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Das R, Sinnarasan VSP, Paul D, Venkatesan A. A Machine Learning Approach to Identify Potential miRNA-Gene Regulatory Network Contributing to the Pathogenesis of SARS-CoV-2 Infection. Biochem Genet 2024; 62:987-1006. [PMID: 37515735 DOI: 10.1007/s10528-023-10458-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 07/14/2023] [Indexed: 07/31/2023]
Abstract
Worldwide, many lives have been lost in the recent outbreak of coronavirus disease. The pathogen responsible for this disease takes advantage of the host machinery to replicate itself and, in turn, causes pathogenesis in humans. Human miRNAs are seen to have a major role in the pathogenesis and progression of viral diseases. Hence, an in-silico approach has been used in this study to uncover the role of miRNAs and their target genes in coronavirus disease pathogenesis. This study attempts to perform the miRNA seq data analysis to identify the potential differentially expressed miRNAs. Considering only the experimentally proven interaction databases TarBase, miRTarBase, and miRecords, the target genes of the miRNAs have been identified from the mirNET analytics platform. The identified hub genes were subjected to gene ontology and pathway enrichment analysis using EnrichR. It is found that a total of 9 miRNAs are deregulated, out of which 2 were upregulated (hsa-mir-3614-5p and hsa-mir-3614-3p) and 7 were downregulated (hsa-mir-17-5p, hsa-mir-106a-5p, hsa-mir-17-3p, hsa-mir-181d-5p, hsa-mir-93-3p, hsa-mir-28-5p, and hsa-mir-100-5p). These miRNAs help us to classify the diseased and healthy control patients accurately. Moreover, it is also found that crucial target genes (UBC and UBB) of 4 signature miRNAs interact with viral replicase polyprotein 1ab of SARS-Coronavirus. As a result, it is noted that the virus hijacks key immune pathways like various cancer and virus infection pathways and molecular functions such as ubiquitin ligase binding and transcription corepressor and coregulator binding.
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Affiliation(s)
- Rajesh Das
- Department of Bioinformatics, Pondicherry University, RV Nagar, Kalapet, Puducherry, 605014, India
| | | | - Dahrii Paul
- Department of Bioinformatics, Pondicherry University, RV Nagar, Kalapet, Puducherry, 605014, India
| | - Amouda Venkatesan
- Department of Bioinformatics, Pondicherry University, RV Nagar, Kalapet, Puducherry, 605014, India.
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2
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Mo C, Li X, Wu Q, Fan Y, Liu D, Zhu Y, Yang Y, Liao X, Zhou Z, Zhou L, Li Q, Zhang Q, Liu W, Zhou R, Tian X. SARS-CoV-2 mRNA vaccine requires signal peptide to induce antibody responses. Vaccine 2023; 41:6863-6869. [PMID: 37821314 DOI: 10.1016/j.vaccine.2023.09.059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 08/15/2023] [Accepted: 09/27/2023] [Indexed: 10/13/2023]
Abstract
New SARS-CoV-2 variants continue to prevail worldwide, and effective vaccines are needed to prevent an epidemic. mRNA vaccines are gradually being applied to the prevention and control of infectious diseases with significant safety and effectiveness. The spike (S) protein of SARS-CoV-2 is the main target of mRNA vaccine design, but the impact of the signal peptide (SP), transmembrane region (TM), and cytoplasmic tail (CT) on mRNA vaccine remains unclear. In this study, we constructed three forms of mRNA vaccines related to the S protein: full-length, deletion of the TM and CT, and simultaneous deletion of the SP, TM and CT, and compared their immunogenicity. Our experimental data show that full-length S protein and deletion of the TM and CT could effectively induce neutralizing antibody production in mice, while S protein without the SP and TM could not. This indicates that the S protein SP is necessary for the design of mRNA vaccine.
