Employment of a high-throughput functional assay to define the critical factors that influence vaccine-induced, cross-variant neutralizing antibodies for SARS-CoV-2. (preprint)

The scale and duration of neutralizing antibody responses targeting SARS-CoV-2 viral variants represents a critically important serological parameter that predicts protective immunity for COVID-19. In this study, we describe the development and employment of a new functional assay that measures neutralizing antibodies for SARS-CoV-2 and present longitudinal data illustrating the impact of age, sex and comorbidities on the kinetics and strength of vaccine-induced antibody responses for key variants in an Asian volunteer cohort. We also present an accurate quantitation of serological responses for SARS-CoV-2 that exploits a unique set of in-house, recombinant human monoclonal antibodies targeting the viral Spike and nucleocapsid proteins and demonstrate a reduction in neutralizing antibody titres across all groups six months post-vaccination. We also observe a marked reduction in the serological binding activity and neutralizing responses targeting recently newly emerged Omicron variants including XBB 1.5 and highlight a significant increase in cross-protective neutralizing antibody responses following a third dose (boost) of vaccine. These data illustrate how key virological factors such as immune escape mutations combined with host demographic factors such as age and sex of the vaccinated individual influence the strength and duration of cross-protective serological immunity for COVID-19.

Myeloperoxidase inhibition may protect against endothelial glycocalyx shedding induced by COVID-19 plasma (preprint)

BackgroundSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the causative agent of coronavirus disease 2019 (COVID-19), significantly threatens public health. Accumulating evidence suggests increased neutrophil activation and endothelial glycocalyx (EG) damage to be independently associated with severe COVID-19 outcomes. However, pathways that are involved in EG breakdown in COVID-19 remains unclear. Here, we hypothesised that increased blood neutrophil myeloperoxidase (MPO) level is associated with soluble EG breakdown, and inhibiting MPO activities can reduce EG damage. MethodsFrom a subset of acute and convalescent COVID-19 plasma, 10 severe and 15 non-severe COVID-19 cases, and 9 pre-COVID-19 controls (single timepoint), we determined MPO, MPO activities and soluble EG proteins (syndecan-1 and glypican-1) levels by enzyme-linked immunosorbent assay. In vitro primary human aortic endothelial cells were cultured in the presence of untreated or treated plasma with specific MPO inhibitors (MPO-IN-28, AZD-5904) to determine soluble EG shedding. We then investigated the association between MPO and soluble EG breakdown, and whether inhibiting MPO activities decrease EG disruption.ResultsIn COVID-19 plasma, MPO levels, MPO activity and soluble EG proteins levels were significantly raised compared to controls, and proteins levels increased in proportion to disease severity. Despite clinical recovery, proteins concentrations remained significantly elevated compared to controls. Interestingly, there is a trend of increasing MPO activity in convalescent plasma in both severe and non-severe groups. Importantly, MPO levels and MPO activity correlated significantly with soluble EG levels in plasma, and inhibiting MPO activity led to reduced syndecan-1 shedding, in vitro. ConclusionsOur work highlights the link between neutrophil MPO involvement and EG shedding in COVID-19, and inhibiting MPO activity may protect against EG disruption. Further research is needed to evaluate the utility of MPO inhibitors as potential therapeutics against severe COVID-19 outcomes. 

Defining factors that influence vaccine-induced, cross-variant neutralizing antibodies for SARS-CoV-2 in Asians (preprint)

The scale and duration of neutralizing antibody responses targeting SARS-CoV-2 viral variants represents a critically important serological parameter that predicts protective immunity for COVID-19. In this study, we present longitudinal data illustrating the impact of age, sex and comorbidities on the kinetics and strength of vaccine-induced neutralizing antibody responses for key variants in an Asian volunteer cohort. We demonstrate a reduction in neutralizing antibody titres across all groups six months post-vaccination and show a marked reduction in the serological binding and neutralizing response targeting Omicron compared to other viral variants. We also highlight the increase in cross-protective neutralizing antibody responses against Omicron induced by a third dose (booster) of vaccine. These data illustrate how key virological factors such as immune escape mutation combined with host factors such as age and sex of the vaccinated individuals influence the strength and duration of cross-protective serological immunity for COVID-19.

