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1.
Microbiol Spectr ; 11(3): e0363222, 2023 Jun 15.
Article in English | MEDLINE | ID: covidwho-2263471

ABSTRACT

Continuous surveillance of enteroviruses (EVs) in urban domestic sewage can timely reflect the circulation of EVs in the environment and crowds, and play a predictive and early warning role in EV-related diseases. To better understand the long-term epidemiological trends of circulating EVs and EV-related diseases, we conducted a 9-year (2013 to 2021) surveillance study of non-polio EVs (NPEVs) in urban sewage in Guangzhou city, China. After concentrating and isolating the viruses from the sewage samples, NPEVs were detected and molecular typing was performed. Twenty-one different NPEV serotypes were identified. The most isolated EVs were echovirus 11 (E11), followed by coxsackievirus (CV) B5, E6, and CVB3. EV species B prevailed in sewage samples, but variations in the annual frequency of different serotypes were also observed in different seasons, due to spatial and temporal factors. E11 and E6 were detected continuously before 2017, and the number of isolates was relatively stable during the surveillance period. However, after their explosive growth in 2018 and 2019, their numbers suddenly decreased significantly. CVB3 and CVB5 had alternating trends; CVB5 was most frequently detected in 2013 to 2014 and 2017 to 2018, while CVB3 was most frequently detected in 2015 to 2016 and 2020 to 2021. Phylogenetic analysis showed that at least two different transmission chains of CVB3 and CVB5 were prevalent in Guangzhou City. Our results show that in the absence of a comprehensive and systematic EV-related disease surveillance system in China, environmental surveillance is a powerful and effective tool to strengthen and further investigate the invisible transmission of EVs in the population. IMPORTANCE This study surveilled urban sewage samples from north China for 9 years to monitor enteroviruses. Samples were collected, processed, and viral identification and molecular typing were performed. We detected 21 different non-polio enteroviruses (NPEVs) with yearly variations in prevalence and peak seasons. In addition, this study is very important for understanding the epidemiology of EVs during the COVID-19 pandemic, as the detection frequency and serotypes of EVs in sewage changed considerably around 2020. We believe that our study makes a significant contribution to the literature because our results strongly suggest that environmental surveillance is an exceptionally important tool, which can be employed to detect and monitor organisms of public health concern, which would otherwise be missed and under-reported by case-based surveillance systems alone.


Subject(s)
COVID-19 , Enterovirus Infections , Enterovirus , Poliomyelitis , Humans , Sewage , Prevalence , Phylogeny , Pandemics , COVID-19/epidemiology , Enterovirus Infections/epidemiology , Antigens, Viral , China/epidemiology
2.
Virol J ; 19(1): 203, 2022 Dec 01.
Article in English | MEDLINE | ID: covidwho-2196345

ABSTRACT

BACKGROUND: Coxsackievirus A10 (CV-A10) is a leading cause of hand, foot, and mouth disease (HFMD). It is necessary to identify neutralizing epitopes to investigate and develop an epitope-based vaccine against CV-A10. The viral protein VP1 is the immunodominant capsid protein and contains the critical neutralizing epitope. However, neutralizing epitopes within VP1 protein of CV-A10 have not been well characterized. METHODS: Bioinformatics techniques were applied to predict linear epitopes on the CV-A10 VP1 protein. The advanced structural features of epitopes were analyzed by three-dimensional (3D) modeling. The anticipated epitope peptides were synthesized and used to immunize mice as antigens. ELISA and micro-neutralization assay were used to determine the specific IgG antibody and neutralizing antibody titers. The protective efficacy of the epitope peptides in vivo was evaluated using a passive immunization/challenge assay. RESULTS: Three linear epitopes (EP3, EP4, and EP5) were predicted on CV-A10 VP1, all spatially exposed on the capsid surface, and exhibited adequate immunogenicity. However, only EP4, corresponding to residues 162-176 of VP1, demonstrated potent neutralization against CV-A10. To determine the neutralizing capacity of EP4 further, EP4 double-peptide was synthesized and injected into mice. The mean neutralizing antibody titer of the anti-EP4 double-peptide sera was 1:50.79, which provided 40% protection against lethal infection with CV-A10 in neonatal mice. In addition, sequence and advanced structural analysis revealed that EP4 was highly conserved among representative strains of CV-A10 and localized in the EF loop region of VP1, like EV-A71 SP55 or CV-A16 PEP55. CONCLUSIONS: These data demonstrate that EP4 is a specific linear neutralizing epitope on CV-A10 VP1. Its protective efficacy can be enhanced by increasing its copy number, which will be the foundation for developing a CV-A10 epitope-based vaccine.


