SUMMARY:
The recently emerged SARS-CoV-2 Omicron variant encodes 37 amino acid substitutions in the spike (S) protein, 15 of which are in the receptor-binding domain (RBD), thereby raising concerns about the effectiveness of available vaccines and antibody therapeutics. Here, we show that the Omicron RBD binds to human ACE2 with enhanced affinity, relative to the Wuhan-Hu-1 RBD, and binds to mouse ACE2. Marked reductions of plasma neutralizing activity were observed against Omicron compared to the ancestral pseudovirus for convalescent and vaccinated individuals, but this loss was less pronounced after a third vaccine dose. Most receptor-binding motif (RBM)-directed monoclonal antibodies (mAbs) lost in vitro neutralizing activity against Omicron, with only 3 out of 29 mAbs retaining unaltered potency, including the ACE2-mimicking S2K146 mAb1. Furthermore, a fraction of broadly neutralizing sarbecovirus mAbs neutralized Omicron through recognition of antigenic sites outside the RBM, including sotrovimab2, S2X2593 and S2H974. The magnitude of Omicron-mediated immune evasion marks a major SARS-CoV-2 antigenic shift. Broadly neutralizing mAbs recognizing RBD epitopes conserved among SARS-CoV-2 variants and other sarbecoviruses may prove key to controlling the ongoing pandemic and future zoonotic spillovers.
Keywords: SARS-CoV-2, COVID-19, antibody, vaccine, neutralizing antibodies, immune evasion
INTRODUCTION
The evolution of RNA viruses can result in immune escape and modulation of binding to host receptors through accumulation of mutations5. Previously emerged SARS-CoV-2 variants of concern (VOC) have developed resistance to neutralizing antibodies, including some clinical antibodies used as therapeutics6–8. The B.1.351 (Beta) VOC is endowed with the greatest magnitude of immune evasion from serum neutralizing antibodies6,7, whereas B.1.617.2 (Delta) quickly outcompeted all other circulating isolates through acquisition of mutations that enhanced transmission and pathogenicity9–11 and eroded the neutralizing activity of antibody responses9.
The Omicron (B.1.1.529) variant was first detected in November 2021, immediately declared by the WHO as a VOC and quickly rose in frequency worldwide. The Omicron variant is substantially mutated compared to any previously described SARS-CoV-2 isolates, including 37 S residue substitutions in the predominant haplotype (Fig. 1a and Extended Data Fig. 1–4). Fifteen of the Omicron mutations are clustered in the RBD, which is the main target of neutralizing antibodies after infection or vaccination12,13, suggesting that Omicron might escape infection- and vaccine-elicited Abs and therapeutic mAbs. Nine of these mutations map to the receptor-binding motif (RBM) which is the RBD subdomain directly interacting with the host receptor, ACE214.
Preliminary reports indicated that the neutralizing activity of plasma from Pfizer-BioNTech BNT162b2 vaccinated individuals is reduced against SARS-CoV-2 Omicron15,16, documenting a substantial, albeit not complete, escape from mRNA vaccine-elicited neutralizing antibodies. Another report also shows that vaccine effectiveness against symptomatic disease induced by the Omicron variant is significantly lower than for the Delta variant17. The potential for booster doses to ameliorate this decline in neutralization is being explored. In addition, the neutralizing activity of several therapeutic mAbs appears decreased or abolished against SARS-CoV-2 Omicron16,18.
To understand the consequences of the unprecedented number of mutations found in Omicron S, we employed a pseudovirus assay to study receptor usage and neutralization mediated by monoclonal and polyclonal antibodies as well as surface plasmon resonance to measure binding of the RBD to human and mouse ACE2 receptors.
RESULTS
The Omicron RBD binds with increased affinity to human ACE2 and gains binding to mouse ACE2
Twenty-three out of the 37 Omicron S amino acid mutations have been individually observed previously in SARS-CoV-2 variants of interest (VOI), VOC, or other sarbecoviruses, whereas the remaining 14 substitutions have not been described before (Extended Data Fig. 5a). Analysis of the GISAID database indicates that there are rarely more than 10–15 Omicron S mutations present in a given non-Omicron haplotype or Pango lineage (Extended Data Fig. 5b–d). While we have not formally assessed the possibility of recombination events, persistent replication in immunocompromised individuals or inter-species ping-pong transmission5 are possible scenarios for the rapid accumulation of mutations that could have been selected based on viral fitness and immune evasion.
Several of the Omicron RBD mutations are found at positions that are key contact sites with human ACE2, such as K417N, Q493K and G496S19. Except for N501Y, which increases ACE2 binding affinity by 6-fold20,21, all other substitutions were shown by deep mutational scanning (DMS) to either reduce binding or to have no impact on human ACE2 affinity when present individually22, resulting in an overall predicted decrease of binding affinity (Supplementary Table 1). However, we found that the Omicron RBD has a 2.4-fold increased binding affinity to human ACE2 (Fig. 1b, c and Extended Data Figure 6a), suggesting epistasis of the full constellation of RBD mutations. It remains to be determined whether and how the S mutations in Omicron may influence the dynamics of RBD opening, which may also impact RBD engagement with ACE2.
