complexes for the Delta and Omicron variants. Through the perturbation-based scanning of the allosteric propensities of the SARS-CoV-2 S-RBD residues and dynamics-based network centrality and community analyses, we characterize the global mediating centers in the complexes and the nature of local stabilizing communities. We show that a constellation of mutational sites (G496S, Q498R, N501Y and Y505H) correspond to key binding energy hotspots and also contribute decisively to the key interfacial communities that mediate allosteric communications between S-RBD and ACE2. These Omicron mutations are responsible for both favorable local binding interactions and long-range allosteric interactions, providing key functional centers that mediate the high transmissibility of the virus. At the same time, our results show that other mutational sites could provide a "flexible shield" surrounding the stable community network, thereby allowing the Omicron virus to modulate immune evasion at different epitopes, while protecting the integrity of binding and allosteric interactions in the RBD-ACE2 complexes. This study suggests that the SARS-CoV-2 S protein may exploit the plasticity of the RBD to generate escape mutants, while engaging a small group of functional hotspots to mediate efficient local binding interactions and long-range allosteric communications with ACE2.
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Affiliation(s)
- Gennady Verkhivker
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (S.A.); (R.K.); (K.K.)
- Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA
| | - Steve Agajanian
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (S.A.); (R.K.); (K.K.)
| | - Ryan Kassab
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (S.A.); (R.K.); (K.K.)
| | - Keerthi Krishnan
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (S.A.); (R.K.); (K.K.)
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