Subject(s)
Capsid Proteins , Computational Biology , Enterovirus , Animals , Mice , Antibodies, Neutralizing , Capsid Proteins/genetics , Epitopes
3.
Vaccines (Basel) ; 10(9)2022 Sep 08.
Article in English | MEDLINE | ID: covidwho-2010368

ABSTRACT

The coronavirus disease-19 (COVID-19) pandemic has been ongoing since December 2019, with more than 6.3 million deaths reported globally as of August 2022. Despite the success of several SARS-CoV-2 vaccines, the rise in variants, some of which are resistant to the effects of vaccination, highlights the need for a so-called pan-coronavirus (universal) vaccine. Here, we performed an immunogenicity comparison of prototype vaccines containing spike protein receptor-binding domain (RBD) residues 319-541, or spike protein regions S1, S2 and S fused to a histidine-tagged or human IgG1 Fc (hFC) fragment with either a longer (six residues) or shorter (three residues) linker. While all recombinant protein vaccines developed were effective in eliciting humoral immunity, the RBD-hFc vaccine was able to generate a potent neutralizing antibody response as well as a cellular immune response. We then compared the effects of recombinant protein length and linker size on immunogenicity in vivo. We found that a longer recombinant RBD protein (residues 319-583; RBD-Plus-hFc) containing a small alanine linker (AAA) was able to trigger long-lasting, high-titer neutralizing antibodies in mice. Finally, we evaluated cross-neutralization of wild-type and mutant RBD-Plus-hFc vaccines against wild-type, Alpha, Beta, Delta and Omicron SARS-CoV-2 variants. Significantly, at the same antigen dose, wild-type RBD-Plus-hFc immune sera induced broadly neutralizing antibodies against wild-type, Alpha, Beta, Delta and Omicron variants. Taken together, our findings provide valuable information for the continued development of recombinant protein-based SARS-CoV-2 vaccines and a basic foundation for booster vaccinations to avoid reinfection with SARS-CoV-2 variants.

4.
Chinese Journal of Virology ; 36(2):155-159, 2020.
Article in Chinese | CAB Abstracts | ID: covidwho-1975405

ABSTRACT

In January 2020, Guangdong Province, China imported several suspected cases with SARS-CoV-2 from Wuhan City, Hubei Province. China, which were detected as SARS-CoV-2 positive in laboratory. To further understand the SARS-CoV-2 virulence, as well as drug development and epidemic prevention and control needs, we established a SARS-CoV-2 isolation procedure. Vero-E6 cells were infected with the positive bronchoalveolar-lavage sample. The cells were monitored daily for cytopathic effects using light microscopy. The presence of viral nucleic acid in the supernatant was detected by RT-PCR. RNA extracted from culture supernatants were used as a template to clone and sequence the genome. We used Illumina sequencing to characterize the virus genome and results showed that the isolated virus was SARS-CoV-2.

5.
Sci Transl Med ; 14(661): eabm7621, 2022 09 07.
Article in English | MEDLINE | ID: covidwho-1846322

ABSTRACT

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus driving the ongoing coronavirus disease 2019 (COVID-19) pandemic, continues to rapidly evolve. Because of the limited efficacy of vaccination in prevention of SARS-CoV-2 transmission and continuous emergence of variants of concern (VOCs), orally bioavailable and broadly efficacious antiviral drugs are urgently needed. Previously, we showed that the parent nucleoside of remdesivir, GS-441524, has potent anti-SARS-CoV-2 activity. Here, we report that esterification of the 5'-hydroxyl moieties of GS-441524 markedly improved antiviral potency. This 5'-hydroxyl-isobutyryl prodrug, ATV006, demonstrated excellent oral bioavailability in rats and cynomolgus monkeys and exhibited potent antiviral efficacy against different SARS-CoV-2 VOCs in vitro and in three mouse models. Oral administration of ATV006 reduced viral loads and alleviated lung damage when administered prophylactically and therapeutically to K18-hACE2 mice challenged with the Delta variant of SARS-CoV-2. These data indicate that ATV006 represents a promising oral antiviral drug candidate for SARS-CoV-2.