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MESH Headings
- Animals
- Spike Glycoprotein, Coronavirus/immunology
- Spike Glycoprotein, Coronavirus/genetics
- SARS-CoV-2/immunology
- SARS-CoV-2/genetics
- Mice
- COVID-19 Vaccines/immunology
- Antibodies, Viral/immunology
- Antibodies, Viral/blood
- Protein Sorting Signals/genetics
- mRNA Vaccines/immunology
- Antibodies, Neutralizing/immunology
- Antibodies, Neutralizing/blood
- COVID-19/prevention & control
- COVID-19/immunology
- Mice, Inbred BALB C
- Female
- Vaccines, Synthetic/immunology
- Vaccines, Synthetic/administration & dosage
- Humans
- Immunogenicity, Vaccine
- Antibody Formation/immunology
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Affiliation(s)
- Chuncong Mo
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China; Guangzhou Laboratory, No. 9 XingDaoHuanBei Road, Guangzhou International Bio Island, Guangzhou 510005, Guangdong Province, China
| | - Xiao Li
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Qianying Wu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Ye Fan
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China; Guangzhou Laboratory, No. 9 XingDaoHuanBei Road, Guangzhou International Bio Island, Guangzhou 510005, Guangdong Province, China
| | - Donglan Liu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Yuhui Zhu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Yujie Yang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Xiaohong Liao
- Guangzhou Laboratory, No. 9 XingDaoHuanBei Road, Guangzhou International Bio Island, Guangzhou 510005, Guangdong Province, China
| | - Zhichao Zhou
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Liling Zhou
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Qiuru Li
- Guangzhou Laboratory, No. 9 XingDaoHuanBei Road, Guangzhou International Bio Island, Guangzhou 510005, Guangdong Province, China
| | - Qiong Zhang
- Guangzhou Laboratory, No. 9 XingDaoHuanBei Road, Guangzhou International Bio Island, Guangzhou 510005, Guangdong Province, China
| | - Wenkuan Liu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Rong Zhou
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China; Guangzhou Laboratory, No. 9 XingDaoHuanBei Road, Guangzhou International Bio Island, Guangzhou 510005, Guangdong Province, China.
| | - Xingui Tian
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China.
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3
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Matveev AL, Pyankov OV, Khlusevich YA, Tyazhelkova OV, Emelyanova LA, Timofeeva AM, Shipovalov AV, Chechushkov AV, Zaitseva NS, Kudrov GA, Yusubalieva GM, Yussubaliyeva SM, Zhukova OA, Tikunov AY, Baklaushev VP, Sedykh SE, Lifshits GI, Tikunova NV. Novel B-Cell Epitopes of Non-Neutralizing Antibodies in the Receptor-Binding Domain of the SARS-CoV-2 S-Protein with Different Effects on the Severity of COVID-19. BIOCHEMISTRY. BIOKHIMIIA 2023; 88:1205-1214. [PMID: 37770389 DOI: 10.1134/s000629792309002x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 08/14/2023] [Accepted: 08/18/2023] [Indexed: 09/30/2023]
Abstract
Antibodies against the receptor-binding domain of the SARS-CoV-2 spike protein (RBD S-protein) contribute significantly to the humoral immune response during coronavirus infection (COVID-19) and after vaccination. The main focus of the studies of the RBD epitope composition is usually concentrated on the epitopes recognized by the virus-neutralizing antibodies. The role of antibodies that bind to RBD but do not neutralize SARS-CoV-2 remains unclear. In this study, immunochemical properties of the two mouse monoclonal antibodies (mAbs), RS17 and S11, against the RBD were examined. Both mAbs exhibited high affinity to RBD, but they did not neutralize the virus. The epitopes of these mAbs were mapped using phage display: the epitope recognized by the mAb RS17 is located at the N-terminal site of RBD (348-SVYAVNRKRIS-358); the mAb S11 epitope is inside the receptor-binding motif of RBD (452-YRLFRKSN-459). Three groups of sera were tested for presence of antibodies competing with the non-neutralizing mAbs S11 and RS17: (i) sera from the vaccinated healthy volunteers without history of COVID-19; (ii) sera from the persons who had a mild form of COVID-19; (iii) sera from the persons who had severe COVID-19. Antibodies competing with the mAb S11 were found in each group of sera with equal frequency, whereas presence of the antibodies competing with the mAb RS17 in the sera was significantly more frequent in the group of sera obtained from the patients recovered from severe COVID-19 indicating that such antibodies are associated with the severity of COVID-19. In conclusion, despite the clear significance of anti-RBD antibodies in the effective immune response against SARS-CoV-2, it is important to analyze their virus-neutralizing activity and to confirm absence of the antibody-mediated enhancement of infection by the anti-RBD antibodies.