Evaluation of the Safety and Immunogenicity of Different COVID-19 Vaccine Combinations in Healthy Individuals: Study Protocol for a Randomized, Subject-blinded, Controlled Phase 3 Trial [PRIBIVAC] (preprint)

Trials guidance: The Abstract should not exceed 350 words. Please minimize the use of abbreviations and do not cite references in the abstract. The abstract must include the following separate sections:• Background: Over 2021, COVID-19 vaccination programs worldwide focused on raising population immunity through the primary COVID-19 vaccine series. In Singapore two mRNA vaccines (BNT162b2 and mRNA-1273) and the inactivated vaccine CoronaVac are currently authorized under the National Vaccination Programme for use as the primary vaccination series. More than 90% of the Singapore population has received at least one dose of a COVID-19 vaccine as of December 2021. With the demonstration that vaccine effectiveness wanes in the months after vaccination, and the emergence of Omicron which evades host immunity from prior infection and/or vaccination, attention in many countries has shifted to how best to maintain immunity through booster vaccinations. • Methods: The objectives of this phase 3, randomized, subject-blinded, controlled clinical trial are to assess the safety and immunogenicity of heterologous boost COVID-19 vaccine regimens (intervention groups 1-4) compared with a homologous boost regimen (control arm) in up to 600 adult volunteers. As non-mRNA vaccine candidates may enter the study at different time points depending on vaccine availability and local regulatory approval, participants will be randomized at equal probability to the available intervention arms at the time of randomization. Eligible participants will have received two doses of a homologous mRNA vaccine series with BNT162b2 or mRNA-1273 at least six months prior to enrolment. Participants will be excluded if they have a history of confirmed SARS or SARS-CoV-2 infection, are immunocompromised or pregnant. Participants will be monitored for adverse events and serious adverse events by physical examinations, laboratory tests and self-reporting. Blood samples will be collected at serial time points [Pre-vaccination/screening (Day -14 to Day 0), Day 7, Day 28, Day 180, Day 360 post-vaccination] for assessment of antibody and cellular immune parameters. Primary endpoint is the level of anti-SARS-CoV-2 spike immunoglobulins at Day 28 post-booster, and will be measured against wildtype SARS-CoV-2 and variants of concern. Comprehensive immune profiling of the humoral and cellular immune response to vaccination will be performed. • Discussion: This study will provide necessary data to understand the quantity, quality and persistence of the immune response to homologous and heterologous third booster dose of COVID-19 vaccines. This an important step in developing COVID-19 vaccination programs beyond the primary series. Trial registration: ClinicalTrials.gov NCT05142319, registered on 2 Dec 2021.

Comparison of the clinical features, viral shedding and immune response in vaccine breakthrough infection by the Omicron and Delta variants (preprint)

BackgroundOn 26 November 2021, the World Health Organization designated the B.1.1.529 lineage of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) as the fifth variant of concern, Omicron. Infections have quickly spread worldwide, but understanding of the viral dynamics and the cytokine and cellular immunological response during infection remain limited.MethodsDetailed patient-level data from 174 age-matched patients with sequence confirmed Omicron or Delta infection admitted to the National Centre for Infectious Diseases, Singapore were analyzed in an observational cohort study. Peripheral blood samples for measurement of SARS-CoV-2 immunological parameters were obtained from a subset. Respiratory samples were collected for viral cultures and correlated to corresponding PCR cycle threshold (Ct) values. ResultsOmicron and Delta variant infections in this hospitalized cohort were mild with only 3 (3%) and 14 (16%) developing pneumonia respectively. Omicron infections were more likely to present with sore throat (46.0 vs x23.0%, p=0.005). Neutrophil counts and C-reactive protein (CRP) were significantly lower among the Omicron cohort (Median neutrophil 2.95 [IQR 2.16 – 3.96] vs 4.60 [IQR 3.76 – 6.10] x 109/L , p<0.001; Median CRP 5.7 [IQR 2.0 – 10.0] vs 12.0 [IQR 6.1 – 22.0] mg/L, p<0.001). Trough polymerase chain reaction (PCR) cycle threshold (Ct) values were significantly higher with Omicron infection (17.6 [IQR 16.3 – 19.3] vs 14.9 [IQR 13.9 – 19.0], p=0.001). The pattern and rate of rise in Ct values was similar between Omicron and Delta. At the time of infection, Omicron infected patients had lower levels of pro-inflammatory cytokines Vaccine breakthrough infections with the Omicron variant had a low concentration of proinflammatory cytokines, chemokines, and growth factors at the acute phase of infection, but a more robust IFN-γ response. Less dysregulated immune cell profiles were also observed, including a lower immature neutrophil cell count in Omicron breakthrough casesConclusionsOmicron infections resulted in mild vaccine breakthrough illness in the majority of patients. Compared with Delta, Omicron infections were more frequently associated with upper respiratory tract infections, had lower viral loads, lower levels of pro-inflammatory cytokines and less dysregulated immune cell profiles.

