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Yang CR, Chang SY, Gong YN, Huang CG, Tung TH, Liu W, Chan TC, Hung KS, Shang HS, Tsai JJ, Kao CL, Wu HL, Daisy Liu LY, Lin WY, Fan YC, King CC, Ku CC. The emergence and successful elimination of SARS-CoV-2 dominant strains with increasing epidemic potential in Taiwan's 2021 outbreak. Heliyon 2023; 9:e22436. [PMID: 38107297 PMCID: PMC10724543 DOI: 10.1016/j.heliyon.2023.e22436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 11/10/2023] [Accepted: 11/13/2023] [Indexed: 12/19/2023] Open
Abstract
Taiwan's experience with severe acute respiratory syndrome coronavirus (SARS-CoV) in 2003 guided its development of strategies to defend against SARS-CoV-2 in 2020, which enabled the successful control of Coronavirus disease 2019 (COVID-19) cases from 2020 through March 2021. However, in late-April 2021, the imported Alpha variant began to cause COVID-19 outbreaks at an exceptional rate in Taiwan. In this study, we aimed to determine what epidemiological conditions enabled the SARS-CoV-2 Alpha variant strains to become dominant and decline later during a surge in the outbreak. In conjunction with contact-tracing investigations, we used our bioinformatics software, CoVConvert and IniCoV, to analyze whole-genome sequences of 101 Taiwan Alpha strains. Univariate and multivariable regression analyses revealed the epidemiological factors associated with viral dominance. Univariate analysis showed the dominant Alpha strains were preferentially selected in the surge's epicenter (p = 0.0024) through intensive human-to-human contact and maintained their dominance for 1.5 months until the Zero-COVID Policy was implemented. Multivariable regression found that the epidemic periods (p = 0.007) and epicenter (p = 0.001) were two significant factors associated with the dominant virus strains spread in the community. These dominant virus strains emerged at the outbreak's epicenter with frequent human-to-human contact and low vaccination coverage. The Level 3 Restrictions and Zero-COVID policy successfully controlled the outbreak in the community without city lockdowns. Our integrated method can identify the epidemiological conditions for emerging dominant virus with increasing epidemiological potential and support decision makers in rapidly containing outbreaks using public health measures that target fast-spreading virus strains.
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Affiliation(s)
- Chin-Rur Yang
- Graduate Institute of Immunology, College of Medicine, National Taiwan University, 1 Jen-Ai Road Section 1, Taipei, 10051, Taiwan, ROC
| | - Sui-Yuan Chang
- Department (Dept.) of Clinical Laboratory Sciences and Medical Biotechnology, College of Medicine, National Taiwan University, Taipei, 10051, Taiwan, ROC
- Dept. of Laboratory Medicine, National Taiwan University Hospital, Taipei, 10051, Taiwan, ROC
| | - Yu-Nong Gong
- Research Center for Emerging Viral Infections, College of Medicine, Chang Gung University, Taoyuan, 33302, Taiwan, ROC
- Dept. of Laboratory Medicine, Linkou Chang Gung Memorial Hospital, Taoyuan, 33302, Taiwan, ROC
| | - Chung-Guei Huang
- Dept. of Laboratory Medicine, Linkou Chang Gung Memorial Hospital, Taoyuan, 33302, Taiwan, ROC
- Dept. of Medical Biotechnology and Laboratory Science, College of Medicine, Chang Gung University, Taoyuan, 33302, Taiwan, ROC
| | - Tsung-Hua Tung
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, NTU 17 Xu-Zhou Road, Taipei, 10055, Taiwan, ROC
- Dept. of Health, Taipei City Government, Taipei, Taiwan, ROC
| | - Wei Liu
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, NTU 17 Xu-Zhou Road, Taipei, 10055, Taiwan, ROC
| | - Ta-Chien Chan
- Research Center for Humanities and Social Sciences, Academia Sinica, Taipei, 11529, Taiwan, ROC
| | - Kuo-Sheng Hung
- Center for Precision Medicine and Genomics, Tri-Service General Hospital, National Defense Medical Center, Taipei, 11490, Taiwan, ROC
| | - Hung-Sheng Shang
- Division of Clinical Pathology, Dept. of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei, 11490, Taiwan, ROC
| | - Jih-Jin Tsai
- School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan, ROC
- Tropical Medicine Center, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan, ROC
- Division of Infectious Diseases, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan, ROC
| | - Chuan-Liang Kao
- Department (Dept.) of Clinical Laboratory Sciences and Medical Biotechnology, College of Medicine, National Taiwan University, Taipei, 10051, Taiwan, ROC
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, NTU 17 Xu-Zhou Road, Taipei, 10055, Taiwan, ROC
| | - Hui-Lin Wu
- Hepatitis Research Center, National Taiwan University Hospital, Taipei, 10051, Taiwan, ROC
- Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, 10051, Taiwan, ROC
| | - Li-Yu Daisy Liu
- Division of Biometry, Department of Agronomy, National Taiwan University, Taipei, 10617, Taiwan, ROC
| | - Wan-Yu Lin
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, NTU 17 Xu-Zhou Road, Taipei, 10055, Taiwan, ROC
| | - Yi-Chin Fan
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, NTU 17 Xu-Zhou Road, Taipei, 10055, Taiwan, ROC