Subject(s)
COVID-19 Drug Treatment , Prodrugs , Adenosine/therapeutic use , Adenosine Monophosphate/analogs & derivatives , Animals , Antiviral Agents/pharmacology , Antiviral Agents/therapeutic use , Mice , Prodrugs/pharmacology , Prodrugs/therapeutic use , Rats , SARS-CoV-2
6.
Signal Transduct Target Ther ; 7(1): 114, 2022 04 05.
Article in English | MEDLINE | ID: covidwho-1778593

ABSTRACT

The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused a global pandemic of novel coronavirus disease (COVID-19). The neutralizing monoclonal antibodies (mAbs) targeting the receptor-binding domain (RBD) of SARS-CoV-2 are among the most promising strategies to prevent and treat COVID-19. However, SARS-CoV-2 variants of concern (VOCs) profoundly reduced the efficacies of most of mAbs and vaccines approved for clinical use. Herein, we demonstrated mAb 35B5 efficiently neutralizes both wild-type (WT) SARS-CoV-2 and VOCs, including B.1.617.2 (delta) variant, in vitro and in vivo. Cryo-electron microscopy (cryo-EM) revealed that 35B5 neutralizes SARS-CoV-2 by targeting a unique epitope that avoids the prevailing mutation sites on RBD identified in circulating VOCs, providing the molecular basis for its pan-neutralizing efficacy. The 35B5-binding epitope could also be exploited for the rational design of a universal SARS-CoV-2 vaccine.


Subject(s)
Antibodies, Monoclonal , Antibodies, Viral , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , Antibodies, Monoclonal/chemistry , Antibodies, Viral/chemistry , COVID-19 , Cryoelectron Microscopy , Humans , Spike Glycoprotein, Coronavirus/chemistry , Spike Glycoprotein, Coronavirus/immunology
7.
J Med Virol ; 94(8): 3605-3612, 2022 08.
Article in English | MEDLINE | ID: covidwho-1767361

ABSTRACT

A novel coronavirus, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has been identified as the causative agent of the current coronavirus disease 2019 pandemic. Development of animal models that parallel the clinical and pathologic features of disease are highly essential to understanding the pathogenesis of SARS-CoV-2 infection and the development of therapeutics and prophylactics. Several mouse models that express the human angiotensin converting enzyme 2 (hACE2) have been created, including transgenic and knock-in strains, and viral vector-mediated delivery of hACE2. However, the comparative pathology of these mouse models infected with SARS-CoV-2 are unknown. Here, we perform systematic comparisons of the mouse models including K18-hACE2 mice, KI-hACE2 mice, Ad5-hACE2 mice and CAG-hACE2 mice, which revealed differences in the distribution of lesions and the characteristics of pneumonia induced. Based on these observations, the hACE2 mouse models meet different needs of SARS-CoV-2 researches. The similarities or differences among the model-specific pathologies may help in better understanding the pathogenic process of SARS-CoV-2 infection and aiding in the development of effective medications and prophylactic treatments for SARS-CoV-2.


Subject(s)
COVID-19 , Animals , Disease Models, Animal , Humans , Mice , Mice, Transgenic , Pandemics , Peptidyl-Dipeptidase A/genetics , SARS-CoV-2
8.
Nat Commun ; 13(1): 460, 2022 01 24.
Article in English | MEDLINE | ID: covidwho-1651070

ABSTRACT

The SARS-CoV-2 Delta variant has spread rapidly worldwide. To provide data on its virological profile, we here report the first local transmission of Delta in mainland China. All 167 infections could be traced back to the first index case. Daily sequential PCR testing of quarantined individuals indicated that the viral loads of Delta infections, when they first become PCR-positive, were on average ~1000 times greater compared to lineage A/B infections during the first epidemic wave in China in early 2020, suggesting potentially faster viral replication and greater infectiousness of Delta during early infection. The estimated transmission bottleneck size of the Delta variant was generally narrow, with 1-3 virions in 29 donor-recipient transmission pairs. However, the transmission of minor iSNVs resulted in at least 3 of the 34 substitutions that were identified in the outbreak, highlighting the contribution of intra-host variants to population-level viral diversity during rapid spread.