Durable T cell responses contrast with faster antibody waning in BNT162b2-vaccinated elderly at 6 month (preprint)

Efficient COVID-19 vaccines have been developed in record time. Here, we present findings from a comprehensive and integrated analysis of multiple compartments of the memory immune response in 312 individuals vaccinated with the BNT162b2 mRNA vaccine. Two vaccine doses induced high antibody and T cell responses in most individuals. However, antibody recognition of the Spike protein of delta variant was less efficient than that of the Wuhan strain. Age stratified analyses identified a group of low antibody responders where individuals ≥ 60 years were overrepresented. Waning of the antibody and cellular responses was observed in 30% of the vaccinees after six months. However, age did not influence the waning of these responses. Taken together, while individuals ≥ 60 years old took longer to acquire vaccine-induced immunity, they develop more sustained acquired immunity at six months post-vaccination. However, the higher proportion of older individuals in the group of antibody low responders and the lower antibody reactivity the Delta variant call for a booster immunization to increase immune responses and protection.

Dynamic Alterations of Anti-S-Protein Igg Subclasses and of Th1/Th2 Responses are Hallmarks of Acute Severe COVID-19 Disease (preprint)

PurposeCOVID-19, caused by Severe Acute Respiratory Syndrome Coronavirus (SARS-CoV-2), has a wide disease spectrum ranging from asymptomatic to severe. While it is widely accepted that specific humoral immune responses are critical in controlling the infection, the relationship between the humoral immune response and disease severity is currently unclear.MethodsUsing a flow cytometry-based assay to detect specific antibodies against full length S protein, we compared the antibody levels between patients from different severity groups. We also analysed the cytokine profiles of patients from different severity groups by multiplex microbead-based immunoassay.ResultsWe found an association between specific IgM, IgA and IgG against the spike protein and disease severity. By comparing the ratio of Th1 IgG1 and IgG3 to Th2 IgG2 and IgG4, we observed that all severity groups exhibited a ratio that was skewed towards a stronger Th1 response over Th2 response. In addition to the strong Th1 response, patients with severe disease also developed a Th2 response, as exemplified by the smaller ratio of IgG1 and IgG3 over IgG2 and IgG4 and the smaller Th1/Th2 cytokine ratios, compared to patients with mild disease severity. ConclusionThe results suggest that acute severity or disease resolution is associated with a specific immunological phenotype. A smaller skew towards a Th1 response over Th2 response, during infection, may contribute to disease progression, while a greater skew towards a Th1 response over Th2 response may contribute to a better disease outcome. This may suggest potential therapeutic approaches to COVID-19 disease management.

Data-driven analysis of COVID-19 reveals specific severity patterns distinct from the temporal immune response (preprint)

Key immune signatures of SARS-CoV-2 infection may associate with either adverse immune reactions (severity) or simply an ongoing anti-viral response (temporality); how immune signatures contribute to severe manifestations and/or temporal progression of disease and whether longer disease duration correlates with severity remain unknown. Patient blood was comprehensively immunophenotyped via mass cytometry and multiplex cytokine arrays, leading to the identification of 327 basic subsets that were further stratified into more than 5000 immunotypes and correlated with 28 plasma cytokines. Low-density neutrophil abundance was closely correlated with hepatocyte growth factor levels, which in turn correlated with disease severity. Deep analysis also revealed additional players, namely conventional type 2 dendritic cells, natural killer T cells, plasmablasts and CD16+ monocytes, that can influence COVID-19 severity independent of temporal progression. Herein, we provide interactive network analysis and data visualization tools to facilitate data mining and hypothesis generation for elucidating COVID-19 pathogenesis.