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Affiliation(s)
- Andrey L Matveev
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia.
| | - Oleg V Pyankov
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for the Oversight of Consumer Protection and Welfare, Koltsovo, 630559, Novosibirsk Region, Russia
| | - Yana A Khlusevich
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Olga V Tyazhelkova
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Ljudmila A Emelyanova
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Anna M Timofeeva
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Andrey V Shipovalov
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for the Oversight of Consumer Protection and Welfare, Koltsovo, 630559, Novosibirsk Region, Russia
| | - Anton V Chechushkov
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | | | - Gleb A Kudrov
- State Research Center of Virology and Biotechnology "VECTOR", Federal Service for the Oversight of Consumer Protection and Welfare, Koltsovo, 630559, Novosibirsk Region, Russia
| | - Gaukhar M Yusubalieva
- Federal Research and Clinical Center of Specialized Medical Care and Medical Technologies FMBA of Russia, Moscow, 115682, Russia
- Federal Center of Brain Research and Neurotechnologies, FMBA of Russia, Moscow, 117513, Russia
| | | | - Oxana A Zhukova
- Federal Research and Clinical Center of Specialized Medical Care and Medical Technologies FMBA of Russia, Moscow, 115682, Russia
| | - Artem Yu Tikunov
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Vladimir P Baklaushev
- Federal Research and Clinical Center of Specialized Medical Care and Medical Technologies FMBA of Russia, Moscow, 115682, Russia
- Pulmonology Research Institute FMBA of Russia, Moscow, 115682, Russia
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, 119991, Russia
| | | | - Galina I Lifshits
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
| | - Nina V Tikunova
- Federal State Public Scientific Institution "Institute of Chemical Biology and Fundamental Medicine", Siberian Branch of the Russian Academy of Sciences, Novosibirsk, 630090, Russia
- Novosibirsk State University, Novosibirsk, 630090, Russia
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4
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Jin H, Cheng L, Gong Y, Zhu Y, Chong H, Zhang Z, He Y. Design of a bifunctional pan-sarbecovirus entry inhibitor targeting the cell receptor and viral fusion protein. J Virol 2023; 97:e0019223. [PMID: 37578234 PMCID: PMC10506475 DOI: 10.1128/jvi.00192-23] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Accepted: 07/02/2023] [Indexed: 08/15/2023] Open
Abstract
Development of highly effective antivirals that are robust to viral evolution is a practical strategy for combating the continuously evolved severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Inspired by viral multistep entry process, we here focus on developing a bispecific SARS-CoV-2 entry inhibitor, which acts on the cell receptor angiotensin converting enzyme 2 (ACE2) and viral S2 fusion protein. First, we identified a panel of diverse spike (S) receptor-binding domains (RBDs) and found that the RBD derived from Guangdong pangolin coronavirus (PCoV-GD) possessed the most potent antiviral potency. Next, we created a bispecific inhibitor termed RBD-IPB01 by genetically linking a peptide fusion inhibitor IPB01 to the C-terminal of PCoV-GD RBD, which exhibited greatly increased antiviral potency via cell membrane ACE2 anchoring. Promisingly, RBD-IPB01 had a uniformly bifunctional inhibition on divergent pseudo- and authentic SARS-CoV-2 variants, including multiple Omicron subvariants. RBD-IPB01 also showed consistently cross-inhibition of other sarbecoviruses, including SARS-CoV, PCoV-GD, and Guangxi pangolin coronavirus (PCoV-GX). RBD-IPB01 displayed low cytotoxicity, high trypsin resistance, and favorable metabolic stability. Combined, our studies have provided a tantalizing insight into the design of broad-spectrum and potent antiviral agent. IMPORTANCE Ongoing severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) evolution and spillover potential of a wide variety of sarbecovirus lineages indicate the importance of developing highly effective antivirals with broad capability. By directing host angiotensin converting enzyme 2 receptor and viral S2 fusion protein, we have created a dual-targeted virus entry inhibitor with high antiviral potency and breadth. The inhibitor receptor-binding domain (RBD)-IPB01 with the Guangdong pangolin coronavirus (PCoV-GD) spike RBD and a fusion inhibitor IPB01 displays bifunctional cross-inhibitions on pseudo- and authentic SARS-CoV-2 variants including Omicron, as well as on the sarbecoviruses SARS-CoV, PCoV-GD, and Guangxi pangolin coronavirus. RBD-IPB01 also efficiently inhibits diverse SARS-CoV-2 infection of human Calu-3 cells and blocks viral S-mediated cell-cell fusion with a dual function. Thus, the creation of such a bifunctional inhibitor with pan-sarbecovirus neutralizing capability has not only provided a potential weapon to combat future SARS-CoV-2 variants or yet-to-emerge zoonotic sarbecovirus, but also verified a viable strategy for the designing of antivirals against infection of other enveloped viruses.