Subject(s)
COVID-19/transmission , Contact Tracing/methods , Disease Outbreaks/prevention & control , SARS-CoV-2/isolation & purification , Animals , COVID-19/epidemiology , COVID-19/virology , Chlorocebus aethiops , Humans , RNA-Seq/methods , Reverse Transcriptase Polymerase Chain Reaction , SARS-CoV-2/genetics , SARS-CoV-2/physiology , Time Factors , Vero Cells , Viral Load/genetics , Viral Load/physiology , Virus Replication/genetics , Virus Replication/physiology , Virus Shedding/genetics , Virus Shedding/physiology
9.
J Proteome Res ; 20(5): 2224-2239, 2021 05 07.
Article in English | MEDLINE | ID: covidwho-1118785

ABSTRACT

The outbreak of coronavirus disease 2019 (COVID-19), which is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has posed a serious threat to global public health. The mechanism of pathogenesis and the host immune response to SARS-CoV-2 infection are largely unknown. In the present study, we applied a quantitative proteomic technology to identify and quantify the ubiquitination changes that occur in both the virus and the Vero E6 cells during SARS-CoV-2 infection. By applying label-free, quantitative liquid chromatography with tandem mass spectrometry proteomics, 8943 lysine ubiquitination sites on 3086 proteins were identified, of which 138 sites on 104 proteins were quantified as significantly upregulated, while 828 sites on 447 proteins were downregulated at 72 h post-infection. Bioinformatics analysis suggested that SARS-CoV-2 infection might modulate host immune responses through the ubiquitination of important proteins, including USP5, IQGAP1, TRIM28, and Hsp90. Ubiquitination modification was also observed on 11 SAR-CoV-2 proteins, including proteins involved in virus replication and inhibition of the host innate immune response. Our study provides new insights into the interaction between SARS-CoV-2 and the host as well as potential targets for the prevention and treatment of COVID-19.


Subject(s)
COVID-19 , Proteome , Humans , Proteome/genetics , Proteomics , SARS-CoV-2 , Ubiquitin
10.
Emerg Microbes Infect ; 9(1): 2368-2378, 2020 Dec.
Article in English | MEDLINE | ID: covidwho-910382

ABSTRACT

Managing recovered COVID-19 patients with recurrent-positive SARS-CoV-2 RNA test results is challenging. We performed a population-based observational study to characterize the viral RNA level and serum antibody responses in recurrent-positive patients and evaluate their viral transmission risk. Of 479 recovered COVID-19 patients, 93 (19%) recurrent-positive patients were identified, characterized by younger age, with a median discharge-to-recurrent-positive length of 8 days. After readmission, recurrent-positive patients exhibited mild (28%) or absent (72%) symptoms, with no disease progression. The viral RNA level in recurrent-positive patients ranged from 1.8 to 5.7 log10 copies/mL (median: 3.2), which was significantly lower than the corresponding values at disease onset. There are generally no significant differences in antibody levels between recurrent-positive and non-recurrent-positive patients, or in recurrent-positive patients over time (before, during, or after recurrent-positive detection). Virus isolation of nine representative specimens returned negative results. Whole genome sequencing of six specimens yielded only genomic fragments. 96 close contacts and 1,200 candidate contacts of 23 recurrent-positive patients showed no clinical symptoms; their viral RNA (1,296/1,296) and antibody (20/20) tests were negative. After full recovery (no longer/never recurrent-positive), 60% (98/162) patients had neutralizing antibody titers of ≥1:32. Our findings suggested that an intermittent, non-stable excretion of low-level viral RNA may result in recurrent-positive occurrence, rather than re-infection. Recurrent-positive patients pose a low transmission risk, a relatively relaxed management of recovered COVID-19 patients is recommended.


Subject(s)
Antibodies, Neutralizing/blood , Antibodies, Viral/blood , Betacoronavirus/isolation & purification , Clinical Laboratory Techniques/methods , Coronavirus Infections/diagnosis , Pneumonia, Viral/diagnosis , RNA, Viral/analysis , Adult , Betacoronavirus/genetics , Betacoronavirus/immunology , COVID-19 , COVID-19 Testing , Coronavirus Infections/therapy , Coronavirus Infections/transmission , Female , Genome, Viral/genetics , Humans , Male , Middle Aged , Pandemics , Pneumonia, Viral/therapy , Pneumonia, Viral/transmission , Recurrence , SARS-CoV-2 , Whole Genome Sequencing , Young Adult
11.
J Virol ; 94(17)2020 08 17.
Article in English | MEDLINE | ID: covidwho-740271