Association of SARS-CoV-2 Clades with Clinical, Inflammatory and Virologic Outcomes: An Observational Study (preprint)

Background: Host determinants of severe coronavirus disease 2019 include advanced age, comorbidities and male sex. Virologic factors may also be important in determining clinical outcome and transmission rates, but limited patient-level data is available. Methods: We conducted an observational cohort study at seven public hospitals in Singapore. Clinical and laboratory data were collected and compared between individuals infected with different SARS-CoV-2 clades. Firth’s logistic regression was used to examine the association between SARS-CoV-2 clade and development of hypoxia, and quasi-Poisson regression to compare transmission rates. Plasma samples were tested for immune mediator levels and the kinetics of viral replication in cell culture were compared. Findings: 319 patients with PCR-confirmed SARS-CoV-2 infection had clinical and virologic data available for analysis. 29 (9%) were infected with clade S, 90 (28%) with clade L/V, 96 (30%) with clade G (containing D614G variant), and 104 (33%) with other clades ‘O’ were assigned to lineage B.6. After adjusting for age and other covariates, infections with clade S (adjusted odds ratio (aOR) 0·030 (95% confidence intervals (CI): 0·0002-0·29)) or clade O (B·6) (aOR 0·26 (95% CI 0·064-0·93)) were associated with lower odds of developing hypoxia requiring supplemental oxygen compared with clade L/V. Patients infected with clade L/V had more pronounced systemic inflammation with higher concentrations of pro-inflammatory cytokines, chemokines and growth factors. No significant difference in the severity of clade G infections was observed (aOR 0·95 (95% CI: 0·35-2·52). Though viral loads were significantly higher, there was no evidence of increased transmissibility of clade G, and replicative fitness in cell culture was similar for all clades. Interpretation: Infection with clades L/V was associated with increased severity and more systemic release of pro-inflammatory cytokines. Infection with clade G was not associated with changes in severity, and despite higher viral loads there was no evidence of increased transmissibility.Funding Statement: This study was funded by grants from the Singapore National Medical Research Council (COVID19RF- 001, COVID19RF2-0001, COVID19RF-007, and COVID19RF-60) and Biomedical Research Council (project number H20/04/g1/006).Declaration of Interests: No conflicts of interest declared.Ethics Approval Statement: The epidemiological investigation was conducted under the Infectious Diseases Act (Singapore). Study protocols were approved by ethics committees of the National Healthcare Group and SingHealth. Written informed consent was obtained from participants for clinical data and biological sample collection as part of the PROTECT study (2012/00917; 2018/3045). A waiver of informed consent for retrospective data collection only was granted for individuals admitted to the National Centre of Infectious Diseases (2020/01122). Healthy donor samples were collected under study numbers 2017/2806 and NUS IRB 04-140.

Convalescent COVID-19 patients are susceptible to endothelial dysfunction due to persistent immune activation (preprint)

The rapid rise of coronavirus disease 2019 patients who suffer from vascular events after their initial recovery is expected to lead to a worldwide shift in disease burden. We aim to investigate the impact of COVID-19 on the pathophysiological state of blood vessels in convalescent patients. Here, convalescent COVID-19 patients with or without preexisting conditions (i.e. hypertension, diabetes, hyperlipidemia) were compared to non-COVID-19 patients with matched cardiovascular risk factors or healthy participants. Convalescent patients had elevated circulating endothelial cells (CECs), and those with underlying cardiovascular risk had more pronounced endothelial activation hallmarks (ICAM1, P-selectin or CX3CL1) expressed by CECs. Multiplex microbead-based immunoassays revealed some levels of cytokine production sustained from acute infection to recovery phase. Several proinflammatory and activated T lymphocyte-associated cytokines correlated positively with CEC measures, implicating cytokine-driven endothelial dysfunction. Finally, the activation markers detected on CECs mapped to the counter receptors (i.e. ITGAL, SELPLG, and CX3CR1) found primarily on CD8+ T cells and natural killer cells, suggesting that activated endothelial cells could be targeted by cytotoxic effector cells. Clinical trials in preventive therapy for post-COVID-19 vascular complications may be needed. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=69 SRC="FIGDIR/small/20232835v1_ufig1.gif" ALT="Figure 1"> View larger version (19K): org.highwire.dtl.DTLVardef@11f094borg.highwire.dtl.DTLVardef@9b458forg.highwire.dtl.DTLVardef@1f3bceeorg.highwire.dtl.DTLVardef@f8d229_HPS_FORMAT_FIGEXP M_FIG C_FIG