| | - Chwan-Chuen King
- Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, NTU 17 Xu-Zhou Road, Taipei, 10055, Taiwan, ROC
| | - Chia-Chi Ku
- Graduate Institute of Immunology, College of Medicine, National Taiwan University, 1 Jen-Ai Road Section 1, Taipei, 10051, Taiwan, ROC
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2
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Tayeb-Fligelman E, Bowler JT, Tai CE, Sawaya MR, Jiang YX, Garcia G, Griner SL, Cheng X, Salwinski L, Lutter L, Seidler PM, Lu J, Rosenberg GM, Hou K, Abskharon R, Pan H, Zee CT, Boyer DR, Li Y, Anderson DH, Murray KA, Falcon G, Cascio D, Saelices L, Damoiseaux R, Arumugaswami V, Guo F, Eisenberg DS. Low complexity domains of the nucleocapsid protein of SARS-CoV-2 form amyloid fibrils. Nat Commun 2023; 14:2379. [PMID: 37185252 PMCID: PMC10127185 DOI: 10.1038/s41467-023-37865-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 04/03/2023] [Indexed: 05/17/2023] Open
Abstract
The self-assembly of the Nucleocapsid protein (NCAP) of SARS-CoV-2 is crucial for its function. Computational analysis of the amino acid sequence of NCAP reveals low-complexity domains (LCDs) akin to LCDs in other proteins known to self-assemble as phase separation droplets and amyloid fibrils. Previous reports have described NCAP's propensity to phase-separate. Here we show that the central LCD of NCAP is capable of both, phase separation and amyloid formation. Within this central LCD we identified three adhesive segments and determined the atomic structure of the fibrils formed by each. Those structures guided the design of G12, a peptide that interferes with the self-assembly of NCAP and demonstrates antiviral activity in SARS-CoV-2 infected cells. Our work, therefore, demonstrates the amyloid form of the central LCD of NCAP and suggests that amyloidogenic segments of NCAP could be targeted for drug development.
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Affiliation(s)
- Einav Tayeb-Fligelman
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Jeannette T Bowler
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Christen E Tai
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
| | - Michael R Sawaya
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
- UCLA-DOE Institute of Genomics and Proteomics, UCLA, Los Angeles, CA, 90095, USA
| | - Yi Xiao Jiang
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Gustavo Garcia
- Department of Molecular and Medical Pharmacology, UCLA, Los Angeles, CA, 90095, USA
| | - Sarah L Griner
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Xinyi Cheng
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Lukasz Salwinski
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- UCLA-DOE Institute of Genomics and Proteomics, UCLA, Los Angeles, CA, 90095, USA
| | - Liisa Lutter
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Paul M Seidler
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Pharmacology and Pharmaceutical Sciences, University of Southern California School of Pharmacy, Los Angeles, CA, 90089-9121, USA
| | - Jiahui Lu
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Gregory M Rosenberg
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Ke Hou
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Romany Abskharon
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Hope Pan
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Chih-Te Zee
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
| | - David R Boyer
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Yan Li
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
| | - Daniel H Anderson
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Kevin A Murray
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA
| | - Genesis Falcon
- UCLA-DOE Institute of Genomics and Proteomics, UCLA, Los Angeles, CA, 90095, USA
| | - Duilio Cascio
- UCLA-DOE Institute of Genomics and Proteomics, UCLA, Los Angeles, CA, 90095, USA
| | - Lorena Saelices
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Center for Alzheimer's and Neurodegenerative Diseases, Department of Biophysics, Peter O'Donnell Jr. Brain Institute, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA
| | - Robert Damoiseaux
- Department of Molecular and Medical Pharmacology, UCLA, Los Angeles, CA, 90095, USA
- Department of Bioengineering, UCLA, Los Angeles, CA, 90095, USA
- California NanoSystems Institute, UCLA, Los Angeles, CA, 90095, USA
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, UCLA, Los Angeles, CA, 90095, USA
- Jonsson Comprehensive Cancer Center, UCLA, Los Angeles, CA, 90095, USA
| | - Vaithilingaraja Arumugaswami
- Department of Molecular and Medical Pharmacology, UCLA, Los Angeles, CA, 90095, USA
- California NanoSystems Institute, UCLA, Los Angeles, CA, 90095, USA
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, UCLA, Los Angeles, CA, 90095, USA
| | - Feng Guo
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA
- Jonsson Comprehensive Cancer Center, UCLA, Los Angeles, CA, 90095, USA
| | - David S Eisenberg
- Department of Biological Chemistry, UCLA, Los Angeles, CA, 90095, USA.