The presence of the N501Y mutation has previously been described to enable some SARS-CoV-2 VOC to infect mice23. Since Omicron carries the N501Y mutation, along with 14 other RBD mutations, we investigated whether the Omicron RBD binds mouse ACE2 using surface plasmon resonance (SPR) (Fig. 1b and Extended Data Fig. 6). The Omicron RBD binds mouse ACE2 with a 1:1 binding affinity of 470 nM (Fig. 1b), whereas weak binding of the Beta RBD and very weak binding of the Alpha RBD to mouse ACE2 was observed (Fig. 1b and Extended Data Fig. 6b), consistent with previous reports23,24. Conversely, our assay did not detect any binding of the Wuhan-Hu-1, Delta, or K417N RBDs to mouse ACE2. The enhanced binding of the Omicron RBD to mouse ACE2 is likely explained by the Q493R substitution which is similar to the Q493K mutation isolated upon mouse-adaptation of SARS-CoV-219. Our binding data correlate with our observation of Omicron S-mediated but not Wuhan-Hu-1/G614 S-mediated entry of VSV pseudoviruses into mouse ACE2-expressing cells (Fig 1d), as recently reported25. Collectively, these findings highlight the plasticity of the SARS-CoV-2 RBM, which in the case of the Omicron VOC acquired enhanced binding to human and mouse ACE2 orthologues, relative to other SARS-CoV-2 isolates. The influence of these findings on viral load and replication kinetics in humans and animal models remains to be evaluated due to the interplay of additional factors besides receptor binding. Preliminary data, suggest that Omicron appears attenuated in some laboratory mouse strains (M.S.D, personal communication) and that replicates less efficiently in human lung tissue as compared to Delta26.
Extent of Omicron escape from polyclonal plasma neutralizing antibodies
To investigate the magnitude of immune evasion mediated by the 37 mutations present in Omicron S, we used Wuhan-Hu-1 S and Omicron S VSV pseudoviruses and compared plasma neutralizing activity in different cohorts of convalescent patients or individuals vaccinated with six major COVID-19 vaccines (mRNA-1273, BNT162b2, AZD1222, Ad26.COV2.S, Sputnik V and BBIBP-CorV) (Fig. 2, Supplementary Fig. 1–3 and Extended Data Table 1).
Convalescent patients and individuals vaccinated with Ad26.COV2.S (single dose), Sputnik V or BBIBP-CorV had no detectable neutralizing activity against Omicron except for one Ad26.COV2.S and three BBIBP-CorV vaccine recipients (Fig. 2a). Individuals immunized with mRNA-1273, BNT162b2, and AZD1222 had more potent neutralizing activity against Wuhan-Hu-1 and retained detectable neutralization against Omicron with a decrease of 39-, 37- and 21-fold, respectively (Fig. 2a). The dampening of neutralizing activity against Omicron was comparable to that observed against SARS-CoV, a virus that differs from Wuhan-Hu-1 by 52 residues in the RBD. Reductions of neutralization potency were less pronounced in vaccinated individuals who had been previously infected (5-fold) (Fig. 2b) and in dialysis patients (4-fold, Fig. 2c) who were boosted with a third mRNA vaccine dose. In the same cohort of dialysis patients, antibodies neutralizing the vaccine-matched Wuhan-Hu-1 strain were found to be low (less than 1/100) or undetectable in 44% of patients after the second mRNA vaccine dose27.
Collectively, these findings demonstrate a substantial and unprecedented reduction in plasma neutralizing activity against Omicron as compared to the ancestral virus, which in several cases likely falls below the protective threshold28. Our data further indicate that multiple exposures to the ancestral virus through infection or vaccination results in the production of antibodies that can neutralize divergent viruses, such as Omicron or even SARS-CoV, as a consequence of affinity maturation or epitope masking by immune-dominant RBM antibodies28–30.
Broadly neutralizing sarbecovirus antibodies inhibit SARS-CoV-2 Omicron
Neutralizing mAbs with demonstrated in vivo efficacy in prevention or treatment of SARS-CoV-231−37 can be divided into two groups based on whether they do or do not block S binding to ACE2. Of the eight currently authorized or approved mAbs, seven (LY-CoV555, LY-CoV016, REGN10933, REGN10933, COV2-2130, COV2-2196 and CT-P59; all synthesized based on publicly available sequences) block binding of S to ACE2 and are often used as two-mAb cocktails8. They bind to epitopes overlapping with the RBM (Fig. 3a) which is structurally and evolutionary plastic38, as illustrated by the accumulation of mutations throughout the pandemic and the genetic diversity of this subdomain among ACE2-utilizing sarbecoviruses39. Combining two such ACE2 blocking mAbs can provide greater resistance to variant viruses that carry RBM mutations31. The second class of mAbs, represented by sotrovimab, do not block ACE2 binding but neutralize SARS-CoV-2 by targeting non-RBM epitopes shared across many sarbecoviruses, including SARS-CoV4,40.