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Affiliation(s)
- Hongliang Jin
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lin Cheng
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, The Second Affiliated Hospital, School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong, China
| | - Yani Gong
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yuanmei Zhu
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Huihui Chong
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zheng Zhang
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, The Second Affiliated Hospital, School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong, China
| | - Yuxian He
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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5
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Chanda BM, Chen XQ. Breastfeeding during the COVID-19 pandemic. Front Pediatr 2023; 11:1120763. [PMID: 37342530 PMCID: PMC10277472 DOI: 10.3389/fped.2023.1120763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Accepted: 05/10/2023] [Indexed: 06/23/2023] Open
Abstract
The coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused many significant changes to all aspects of day to day life. The disease has spread and reached pandemic proportions. The principle route of transmission is the respiratory route. Infants, pregnant women and breastfeeding mothers have all been affected. Many interventions and guidelines from important societies have been instituted in order to curb the transmission of the disease. These have involved both pharmacological and non-pharmacological methods. COVID-19 vaccines have also emerged as important methods of primary prevention of the disease. But several questions have been raised concerning the safety and efficacy of their use in pregnant and breastfeeding mothers. It has also not been clear if the vaccines are effective in generating a robust immune response in the pregnant women and breastfeeding mothers to confer passive immunity to the fetuses and infants, respectively. And they have not been tested in infants. The aspect of infant feeding has equally been affected. Although breast milk has not been known to serve as the vehicle of transmission of the virus, there is still some lack of uniformity of practice regarding breastfeeding when a mother has SARS-CoV-2 infection. This has led to infant feeding being done by the use of commercial formula feeds, pasteurized human donor breast milk, feeding on the mother's own expressed breast milk by a care giver and directly breastfeeding with skin to skin contact. This is despite breast milk being the most physiologically appropriate type of feed for infants. Therefore the pertinent question remains; should breastfeeding continue during the pandemic continue? This review also seeks to analyse the vast amount of scientific information regarding the subject and to synthesize science-based information.
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Affiliation(s)
- Bwalya Mpelwa Chanda
- Department of Pediatrics, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiao-Qing Chen
- Department of Pediatrics, First Affiliation Hospital of Nanjing Medical University, Nanjing, China
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6
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Wu C, Paradis NJ, Lakernick PM, Hryb M. L-shaped distribution of the relative substitution rate (c/μ) observed for SARS-COV-2's genome, inconsistent with the selectionist theory, the neutral theory and the nearly neutral theory but a near-neutral balanced selection theory: Implication on "neutralist-selectionist" debate. Comput Biol Med 2023; 153:106522. [PMID: 36638615 PMCID: PMC9814386 DOI: 10.1016/j.compbiomed.2022.106522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 12/17/2022] [Accepted: 12/31/2022] [Indexed: 01/07/2023]
Abstract
The genomic substitution rate (GSR) of SARS-CoV-2 exhibits a molecular clock feature and does not change under fluctuating environmental factors such as the infected human population (10°-107), vaccination etc. The molecular clock feature is believed to be inconsistent with the selectionist theory (ST). The GSR shows lack of dependence on the effective population size, suggesting Ohta's nearly neutral theory (ONNT) is not applicable to this virus. Big variation of the substitution rate within its genome is also inconsistent with Kimura's neutral theory (KNT). Thus, all three existing evolution theories fail to explain the evolutionary nature of this virus. In this paper, we proposed a Segment Substitution Rate Model (SSRM) under non-neutral selections and pointed out that a balanced mechanism between negative and positive selection of some segments that could also lead to the molecular clock feature. We named this hybrid mechanism as near-neutral balanced selection theory (NNBST) and examined if it was followed by SARS-CoV-2 using the three independent sets of SARS-CoV-2 genomes selected by the Nextstrain team. Intriguingly, the relative substitution rate of this virus exhibited an L-shaped probability distribution consisting with NNBST rather than Poisson distribution predicted by KNT or an asymmetric distribution predicted by ONNT in which nearly neutral sites are believed to be slightly deleterious only, or the distribution that is lack of nearly neutral sites predicted by ST. The time-dependence of the substitution rates for some segments and their correlation with the vaccination were observed, supporting NNBST. Our relative substitution rate method provides a tool to resolve the long standing "neutralist-selectionist" controversy. Implications of NNBST in resolving Lewontin's Paradox is also discussed.