ABSTRACT

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is a novel coronavirus first identified in December 2019. Notable features that make SARS-CoV-2 distinct from most other previously identified betacoronaviruses include a receptor binding domain and a unique insertion of 12 nucleotides or 4 amino acids (PRRA) at the S1/S2 boundary. In this study, we identified two deletion variants of SARS-CoV-2 that either directly affect the polybasic cleavage site itself (NSPRRAR) or a flanking sequence (QTQTN). These deletions were verified by multiple sequencing methods. In vitro results showed that the deletion of NSPRRAR likely does not affect virus replication in Vero and Vero-E6 cells; however, the deletion of QTQTN may restrict late-phase viral replication. The deletion of QTQTN was detected in 3 of 68 clinical samples and 12 of 24 in vitro-isolated viruses, while the deletion of NSPRRAR was identified in 3 in vitro-isolated viruses. Our data indicate that (i) there may be distinct selection pressures on SARS-CoV-2 replication or infection in vitro and in vivo; (ii) an efficient mechanism for deleting this region from the viral genome may exist, given that the deletion variant is commonly detected after two rounds of cell passage; and (iii) the PRRA insertion, which is unique to SARS-CoV-2, is not fixed during virus replication in vitro These findings provide information to aid further investigation of SARS-CoV-2 infection mechanisms and a better understanding of the NSPRRAR deletion variant observed here.IMPORTANCE The spike protein determines the infectivity and host range of coronaviruses. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has two unique features in its spike protein, the receptor binding domain and an insertion of 12 nucleotides at the S1/S2 boundary resulting in a furin-like cleavage site. Here, we identified two deletion variants of SARS-CoV-2 that either directly affect the furin-like cleavage site itself (NSPRRAR) or a flanking sequence (QTQTN), and we investigated these deletions in cell isolates and clinical samples. The absence of the polybasic cleavage site in SARS-CoV-2 did not affect virus replication in Vero or Vero-E6 cells. Our data indicate the PRRAR sequence and the flanking QTQTN sequence are not fixed in vitro; thus, there appears to be distinct selection pressures on SARS-CoV-2 sequences in vitro and in vivo Further investigation of the mechanism of generating these deletion variants and their infectivity in different animal models would improve our understanding of the origin and evolution of this virus.


Subject(s)
Betacoronavirus/genetics , Betacoronavirus/metabolism , Sequence Deletion , Spike Glycoprotein, Coronavirus/genetics , Spike Glycoprotein, Coronavirus/isolation & purification , Amino Acid Sequence , Animals , Base Sequence , COVID-19 , Cell Line , Chlorocebus aethiops , Coronavirus Infections/virology , Furin/metabolism , Genome, Viral , Host Specificity , Kinetics , Models, Molecular , Pandemics , Pneumonia, Viral/virology , Protein Conformation , SARS-CoV-2 , Sequence Analysis , Spike Glycoprotein, Coronavirus/chemistry , Vero Cells , Virus Replication
12.
Signal Transduct Target Ther ; 5(1): 157, 2020 10 19.
Article in English | MEDLINE | ID: covidwho-724972

ABSTRACT

Identification of a suitable nonhuman primate (NHP) model of COVID-19 remains challenging. Here, we characterized severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection in three NHP species: Old World monkeys Macaca mulatta (M. mulatta) and Macaca fascicularis (M. fascicularis) and New World monkey Callithrix jacchus (C. jacchus). Infected M. mulatta and M. fascicularis showed abnormal chest radiographs, an increased body temperature and a decreased body weight. Viral genomes were detected in swab and blood samples from all animals. Viral load was detected in the pulmonary tissues of M. mulatta and M. fascicularis but not C. jacchus. Furthermore, among the three animal species, M. mulatta showed the strongest response to SARS-CoV-2, including increased inflammatory cytokine expression and pathological changes in the pulmonary tissues. Collectively, these data revealed the different susceptibilities of Old World and New World monkeys to SARS-CoV-2 and identified M. mulatta as the most suitable for modeling COVID-19.