We compared the in vitro neutralizing activity of these therapeutic mAbs side-by-side against Wuhan-Hu-1 S and Omicron S using VSV pseudoviruses (Fig. 3). Although sotrovimab had 3-fold reduced potency against Omicron and Omicron-R346K variant VSV pseudoviruses, all other (RBM-specific) mAbs completely lost their neutralizing activity, with the exception of the combination of COV2-2130 and COV2-2196 for which we determined a ∼100-fold reduced potency (Fig. 3b–c). Moreover, sotrovimab exhibited a less than 2-fold reduction in neutralizing activity against authentic Omicron SARS-CoV-2 as compared to the WA1/2020 D614G virus (Fig. 3c and Extended Data Fig. 7), consistent with recent reports on S309, the parent of sotrovimab41,42. The 3-fold and less than 2-fold decrease in the neutralizing activity of sotrovimab against pseudoviruses and authentic virus, respectively, is within the currently defined threshold of “no change” as defined by FDA (FDA fact sheet for sotrovimab denotes no change: <5-fold reduction in susceptibility43). Overall, our findings agree with two preliminary reports16,18 and, together with serological data, support that the Omicron VOC has undergone antigenic shift.
We next tested a larger panel of 36 neutralizing NTD- or RBD-specific mAbs for which the epitopes have been characterized structurally or assigned to a given antigenic site through competition studies3,4,9,12,44,45 (Fig. 4a, Extended Data Table 2 and Extended Data Fig. 8). The four NTD-specific antibodies completely lost activity against Omicron, consistent with the presence of mutations and deletions in the NTD antigenic supersite21,46. Three out of the 22 mAbs targeting the RBD antigenic site I (RBM) retained potent neutralizing activity against Omicron, including S2K146, which binds the RBD of SARS-CoV-2, SARS-CoV and other sarbecoviruses through ACE2 molecular mimicry1. Of the nine mAbs specific for the conserved RBD site II4, only S2X2593 retained activity against Omicron, whereas neutralization was decreased by more than 10-fold or abolished for the remaining mAbs. Finally, the S2H97 mAb retained neutralizing activity against Omicron through recognition of the highly conserved cryptic site V4. The panel of 44 mAbs tested in this study includes members of each of the four classes of neutralizing mAbs, defined by their cognate RBD binding sites (site I, II, IV and V)12. Our findings show that member(s) of each of the four classes can retain Omicron neutralization: S2K146, S2X324 and S2N28 targeting site I, S2X259 targeting site II, sotrovimab targeting site IV, and S2H97 targeting site V (Fig. 4b). Several of these mAbs cross-react with and neutralize sarbecoviruses beyond the SARS-CoV-2 clade 1b1,3,4, indicating that targeting of conserved epitopes can lead to neutralization breadth and resilience to antigenic shift associated with viral evolution.
Discussion
The remarkable number of substitutions present in Omicron S marks a dramatic shift in antigenicity and is associated with immune evasion of unprecedented magnitude for SARS-CoV-2. While antigenic shift of the influenza virus is defined as genetic reassortment of the RNA genome segments, the mechanism for the abrupt appearance of a large number of mutations in SARS-CoV-2 Omicron S remains to be determined. Although recombination events are a hallmark of coronaviruses47, we and others48 propose that the Omicron shift may result from extensive viral replication in immunodeficient hosts47,49, although we cannot rule out the possibility of a contribution of inter-species ping-pong transmission5 between humans and rodents, as previously described for minks50.
Consistent with the variable decrease in plasma neutralizing antibody titers, we found that only six out of a panel of 44 neutralizing mAbs retained potent neutralizing activity against Omicron. The mAbs retaining neutralization recognize RBD antigenic sites that are conserved in Omicron and other sarbecoviruses. Notably, three of these mAbs bind to the RBM, including one which is a molecular mimic of the ACE2 receptor (S2K146)1. Collectively, these data may guide future efforts to develop SARS-CoV-2 vaccines and therapies to counteract antigenic shift and future sarbecovirus zoonotic spillovers.