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Affiliation(s)
- Chun Wu
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA; Department of Biological & Biomedical Sciences, Rowan University, Glassboro, NJ, 08028, USA.
| | - Nicholas J Paradis
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA
| | - Phillip M Lakernick
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA
| | - Mariya Hryb
- Department of Chemistry and Biochemistry, Rowan University, Glassboro, NJ, 08028, USA
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7
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Zhang GF, Meng W, Chen L, Ding L, Sun S, Wang X, Huang Y, Guo H, Gao S. Infectivity of pseudotyped SARS-CoV-2 variants of concern in different human cell types and inhibitory effects of recombinant spike protein and entry-related cellular factors. J Med Virol 2023; 95:e28437. [PMID: 36573430 PMCID: PMC9880647 DOI: 10.1002/jmv.28437] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 12/23/2022] [Accepted: 12/25/2022] [Indexed: 12/28/2022]
Abstract
Since the report of the first COVID-19 case in 2019, SARS-CoV-2 variants of concern (VOCs) have continued to emerge, manifesting diverse infectivity, evasion of host immunity and pathology. While ACE2 is the predominant receptor of SARS-CoV-2, TMPRSS2, Kim-1, NRP-1, CD147, furin, CD209L, and CD26 have also been implicated as viral entry-related cofactors. To understand the variations in infectivity and pathogenesis of VOCs, we conducted infection analysis in human cells from different organ systems using pseudoviruses of VOCs including Alpha, Beta, Gamma, and Delta. Recombinant spike S1, RBD, ACE2, Kim-1, and NRP-1 proteins were tested for their ability to block infection to dissect their roles in SARS-CoV-2 entry into cells. Compared with wild type SARS-CoV-2 (WT), numerous VOCs had significant increases of infectivity across a wide spectrum of cell types. Recombinant ACE2 protein more effectively inhibited the infection of VOCs including Delta and Omicron (BA.1 and BA.2) than that of WT. Interestingly, recombinant S1, RBD, Kim-1, and NRP-1 proteins inhibited the infection of all pseudoviruses in a manner dependent on the levels of ACE2 expression in different cell types. These results provide insights into the diverse infectivity of SARS-CoV-2 VOCs, which might be helpful for managing the emergence of new VOCs.
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Affiliation(s)
- George Fei Zhang
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Wen Meng
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Luping Chen
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Ling Ding
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Shenyu Sun
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Xian Wang
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Yufei Huang
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of MedicineUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Electrical and Computer EngineeringSwanson School and EngineeringPittsburghPennsylvaniaUSA
| | - Haitao Guo
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
| | - Shou‐Jiang Gao
- Cancer Virology Program, UPMC Hillman Cancer CenterUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
- Department of Microbiology and Molecular GeneticsUniversity of Pittsburgh School of MedicinePittsburghPennsylvaniaUSA
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8
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Kim JW, Min SW, Lee J, Shin HG, Choi HL, Yang HR, Lee JH, Cho YB, Shim H, Lee S. Development and Characterization of Phage-Display-Derived Novel Human Monoclonal Antibodies against the Receptor Binding Domain of SARS-CoV-2. Biomedicines 2022; 10:biomedicines10123274. [PMID: 36552031 PMCID: PMC9775448 DOI: 10.3390/biomedicines10123274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 12/14/2022] [Accepted: 12/15/2022] [Indexed: 12/24/2022] Open
Abstract
Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) has resulted in an ongoing global pandemic crisis, caused by the life-threatening illness coronavirus disease 2019 (COVID-19). Thus, the rapid development of monoclonal antibodies (mAbs) to cope with COVID-19 is urgently necessary. In this study, we used phage display to develop four human mAbs specific to the receptor-binding domain (RBD) of SARS-CoV-2. Our intensive in vitro functional analyses demonstrated that K102.1, an anti-SARS-CoV-2 RBD-specific mAb, exerted potent neutralizing activity against pseudoviral and live viral infection and the interaction between SARS-CoV-2 RBD and human angiotensin-converting enzyme 2. Monotherapy with K102.1 also revealed the therapeutic potential against SARS-CoV-2 infection in vivo. Further, this study developed a sandwich enzyme-linked immunosorbent assay with a non-competing mAb pair, K102.1 and K102.2, that accurately detected the RBDs of SARS-CoV-2 wild-type and variants with high sensitivity in the picomolar range. These findings suggest that the phage-display-based mAb selection from an established antibody library may be an effective strategy for the rapid development of mAbs against the constantly evolving SARS-CoV-2.