Sensitive Detection of Total Anti-Spike Antibodies and Isotype Switching in Asymptomatic and Symptomatic COVID-19 Patients (preprint)

Early detection of infections is crucial to limit the spread of coronavirus 2019 disease (COVID-19). Here, we developed a flow cytometry-based assay to detect SARS-CoV-2 Spike protein (S protein) antibodies in COVID-19 patients. The assay detected specific IgM and IgG in COVID-19 patients and also the acquisition of all IgG subclasses, with IgG1 being the most dominant. The antibody response was significantly higher at a later stage of the infection. Furthermore, asymptomatic COVID-19 patients also developed specific IgM and IgG, with IgG1 as the most dominant subclass. Although the antibody levels were lower in asymptomatic infections, the assay was highly sensitive and detected 97% of asymptomatic infections. These findings demonstrated that the assay could be used for serological analysis of symptomatic patients, and also as a sensitive tool to detect asymptomatic infections, which may go undetected.Funding: Biomedical Research Council (BMRC), the A*ccelerate GAP-funded project (ACCL/19-GAP064-R20H-H) from Agency of Science, Technology and Research (A*STAR), and National Medical Research Council (NMRC) COVID-19 Research fund (COVID19RF-001, COVID-19RF-007, COVID-19RF-60).Conflict of Interest: The authors declare no competing interests.Ethical Approval: The study design and protocols for COVID-19, recovered SARS and seasonal human CoV patient cohorts were approved by National Healthcare Group (NHG) Domain Specific Review Board (DSRB) and performed, following ethical guidelines in the approved studies 2012/00917, 2020/00091 and 2020/00076 respectively. Healthy donor samples were collected in accordance with approved studies 2017/2806 and NUS IRB 04-140. Written informed consent was obtained from participants in accordance with the Declaration of Helsinki for Human Research.

Immune Landscape of 382-Nt Deleted SARS-CoV-2 Reveals Heightened Adaptive Response Indicating Prophylactic Potential Against COVID-19 (preprint)

The impact of ORF8 382-nucleotide deletion (Δ382) on the cellular host immune response against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) remains undefined. Here, RNA-sequencing was performed to elucidate whole blood transcriptomic profiles and identify contrasting immune signatures between patients infected with wildtype or Δ382 variant of SARS-CoV-2. Interestingly, immune landscape of Δ382 SARS-CoV-2 infected patients featured an increased T cell response, evidenced by enrichment of genes related to T cell functionality that correlated with up-regulation of T cell-associated cytokines, under-expression of neutrophil activation-associated genes, lowered systemic inflammation and effective antibody response. At the molecular level, eukaryotic initiation factor 2 signaling was found to be up-regulated in patients bearing Δ382 and its associated genes were correlated with systemic levels of T cell-associated and pro-inflammatory cytokines. These key insights could serve as an important foundation for future human challenge vaccine studies and highlights the prophylactic potential of Δ382 as vaccine candidate.Funding: The study was supported by core and COVID-19 (project number H20/04/g1/006) research grants provided to Singapore Immunology Network by the Biomedical Research Council (BMRC) and A*ccelerate GAP-funded project (ACCL/20-GAP001C20H-E) from the Singapore Ministry of Health’s National Medical Research Council. This study was also funded by the National Medical Research Council (NMRC) COVID-19 Research fund (COVID19RF-001). SIgN Immunomonitoring Platform is supported by a BMRC IAF 311006 grant and BMRC transition funds #H16/99/b0/011. ATR is supported by the Singapore International Graduate Award (SINGA), A*STAR. Conflict of Interest: The authors declare no conflict of interest.Ethical Approval: The study design and protocols for the COVID-19 PROTECT study group were evaluated by National Healthcare Group (NHG) Domain Specific Review Board (DSRB) and approved under study number 2012/00917. Collection of healthy donor samples was approved by SingHealth Centralised Institutional Review Board (CIRB) under study number 2017/2806 and NUS IRB 04-140. Written informed consent was obtained from participants in accordance with the Declaration of Helsinki for Human Research.