MATERIALS AND METHODS
Cell lines
Cell lines used in this study were obtained from ATCC (HEK293T and Vero E6), ThermoFisher Scientific (Expi CHO cells, FreeStyle™ 293-F cells and Expi293F™ cells), Lenti-X 293T cells (Takara) or generated in-house (Vero E6/TMPRSS2)40. Vero-TMPRSS251 cells were cultured at 37°C in Dulbecco’s Modified Eagle medium (DMEM) supplemented with 10% fetal bovine serum (FBS), 10 mM HEPES pH 7.3, and 100 U/ml of penicillin–streptomycin and supplemented with 5 µg/mL of blasticidin. None of the cell lines used was authenticated. Cell lines were routinely tested for mycoplasma contamination.
Omicron prevalence analysis
The viral sequences and the corresponding metadata were obtained from GISAID EpiCoV project (https://www.gisaid.org/). Analysis was performed on sequences submitted to GISAID up to Dec 09, 2021. S protein sequences were either obtained directly from the protein dump provided by GISAID or, for the latest submitted sequences that were not incorporated yet in the protein dump at the day of data retrieval, from the genomic sequences with the exonerate52 2 2.4.0–haf93ef1_3 (https://quay.io/repository/biocontainers/exonerate?tab=tags ) using protein to DNA alignment with parameters -m protein2dna –refine full –minintron 999999 –percent 20 and using accession YP_009724390.1 as a reference. Multiple sequence alignment of all human spike proteins was performed with mafft53 7.475–h516909a_0 (https://quay.io/repository/biocontainers/mafft?tab=tags) with parameters –auto –reorder – keeplength –addfragments using the same reference as above. S sequences that contained >10% ambiguous amino acid or that were < than 80% of the canonical protein length were discarded. Figures were generated with R 4.0.2 (https://cran.r-project.org/) using ggplot2 3.3.2 and sf 0.9–7 packages. To identify each mutation prevalence, missingness (or ambiguous amino acids) was taken into account in both nominator and denominator.
Monoclonal Antibodies
Sotrovimab and VIR-7832 (VIR-783254 is derived from sotrovimab, Fc further engineered to carry GAALIE) were produced at WuXi Biologics (China). Antibody VH and VL sequences for mAbs COV2-2130 (PDB ID 7L7E), COV2-2196 (PDB ID 7L7E, 7L7D), REGN10933 (PDB ID 6XDG), REGN10987 (PDB ID 6XDG) and ADI-58125 (PCT application WO2021207597, seq. IDs 22301 and 22311) were subcloned into heavy chain (human IgG1) and the corresponding light chain (human IgKappa, IgLambda) expression vectors respectively and produced in transiently transfected Expi-CHO-S cells (Thermo Fisher, #A29133) at 37°C and 8% CO2. Cells were transfected using ExpiFectamine. Transfected cells were supplemented 1 day after transfection with ExpiCHO Feed and ExpiFectamine CHO Enhancer. Cell culture supernatant was collected eight days after transfection and filtered through a 0.2 µm filter. Recombinant antibodies were affinity purified on an ÄKTA Xpress FPLC device using 5 mL HiTrap™ MabSelect™ PrismA columns followed by buffer exchange to Histidine buffer (20 mM Histidine, 8% sucrose, pH 6) using HiPrep 26/10 desalting columns. Antibody VH and VL sequences for LY-CoV555, LY-CoV016, and CT-P59 were obtained from PDB IDs 7KMG, 7C01 and 7CM4, respectively and mAbs were produced as recombinant IgG1 by ATUM. The remaining mAbs were discovered at VIR and have been produced as recombinant IgG1 in Expi-CHO-S cells as described above. The identity of the produced mAbs was confirmed by LC-MS analysis.
IgG mass quantification by LC/MS intact protein mass analysis
Fc N-linked glycan from mAbs were removed by PNGase F after overnight non-denaturing reaction at room temperature. Deglycosylated protein (4 µg) was injected to the LC-MS system to acquire intact MS signal. Thermo MS (Q Exactive Plus Orbitrap) was used to acquire intact protein mass under denaturing condition with m/z window from 1,000 to 6,000. BioPharma Finder 3.2 software was used to deconvolute the raw m/z data to protein average mass. The theoretical mass for each mAb was calculated with GPMAW 10.10 software. Post-translational modifications such as N-terminal pyroglutamate cyclization, C-terminal lysine cleavage, and formation of 16–18 disulfide bonds were added into the calculation.
Sample donors
Samples were obtained from SARS-CoV-2 recovered and vaccinated individuals under study protocols approved by the local Institutional Review Boards (Canton Ticino Ethics Committee, Switzerland, Comitato Etico Milano Area 1). All donors provided written informed consent for the use of blood and blood derivatives (such as PBMCs, sera or plasma) for research. Samples were collected 14–28 days after symptoms onset and 14–28 days or 7–10 months after vaccination. Convalescent plasma, Ad26.COV2.S, mRNA-1273 and BNT162b2 samples were obtained from the HAARVI study approved by the University of Washington Human Subjects Division Institutional Review Board (STUDY00000959). AZD1222 samples were obtained from INGM, Ospedale Maggio Policlinico of Milan and approved by the local review board Study Polimmune. Sputnik V samples were obtained from healthcare workers at the hospital de Clínicas “José de San Martín”, Buenos Aires, Argentina. Sinopharm vaccinated individuals were enrolled from Aga Khan University under IRB of UWARN study.