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Affiliation(s)
- Ji Woong Kim
- Department of Chemistry, Kookmin University, Seoul 02707, Republic of Korea
| | - Sung Won Min
- Research Center, SG Medical, Seoul 05548, Republic of Korea
| | - Jichul Lee
- Research Center, SG Medical, Seoul 05548, Republic of Korea
| | - Ha Gyeong Shin
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea
| | - Hye Lim Choi
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea
| | - Ha Rim Yang
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea
| | - Ji Hyun Lee
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea
| | - Yea Bin Cho
- Department of Chemistry, Kookmin University, Seoul 02707, Republic of Korea
| | - Hyunbo Shim
- Department of Life Sciences, Ewha Womans University, Seoul 03760, Republic of Korea
| | - Sukmook Lee
- Department of Chemistry, Kookmin University, Seoul 02707, Republic of Korea
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea
- Biopharmaceutical Chemistry Major, School of Applied Chemistry, Kookmin University, Seoul 02707, Republic of Korea
- Antibody Research Institute, Kookmin University, Seoul 02707, Republic of Korea
- Correspondence:
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9
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Ghazanfar H, Haider A, Gurjar H, Hernandez N, Jyala A, Bhatt T, Zeana C, Chilimuri S. Outcomes of Monoclonal Antibody Infusion Treatment During Delta (B.1.617.2) and Omicron (B.1.1.529) COVID 19 Variant Surges among Vaccinated and Unvaccinated Patients. Health Serv Insights 2022; 15:11786329221127153. [PMID: 36186738 PMCID: PMC9520156 DOI: 10.1177/11786329221127153] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 08/31/2022] [Indexed: 11/26/2022] Open
Abstract
Background: Coronavirus infection of 2019 (COVID-19) is associated with significant morbidity and mortality. Vaccines supplement public health and social measures in preventing severe illness and mortality from COVID-19; however, vaccination rates remain inadequate in many regions. It is important to continuously explore the effective treatment due to the insufficient vaccination rate and increasing number of patients infected with virus. The emergence of new variants has led to multiple surges throughout the world requiring changes to treatment protocols. Method: We conducted a single-center observational study on all adult patients who received monoclonal antibody (mAb) infusion as a treatment for COVID-19 infection. Based on the predominant variant, patients were either offered Casirivimab (600 mg)/imdevimab (600 mg) or Sotrovimab (500 mg). Forty-six patients were given mAbs; 24 were vaccinated, and the remaining unvaccinated. Result: The mean age was 56 years, and the majority (63.04%) of the patients were female. Clinical symptoms of COVID-19 improved within 3 days of infusion in the majority of the patients (70%). None of the patients who received mAb showed progression of disease or required hospitalization at 30 days follow-up. There were no deaths at 30 days follow-up. Monoclonal antibodies are highly effective in reducing hospitalizations and mortality when given within 7 days of symptoms onset in patients with high-risk factors for progression to severe COVID-19 infection. The mean number of days after the onset at which the mAbs were administered to the patient was 4. Conclusion: Monoclonal antibodies should be considered in both vaccinated and unvaccinated patients with COVID-19 infection if newer antiviral agents are contraindicated. Our study highlights the effectiveness of monoclonal antibody infusions when given early in the course of COVID-19 infection regardless of vaccination status
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Anti-human ACE2 antibody neutralizes and inhibits virus production of SARS-CoV-2 variants of concern. iScience 2022; 25:104935. [PMID: 35992307 PMCID: PMC9375641 DOI: 10.1016/j.isci.2022.104935] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 07/25/2022] [Accepted: 08/10/2022] [Indexed: 01/06/2023] Open
Abstract
The global pandemic caused by SARS-CoV-2 is a major public health problem. Virus entry occurs via binding to ACE2. Five SARS-CoV-2 variants of concern (VOCs) were reported so far, all having immune escape characteristics. Infection with the current VOC Omicron was noticed in immunized and recovered individuals; therefore, the development of new treatments against VOC infections is urgently needed. Most approved mAbs treatments against SARS-CoV-2 are directed against the spike protein of the original virus and are therefore inefficient against Omicron. Here, we report on the generation of hACE2.16, an anti-ACE2 antibody that recognizes and blocks ACE2-RBD binding without affecting ACE2 enzymatic activity. We demonstrate that hACE2.16 binding to ACE2 does not affect its surface expression and that hACE2.16 blocks infection and virus production of various VOCs including Omicron BA.1 and BA.2. hACE2.16 might, therefore, be an efficient treatment against all VOCs, the current and probably also future ones.