Subject(s)
Betacoronavirus/pathogenicity , Callithrix/virology , Coronavirus Infections/epidemiology , Disease Models, Animal , Macaca fascicularis/virology , Macaca mulatta/virology , Pandemics , Pneumonia, Viral/epidemiology , Animals , Antibodies, Viral/biosynthesis , Betacoronavirus/immunology , Body Temperature , Body Weight , COVID-19 , Callithrix/immunology , Coronavirus Infections/diagnostic imaging , Coronavirus Infections/immunology , Coronavirus Infections/pathology , Cytokines/biosynthesis , Cytokines/classification , Cytokines/immunology , Disease Susceptibility , Female , Humans , Lung/diagnostic imaging , Lung/immunology , Lung/pathology , Lung/virology , Macaca fascicularis/immunology , Macaca mulatta/immunology , Male , Pneumonia, Viral/diagnostic imaging , Pneumonia, Viral/immunology , Pneumonia, Viral/pathology , SARS-CoV-2 , Species Specificity , Tomography, X-Ray Computed , Viral Load , Virus Replication
13.
J Med Virol ; 92(10): 2221-2226, 2020 10.
Article in English | MEDLINE | ID: covidwho-505569

ABSTRACT

In this study, we designed a set of SARS-CoV-2 enrichment probes to increase the capacity for sequence-based virus detection and obtain the comprehensive genome sequence at the same time. This universal SARS-CoV-2 enrichment probe set contains 502 120 nt single-stranded DNA biotin-labeled probes designed based on all available SARS-CoV-2 viral sequences and it can be used to enrich for SARS-CoV-2 sequences without prior knowledge of type or subtype. Following the CDC health and safety guidelines, marked enrichment was demonstrated in a virus strain sample from cell culture, three nasopharyngeal swab samples (cycle threshold [Ct ] values: 32.36, 36.72, and 38.44) from patients diagnosed with COVID-19 (positive control) and four throat swab samples from patients without COVID-19 (negative controls), respectively. Moreover, based on these high-quality sequences, we discuss the heterozygosity and viral expression during coronavirus replication and its phylogenetic relationship with other selected high-quality samples from the Genome Variation Map. Therefore, this universal SARS-CoV-2 enrichment probe system can capture and enrich SARS-CoV-2 viral sequences selectively and effectively in different samples, especially clinical swab samples with a relatively low concentration of viral particles.


Subject(s)
COVID-19/diagnosis , DNA Probes/metabolism , DNA, Single-Stranded/genetics , Genome, Viral , SARS-CoV-2/genetics , Whole Genome Sequencing/methods , Biotin/chemistry , COVID-19/pathology , COVID-19/virology , DNA Probes/chemical synthesis , DNA, Single-Stranded/metabolism , Genotype , Humans , Mutation , Nasopharynx/virology , Phylogeny , Reverse Transcriptase Polymerase Chain Reaction/standards , SARS-CoV-2/classification , SARS-CoV-2/isolation & purification , SARS-CoV-2/pathogenicity , Sensitivity and Specificity
14.
Cell ; 181(5): 997-1003.e9, 2020 05 28.
Article in English | MEDLINE | ID: covidwho-60418

ABSTRACT

Coronavirus disease 2019 (COVID-19) is caused by SARS-CoV-2 infection and was first reported in central China in December 2019. Extensive molecular surveillance in Guangdong, China's most populous province, during early 2020 resulted in 1,388 reported RNA-positive cases from 1.6 million tests. In order to understand the molecular epidemiology and genetic diversity of SARS-CoV-2 in China, we generated 53 genomes from infected individuals in Guangdong using a combination of metagenomic sequencing and tiling amplicon approaches. Combined epidemiological and phylogenetic analyses indicate multiple independent introductions to Guangdong, although phylogenetic clustering is uncertain because of low virus genetic variation early in the pandemic. Our results illustrate how the timing, size, and duration of putative local transmission chains were constrained by national travel restrictions and by the province's large-scale intensive surveillance and intervention measures. Despite these successes, COVID-19 surveillance in Guangdong is still required, because the number of cases imported from other countries has increased.


Subject(s)
Betacoronavirus/genetics , Coronavirus Infections/epidemiology , Pneumonia, Viral/epidemiology , Bayes Theorem , COVID-19 , China/epidemiology , Coronavirus Infections/virology , Epidemiological Monitoring , Humans , Likelihood Functions , Pandemics , Pneumonia, Viral/virology , SARS-CoV-2 , Travel
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