Serum/plasma and mAbs pseudovirus neutralization assays
VSV pseudovirus generation used on Vero E6 cells
The plasmid encoding the Omicron SARS-CoV-2 S variant was generated by overlap PCR mutagenesis of the wild-type plasmid, pcDNA3.1(+)-spike-D1955. Replication defective VSV pseudovirus expressing SARS-CoV-2 spike proteins corresponding to the ancestral Wuhan-Hu-1 virus and the Omicron VOC were generated as previously described46 with some modifications. Lenti-X 293T cells (Takara) were seeded in 15-cm2 dishes at a density of 10e6 cells per dish and the following day transfected with 25 µg of spike expression plasmid with TransIT-Lenti (Mirus, 6600) according to the manufacturer’s instructions. One day post-transfection, cells were infected with VSV-luc (VSV-G) with an MOI 3 for 1 h, rinsed three times with PBS containing Ca2+/Mg2+, then incubated for additional 24 h in complete media at 37°C. The cell supernatant was clarified by centrifugation, aliquoted, and frozen at −80°C.
VSV pseudovirus generation used on Vero E6-TMPRSS2 cells
Comparison of Omicron SARS-CoV-2 S VSV to SARS-CoV-2 G614 S (YP 009724390.1) VSV and Beta S VSV used pseudotyped particles prepared as described previously9,56. Briefly, HEK293T cells in DMEM supplemented with 10% FBS, 1% PenStrep seeded in 10-cm dishes were transfected with the plasmid encoding for the corresponding S glycoprotein using lipofectamine 2000 (Life Technologies) following the manufacturer’s instructions. One day post-transfection, cells were infected with VSV(G*ΔG-luciferase)57 and after 2 h were washed five times with DMEM before adding medium supplemented with anti-VSV-G antibody (I1- mouse hybridoma supernatant, CRL- 2700, ATCC). Virus pseudotypes were harvested 18–24 h post-inoculation, clarified by centrifugation at 2,500 x g for 5 min, filtered through a 0.45 μm cut off membrane, concentrated 10 times with a 30 kDa cut off membrane, aliquoted and stored at −80°C.
VSV pseudovirus neutralization
Assay performed using Vero E6 cells
Vero-E6 were grown in DMEM supplemented with 10% FBS and seeded into clear bottom white 96 well plates (PerkinElmer, 6005688) at a density of 20,000 cells per well. The next day, mAbs or plasma were serially diluted in pre-warmed complete media, mixed with pseudoviruses and incubated for 1 h at 37°C in round bottom polypropylene plates. Media from cells was aspirated and 50 µl of virus-mAb/plasma complexes were added to cells and then incubated for 1 h at 37°C. An additional 100 µL of prewarmed complete media was then added on top of complexes and cells incubated for an additional 16–24 h. Conditions were tested in duplicate wells on each plate and eight wells per plate contained untreated infected cells (defining the 0% of neutralization, “MAX RLU” value) and infected cells in the presence of S309 and S2X259 at 20 µg/ml each (defining the 100% of neutralization, “MIN RLU” value). Virus-mAb/plasma-containing media was then aspirated from cells and 100 µL of a 1:2 dilution of SteadyLite Plus (Perkin Elmer, 6066759) in PBS with Ca++ and Mg++ was added to cells. Plates were incubated for 15 min at room temperature and then were analyzed on the Synergy-H1 (Biotek). Average of Relative light units (RLUs) of untreated infected wells (MAX RLUave) was subtracted by the average of MIN RLU (MIN RLUave) and used to normalize percentage of neutralization of individual RLU values of experimental data according to the following formula: (1-(RLUx – MIN RLUave) / (MAX RLUave – MIN RLUave)) x 100. Data were analyzed and visualized with Prism (Version 9.1.0). IC50 (mAbs) and ID50 (plasma) values were calculated from the interpolated value from the log(inhibitor) versus response, using variable slope (four parameters) nonlinear regression with an upper constraint of ≤100, and a lower constrain equal to 0. Each neutralization experiment was conducted on two independent experiments, i.e., biological replicates, where each biological replicate contains a technical duplicate. IC50 values across biological replicates are presented as arithmetic mean ± standard deviation. The loss or gain of neutralization potency across spike variants was calculated by dividing the variant IC50/ID50 by the parental IC50/ID50 within each biological replicate, and then visualized as arithmetic mean ± standard deviation.