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Impact of SARS-CoV-2 RBD Mutations on the Production of a Recombinant RBD Fusion Protein in Mammalian Cells. Biomolecules 2022; 12:biom12091170. [PMID: 36139010 PMCID: PMC9496381 DOI: 10.3390/biom12091170] [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: 07/29/2022] [Revised: 08/19/2022] [Accepted: 08/22/2022] [Indexed: 11/17/2022] Open
Abstract
SARS-CoV-2 receptor-binding domain (RBD) is a major target for the development of diagnostics, vaccines and therapeutics directed against COVID-19. Important efforts have been dedicated to the rapid and efficient production of recombinant RBD proteins for clinical and diagnostic applications. One of the main challenges is the ongoing emergence of SARS-CoV-2 variants that carry mutations within the RBD, resulting in the constant need to design and optimise the production of new recombinant protein variants. We describe here the impact of naturally occurring RBD mutations on the secretion of a recombinant Fc-tagged RBD protein expressed in HEK 293 cells. We show that mutation E484K of the B.1.351 variant interferes with the proper disulphide bond formation and folding of the recombinant protein, resulting in its retention into the endoplasmic reticulum (ER) and reduced protein secretion. Accumulation of the recombinant B.1.351 RBD-Fc fusion protein in the ER correlated with the upregulation of endogenous ER chaperones, suggestive of the unfolded protein response (UPR). Overexpression of the chaperone and protein disulphide isomerase PDIA2 further impaired protein secretion by altering disulphide bond formation and increasing ER retention. This work contributes to a better understanding of the challenges faced in producing mutant RBD proteins and can assist in the design of optimisation protocols.
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12
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Collection of Monoclonal Antibodies Targeting SARS-CoV-2 Proteins. Viruses 2022; 14:v14020443. [PMID: 35216036 PMCID: PMC8875891 DOI: 10.3390/v14020443] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 02/03/2022] [Accepted: 02/19/2022] [Indexed: 12/25/2022] Open
Abstract
In early 2020, the COVID-19 pandemic sparked a global crisis that continues to pose a serious threat to human health and the economy. Further advancement in research is necessary and requires the availability of quality molecular tools, including monoclonal antibodies. Here, we present the development and characterization of a collection of over 40 new monoclonal antibodies directed against different SARS-CoV-2 proteins. Recombinant SARS-CoV-2 proteins were expressed, purified, and used as immunogens. Upon development of specific hybridomas, the obtained monoclonal antibody (mAb) clones were tested for binding to recombinant proteins and infected cells. We generated mAbs against structural proteins, the Spike and Nucleocapsid protein, several non-structural proteins (nsp1, nsp7, nsp8, nsp9, nsp10, nsp16) and accessory factors (ORF3a, ORF9b) applicable in flow cytometry, immunofluorescence, or Western blot. Our collection of mAbs provides a set of novel, highly specific tools that will allow a comprehensive analysis of the viral proteome, which will allow further understanding of SARS-CoV-2 pathogenesis and the design of therapeutic strategies.
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Khateeb D, Gabrieli T, Sofer B, Hattar A, Cordela S, Chaouat A, Spivak I, Lejbkowicz I, Almog R, Mandelboim M, Bar-On Y. SARS-CoV-2 variants with reduced infectivity and varied sensitivity to the BNT162b2 vaccine are developed during the course of infection. PLoS Pathog 2022; 18:e1010242. [PMID: 35020754 PMCID: PMC8789181 DOI: 10.1371/journal.ppat.1010242] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 01/25/2022] [Accepted: 12/23/2021] [Indexed: 11/18/2022] Open
Abstract
In-depth analysis of SARS-CoV-2 quasispecies is pivotal for a thorough understating of its evolution during infection. The recent deployment of COVID-19 vaccines, which elicit protective anti-spike neutralizing antibodies, has stressed the importance of uncovering and characterizing SARS-CoV-2 variants with mutated spike proteins. Sequencing databases have allowed to follow the spread of SARS-CoV-2 variants that are circulating in the human population, and several experimental platforms were developed to study these variants. However, less is known about the SARS-CoV-2 variants that are developed in the respiratory system of the infected individual. To gain further insight on SARS-CoV-2 mutagenesis during natural infection, we preformed single-genome sequencing of SARS-CoV-2 isolated from nose-throat swabs of infected individuals. Interestingly, intra-host SARS-CoV-2 variants with mutated S genes or N genes were detected in all individuals who were analyzed. These intra-host variants were present in low frequencies in the swab samples and were rarely documented in current sequencing databases. Further examination of representative spike variants identified by our analysis showed that these variants have impaired infectivity capacity and that the mutated variants showed varied sensitivity to neutralization by convalescent plasma and to plasma from vaccinated individuals. Notably, analysis of the plasma neutralization activity against these variants showed that the L1197I mutation at the S2 subunit of the spike can affect the plasma neutralization activity. Together, these results suggest that SARS-CoV-2 intra-host variants should be further analyzed for a more thorough characterization of potential circulating variants.