Neutralizing antibodies from early cases of SARS-CoV-2 infection offer cross-protection against the SARS-CoV-2 D614G variant. (preprint)

The emergence of a SARS-CoV-2 variant with a point mutation in the spike (S) protein, D614G, has taken precedence over the original Wuhan isolate by May 2020. With an increased infection and transmission rate, it is imperative to determine whether antibodies induced against the D614 isolate may cross-neutralize against the G614 variant. In this report, profiling of the anti-SARS-CoV-2 humoral immunity reveals similar neutralization profiles against both S protein variants, albeit waning neutralizing antibody capacity at the later phase of infection. These findings provide further insights towards the validity of current immune-based interventions.

Bivalent binding of a fully human IgG to the SARS-CoV-2 spike proteins reveals mechanisms of potent neutralization (preprint)

In vitro antibody selection against pathogens from naive combinatorial libraries can yield various classes of antigen-specific binders that are distinct from those evolved from natural infection1-4. Also, rapid neutralizing antibody discovery can be made possible by a strategy that selects for those interfering with pathogen and host interaction5. Here we report the discovery of antibodies that neutralize SARS-CoV-2, the virus responsible for the COVID-19 pandemic, from a highly diverse naive human Fab library. Lead antibody 5A6 blocks the receptor binding domain (RBD) of the viral spike from binding to the host receptor angiotensin converting enzyme 2 (ACE2), neutralizes SARS-CoV-2 infection of Vero E6 cells, and reduces viral replication in reconstituted human nasal and bronchial epithelium models. 5A6 has a high occupancy on the viral surface and exerts its neutralization activity via a bivalent binding mode to the tip of two neighbouring RBDs at the ACE2 interaction interface, one in the "up" and the other in the "down" position, explaining its superior neutralization capacity. Furthermore, 5A6 is insensitive to several spike mutations identified in clinical isolates, including the D614G mutant that has become dominant worldwide. Our results suggest that 5A6 could be an effective prophylactic and therapeutic treatment of COVID-19.

Whole blood immunophenotyping uncovers immature neutrophil-to-VD2 T-cell ratio as an early prognostic marker for severe COVID-19 (preprint)

SARS-CoV-2 is the novel coronavirus responsible for the current COVID-19 pandemic. Severe complications are observed only in a small proportion of infected patients but the cellular mechanisms underlying this progression are still unknown. Comprehensive flow cytometry of whole blood samples from 54 COVID-19 patients revealed a dramatic increase in the number of immature neutrophils. This increase strongly correlated with disease severity and was associated with elevated IL-6 and IP-10 levels, two key players in the cytokine storm. The most pronounced decrease in cell counts was observed for CD8 T-cells and VD2 {gamma}{delta} T-cells, which both exhibited increased differentiation and activation. ROC analysis revealed that the count ratio of immature neutrophils to CD8 or VD2 T-cells predicts pneumonia onset (0.9071) as well as hypoxia onset (0.8908) with high sensitivity and specificity. It would thus be a useful prognostic marker for preventive patient management and improved healthcare resource management.

Potent neutralizing antibodies in the sera of convalescent COVID-19 patients are directed against conserved linear epitopes on the SARS-CoV-2 spike protein (preprint)

The ongoing SARS-CoV-2 pandemic demands rapid identification of immunogenic targets for the design of efficient vaccines and serological detection tools. In this report, using pools of overlapping linear peptides and functional assays, we present two immunodominant regions on the spike glycoprotein that were highly recognized by neutralizing antibodies in the sera of COVID-19 convalescent patients. One is highly specific to SARS-CoV-2, and the other is a potential pan-coronavirus target.

Amplicon based MinION sequencing of SARS-CoV-2 and metagenomic characterisation of nasopharyngeal swabs from patients with COVID-19 (preprint)

COVID-19 is a complex disease phenotype where the underlying microbiome could influence morbidity and mortality. Amplicon and metagenomic MinION based sequencing was used to rapidly (within 8 hours) identify SARS-CoV-2 and assess the microbiome in nasopharyngeal swabs obtained from patients with COVID-19 by the ISARIC 4C consortium.