Assay performed using Vero E6-TMPRSS2 cells
VeroE6-TMPRSS2 were cultured in DMEM with 10% FBS (Hyclone), 1% PenStrep and 8 µg/mL puromycin (to ensure retention of TMPRSS2) with 5% CO2 in a 37°C incubator (ThermoFisher). Cells were trypsinized using 0.05% trypsin and plated to be at 90% confluence the following day. In an empty half-area 96-well plate, a 1:3 serial dilution of sera was made in DMEM and diluted pseudovirus was then added and incubated at room temperature for 30–60 min before addition of the sera-virus mixture to the cells at 37°C. 2 hours later, 40 μL of a DMEM solution containing 20% FBS and 2% PenStrep (ThermoFisher, 10,000 units/mL of penicillin and 10,000 µg/mL of streptomycin when undiluted) was added to each well. After 17–20 hours, 40 μL/well of One-Glo-EX substrate (Promega) was added to the cells and incubated in the dark for 5–10 min prior to reading on a BioTek plate reader. Measurements were done at least in duplicate using distinct batches of pseudoviruses and one representative experiment is shown. Relative luciferase units were plotted and normalized in Prism (GraphPad). Nonlinear regression of log(inhibitor) versus normalized response was used to determine IC50 values from curve fits. Normality was tested using the D’Agostino-Pearson test and in the absence of a normal distribution, Kruskal-Wallis tests were used to compare two groups to determine whether differences reached statistical significance. Fold changes were determined by comparing individual IC50 and then averaging the individual fold changes for reporting.
Focus reduction neutralization test
The WA1/2020 strain with a D614G substitution was described previously58. The B.1.1.529 isolate (hCoV-19/USA/WI-WSLH-221686/2021) was obtained from a nasal swab and passaged on Vero-TMPRSS2 cells as described59. The B.1.1.529 isolate was sequenced (GISAID: EPI_ISL_7263803) to confirm the stability of substitutions. All virus experiments were performed in an approved biosafety level 3 (BSL-3) facility.
Serial dilutions of sotrovimab were incubated with 102 focus-forming units (FFU) of SARS-CoV-2 (WA1/2020 D614G or B.1.1.529) for 1 h at 37°C. Antibody-virus complexes were added to Vero-TMPRSS2 cell monolayers in 96-well plates and incubated at 37°C for 1 h. Subsequently, cells were overlaid with 1% (w/v) methylcellulose in MEM. Plates were harvested at 30 h (WA1/2020 D614G on Vero-TMPRSS2 cells) or 70 h (B.1.1.529 on Vero-TMPRSS2 cells) later by removal of overlays and fixation with 4% PFA in PBS for 20 min at room temperature. Plates with WA1/2020 D614G were washed and sequentially incubated with an oligoclonal pool of SARS2-2, SARS2-11, SARS2-16, SARS2-31, SARS2-38, SARS2-57, and SARS2-7160 anti-S antibodies. Plates with B.1.1.529 were additionally incubated with a pool of mAbs that cross-react with SARS-CoV-1 and bind a CR3022-competing epitope on the RBD61. All plates were subsequently stained with HRP-conjugated goat anti-mouse IgG (Sigma, A8924) in PBS supplemented with 0.1% saponin and 0.1% bovine serum albumin. SARS-CoV-2-infected cell foci were visualized using TrueBlue peroxidase substrate (KPL) and quantitated on an ImmunoSpot microanalyzer (Cellular Technologies). Antibody-dose response curves were analyzed using non-linear regression analysis with a variable slope (GraphPad Software), and the half-maximal inhibitory concentration (IC50) was calculated.
VSV pseudovirus entry assays using mouse ACE2
HEK293T (293T) cells (ATCC CRL-11268) were cultured in 10% FBS, 1% PenStrep DMEM at 37°C in a humidified 8% CO2 incubator. Transient transfection of mouse ACE2 in 293T cells was done 18–24 hours prior to infection using Lipofectamine 2000 (Life Technologies) and an HDM plasmid containing full length Mouse ACE2 (GenBank: Q8R010, synthesized by GenScript) in OPTIMEM. After 5 hr incubation at 37°C in a humidified 8% CO2 incubator, DMEM with 10% FBS was added and cells were incubated at 37°C in a humidified 8% CO2 incubator for 18–24 hr. Immediately prior to infection, 293T cells with transient expression of mouse ACE2 were washed with DMEM 1x, then plated with pseudovirus at a 1:75 dilution in DMEM. Infection in DMEM was done with cells between 60–80% confluence for 2.5 hr prior to adding FBS and PenStrep to final concentrations of 10% and 1%, respectively. Following 18–24 hr of infection, One-Glo-EX (Promega) was added to the cells and incubated in the dark for 5 min before reading on a Synergy H1 Hybrid Multi-Mode plate reader (Biotek). Cell entry levels of pseudovirus generated on different days (biological replicates) were plotted in GraphPad Prism as individual points, and average cell entry across biological replicates was calculated as the geometric mean.