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Affiliation(s)
- Dina Khateeb
- Department of Immunology, Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Tslil Gabrieli
- Department of Immunology, Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Bar Sofer
- Department of Immunology, Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Adi Hattar
- Department of Immunology, Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Sapir Cordela
- Department of Immunology, Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Abigael Chaouat
- The Concern Foundation Laboratories at the Lautenberg Center for Immunology and Cancer Research, Institute for Medical Research Israel Canada (IMRIC), The Hebrew University Hadassah Medical School, Jerusalem, Israel
| | - Ilia Spivak
- Department of Pediatrics B, Ruth Rappaport Children’s Hospital, Rambam Health Care Campus, Haifa, Israel
| | | | - Ronit Almog
- Epidemiology Unit and Biobank, Rambam Health Care Campus, Haifa, Israel
| | - Michal Mandelboim
- Central Virology Laboratory, Sheba Medical Center, Tel Hashomer, Israel
| | - Yotam Bar-On
- Department of Immunology, Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
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14
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Iancovici L, Khateeb D, Harel O, Peri R, Slobodin G, Hazan Y, Melamed D, Kessel A, Bar-On Y. Rheumatoid arthritis patients treated with Janus kinase inhibitors show reduced humoral immune responses following BNT162b2 vaccination. Rheumatology (Oxford) 2021; 61:3439-3447. [PMID: 34849628 PMCID: PMC8767876 DOI: 10.1093/rheumatology/keab879] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 11/17/2021] [Indexed: 12/13/2022] Open
Abstract
Objectives The mRNA-based COVID-19 vaccines are now employed globally and have shown high efficacy in preventing SARS-CoV-2 infection. However, less is known about the vaccine efficacy in immune-suppressed individuals. This study sought to explore whether humoral immunity to the COVID-19 vaccine BNT162b2 is altered in RA patients treated with Janus kinase inhibitors by analysing their antibodies titre, neutralization activity and B cell responses. Methods We collected plasma samples from 12 RA patients who were treated with Janus kinase inhibitors and received two doses of the BNT162b2 vaccine, as well as 26 healthy individuals who were vaccinated with the same vaccine. We analysed the quantity of the anti-spike IgG and IgA antibodies that were elicited following the BNT162b2 vaccination, the plasma neutralization capacity and the responsiveness of the B-lymphocytes. We used ELISA to quantify the antibody titres, and a plasma neutralization assay was used to determine the virus neutralization capacity. Alteration in expression of the genes that are associated with B cell activation and the germinal centre response were analysed by quantitative PCR. Results Reduced levels of anti-spike IgG antibodies and neutralization capacity were seen in the RA patients who were treated with JAK inhibitors in comparison with healthy individuals. Furthermore, B cell responsiveness to the SARS-CoV-2 spike protein was reduced in the RA patients. Conclusion RA patients who are treated with JAK inhibitors show a suppressed humoral response following BNT162b2 vaccination, as revealed by the quantity and quality of the anti-spike antibodies.
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Affiliation(s)
- Liat Iancovici
- Department of Immunology, Technion-Israel Institute of Technology, Haifa, 31096, Israel
| | - Dina Khateeb
- Department of Immunology, Technion-Israel Institute of Technology, Haifa, 31096, Israel
| | - Ofer Harel
- Department of Immunology, Technion-Israel Institute of Technology, Haifa, 31096, Israel
| | - Regina Peri
- Division of Allergy and Clinical Immunology, Bnai Zion Medical Center, Haifa, Rappaport Faculty of Medicine, Technion, Haifa, Israel
| | - Gleb Slobodin
- Rheumatology Unit, Bnai Zion Medical Center, affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Yoav Hazan
- Technion-Israel Institute of Technology, Haifa, 31096, Israel
| | - Doron Melamed
- Department of Immunology, Technion-Israel Institute of Technology, Haifa, 31096, Israel
| | - Aharon Kessel
- Division of Allergy and Clinical Immunology, Bnai Zion Medical Center, Haifa, Rappaport Faculty of Medicine, Technion, Haifa, Israel
| | - Yotam Bar-On
- Department of Immunology, Technion-Israel Institute of Technology, Haifa, 31096, Israel
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