- Molecular Biology Institute, UCLA, Los Angeles, CA, 90095, USA.
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, CA, 90095, USA.
- Howard Hughes Medical Institute, Los Angeles, CA, 90095, USA.
- UCLA-DOE Institute of Genomics and Proteomics, UCLA, Los Angeles, CA, 90095, USA.
- California NanoSystems Institute, UCLA, Los Angeles, CA, 90095, USA.
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3
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Markarian NM, Galli G, Patel D, Hemmings M, Nagpal P, Berghuis AM, Abrahamyan L, Vidal SM. Identifying Markers of Emerging SARS-CoV-2 Variants in Patients With Secondary Immunodeficiency. Front Microbiol 2022; 13:933983. [PMID: 35847101 PMCID: PMC9283111 DOI: 10.3389/fmicb.2022.933983] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Accepted: 05/31/2022] [Indexed: 12/03/2022] Open
Abstract
Since the end of 2019, the world has been challenged by the coronavirus disease 2019 (COVID-19) pandemic. With COVID-19 cases rising globally, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) continues to evolve, resulting in the emergence of variants of interest (VOI) and of concern (VOC). Of the hundreds of millions infected, immunodeficient patients are one of the vulnerable cohorts that are most susceptible to this virus. These individuals include those with preexisting health conditions and/or those undergoing immunosuppressive treatment (secondary immunodeficiency). In these cases, several researchers have reported chronic infections in the presence of anti-COVID-19 treatments that may potentially lead to the evolution of the virus within the host. Such variations occurred in a variety of viral proteins, including key structural ones involved in pathogenesis such as spike proteins. Tracking and comparing such mutations with those arisen in the general population may provide information about functional sites within the SARS-CoV-2 genome. In this study, we reviewed the current literature regarding the specific features of SARS-CoV-2 evolution in immunocompromised patients and identified recurrent de novo amino acid changes in virus isolates of these patients that can potentially play an important role in SARS-CoV-2 pathogenesis and evolution.
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Affiliation(s)
- Nathan M. Markarian
- Department of Human Genetics, McGill University, Montréal, QC, Canada
- McGill University Research Centre on Complex Traits, Montréal, QC, Canada
- Swine and Poultry Infectious Diseases Research Center and Research Group on Infectious Diseases in Production Animals, Faculty of Veterinary Medicine, University of Montreal, Saint-Hyacinthe, QC, Canada
| | - Gaël Galli
- McGill University Research Centre on Complex Traits, Montréal, QC, Canada
- Department of Microbiology and Immunology, McGill University, Montréal, QC, Canada
- CNRS, ImmunoConcEpT, UMR 5164, Université de Bordeaux, Bordeaux, France
- CHU de Bordeaux, FHU ACRONIM, Centre National de Référence des Maladies Auto-Immunes et Systémiques Rares Est/Sud-Ouest, Bordeaux, France
| | - Dhanesh Patel
- Department of Human Genetics, McGill University, Montréal, QC, Canada
- McGill University Research Centre on Complex Traits, Montréal, QC, Canada
| | - Mark Hemmings
- Department of Biochemistry, McGill University, Montréal, QC, Canada
| | - Priya Nagpal
- Department of Pharmacology, McGill University, Montréal, QC, Canada
| | | | - Levon Abrahamyan
- Swine and Poultry Infectious Diseases Research Center and Research Group on Infectious Diseases in Production Animals, Faculty of Veterinary Medicine, University of Montreal, Saint-Hyacinthe, QC, Canada
| | - Silvia M. Vidal
- Department of Human Genetics, McGill University, Montréal, QC, Canada
- McGill University Research Centre on Complex Traits, Montréal, QC, Canada
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