Recombinant RBD protein production
SARS-CoV-2 RBD proteins for SPR binding assays (residues 328–531 of S protein from GenBank NC_045512.2 with N-terminal signal peptide and C-terminal thrombin cleavage site-TwinStrep-8xHis-tag) were expressed in Expi293F (Thermo Fisher Scientific) cells at 37°C and 8% CO2. Transfections were performed using the ExpiFectamine 293 Transfection Kit (Thermo Fisher Scientific). Cell culture supernatants were collected two to four days after transfection and supplemented with 10x PBS to a final concentration of 2.5x PBS (342.5 mM NaCl, 6.75 mM KCl and 29.75 mM phosphates). SARS-CoV-2 RBDs were purified using cobalt-based immobilized metal affinity chromatography followed by buffer exchange into PBS using a HiPrep 26/10 desalting column (Cytiva) or, for the 2nd batch of Omicron RBD used for SPR, a Superdex 200 Increase 10/300 GL column (Cytiva).
The SARS-CoV-2 Wuhan-Hu-1 and Delta (B.1.617.2) RBD-Avi constructs were synthesized by GenScript into pcDNA3.1- with an N-terminal mu-phosphatase signal peptide and a C-terminal octa-histidine tag, flexible linker, and avi tag (GHHHHHHHHGGSSGLNDIFEAQKIEWHE). The boundaries of the construct are N-328RFPN331 and 528KKST531-C9,14. Proteins were produced in Expi293F cells (ThermoFisher Scientific) grown in suspension using Expi293 Expression Medium (ThermoFisher Scientific) at 37°C in a humidified 8% CO2 incubator rotating at 130 rpm. Cells grown to a density of 3 million cells per mL were transfected using the ExpiFectamine 293 Transfection Kit (ThermoFisher Scientific) and cultivated for 3–5 days. Proteins were purified from clarified supernatants using a nickel HisTrap HP affinity column (Cytiva) and washed with ten column volumes of 20 mM imidazole, 25 mM sodium phosphate pH 8.0, and 300 mM NaCl before elution on a gradient to 500 mM imidazole. Proteins were biotinylated overnight using the BirA Biotin-Protein Ligase Kit (Avidity) and purified again using the HisTrapHP affinity column. After a wash and elution as before, proteins were buffer exchanged into 20 mM sodium phosphate pH 8 and 100 mM NaCl, and concentrated using centrifugal filters (Amicon Ultra) before being flash frozen.
Recombinant production of ACE2 orthologs
Recombinant human ACE2 (residues 19–615 from Uniprot Q9BYF1 with a C-terminal AviTag-10xHis-GGG-tag, and N-terminal signal peptide) was produced by ATUM. Protein was purified via Ni Sepharose resin followed by isolation of the monomeric hACE2 by size exclusion chromatography using a Superdex 200 Increase 10/300 GL column (Cytiva) pre-equilibrated with PBS. The mouse (Mus musculus) ACE2 ectodomain construct (GenBank: Q8R0I0) was synthesized by GenScript and placed into a pCMV plasmid. The domain boundaries for the ectodomain are residues 19–615. The native signal tag was identified using SignalP-5.0 (residues 1–18) and replaced with a N-terminal mu-phosphatase signal peptide. This construct was then fused to a sequence encoding thrombin cleavage site and a human Fc fragment or a 8x His tag at the C-terminus. ACE2-Fc and ACE2 His constructs were produced in Expi293 cells (Thermo Fisher A14527) in Gibco Expi293 Expression Medium at 37°C in a humidified 8% CO2 incubator rotating at 130 rpm. The cultures were transfected using PEI-25K (Polyscience) with cells grown to a density of 3 million cells per mL and cultivated for 4–5 days. Proteins were purified from clarified supernatants using a 1 mL HiTrap Protein A HP affinity column (Cytiva) or a 1 mL HisTrap HP affinity column (Cytiva), concentrated and flash frozen in 1x PBS, pH 7.4 (10 mM Na2HPO4, 1.8 mM KH2PO4, 2.7 mM KCl, 137 mM NaCl).
ACE2 binding measurements using surface plasmon resonance
Measurements were performed using a Biacore T200 instrument, in triplicate for monomeric human and mouse ACE2 and duplicate for dimeric mouse ACE2. A CM5 chip covalently immobilized with StrepTactin XT (IBA LifeSciences) was used for surface capture of TwinStrepTag-containing RBDs (Wuhan-Hu-1, Alpha, Beta, Omicron, K417N) and a Cytiva Biotin CAPture Kit was used for surface capture of biotinylated RBDs (Delta and Wuhan-Hu-1 used for fold-change comparison to Delta). Two different batches of Omicron RBD were used for the experiments. Running buffer was HBS-EP+ pH 7.4 (Cytiva) and measurements were performed at 25 °C. Experiments were performed with a 3-fold dilution series of human ACE2 (300, 100, 33, 11 nM) or mouse ACE2 (900, 300, 100, 33 nM) and were run as single-cycle kinetics. Monomeric ACE2 binding data were double reference-subtracted and fit to a 1:1 binding model using Biacore Evaluation software. High concentrations of dimeric mouse ACE2 exhibited significant binding to the CAP sensor chip reference flow cell.
Statistical analysis
Neutralization measurements were performed in duplicate and relative luciferase units were converted to percent neutralization and plotted with a non-linear regression model to determine IC50/ID50 values using GraphPad PRISM software (version 9.0.0). Comparisons between two groups of paired two-sided data were made with Wilcoxon rank test.
Data availability
All datasets generated and information presented in the study are available from the corresponding authors on reasonable request.
Extended Data
Extended Data Table 1.
2–4 weeks after infection/2nd vaccine dose | Dating of SARS-CoV-2 infection | Figure | Nr. | Females | Males | Age (average, range) |
---|---|---|---|---|---|---|
| ||||||
Wild type SARS-CoV-2-infected convalescent | 29 | 10 | 19 | 56, 34–73 | ||
Ospedale Luigi Sacco | Mar-Apr 2020 | 2b | 11 | 1 | 10 | 56, 34–73 |
Swiss volunteers | Mar 2020 | 2b | 1 | 1 | 52, 52–52 | |
HAARVI (University of Washington) | Mar-Apr 2020 | 2a | 17 | 9 | 8 | 51, 25–78 |
| ||||||
Previously infected BNT162b2-vaccinated | 29 | 19 | 10 | 39, 26–56 | ||
Clinica Luganese Moncucco | Mar-Nov 2020 | 2b | 4 | 3 | 1 | 38, 27–54 |
Ente Ospedaliero Cantonale (EOC) | Mar 2020-Jan 2021 | 2b | 18 | 14 | 4 | 39, 26–56 |
EOC, dialysis pts | Mar 2020-Jan 2021 | 2c | 7 | 2 | 5 | 69, 48–87 |
| ||||||
Naïve BNT162b2-vaccinated | 99 | 49 | 50 | 43, 24–67 | ||
Clinica Luganese Moncucco | 2b | 7 | 4 | 3 | 42, 28–50 | |
Ente Ospedaliero Cantonale (EOC) | 2b | 18 | 13 | 5 | 43, 24–67 | |
EOC, dialysis pts | 2c | 55 | 22 | 33 | 74, 29–97 | |
HAARVI (University of Washington) | 2a | 17 | 10 | 7 | 45, 22–76 | |
| ||||||
Naïve mRNA-1273-vaccinated | 40 | 25 | 15 | |||
Innovative Research, Novi Michigan (1 week after 2nd dose) |
2b | 20 | 14 | 6 | 58, 34–74 | |
EOC, dialysis pts | 2c | 8 | 2 | 6 | 85, 81–92 | |
HAARVI (University of Washington) | 2a | 14 | 9 | 5 | 47, 23–79 | |
| ||||||
Naïve ChAdOx1-vaccinated | ||||||
INGM, Ospedale Maggio Policlinico | 2a | 17 | 13 | 4 | 38, 29–51 | |
| ||||||
Naïve Sputnik V-vaccinated | ||||||
Hospital de Clínicas José de San San Martin, Buenos Aires |
2a | 11 | 7 | 4 | 42, 30–58 | |
| ||||||
Naïve BBIBP-CorV-vaccinated | ||||||
Aga Khan University | 2a | 13 | 9 | 4 | 30, 25–39 | |
| ||||||
1–19 weeks after 1st vaccine dose | Nr. | Females | Males | Age (average, range) | ||
| ||||||
Naïve Ad26.COV2.S-vaccinated | ||||||
HAARVI (University of Washington) | 2a | 12 | 6 | 6 | 33, 23–60 | |
| ||||||
Total | 250 | 138 | 112 |
Extended Data Table 2.
mAb | Domain (site) | VH usage | Source days after symptom onset | IC50 Wu-Hu-1 (ng/ml) | IC50 Omicron (ng/ml) | PDB/EMD | Ref. |
---|---|---|---|---|---|---|---|
sotrovimab | RBD (IV) | 3–23 | SARS-CoV immune | 90.6 | 260 | 6WPS, 7JX3 | 2–4,9,40,62,63 |
209 (R346K) | |||||||
179 (WA1/2020) |
320 (hCoV-19/USA/WI-WSLH-221686/2021) | ||||||
VIR-7832* | RBD (IV) | 3–23 | SARS-CoV immune | 53.2 | 165 | 6WPS, 7JX3 | 2–4,9,40,62,63 |
CT-P59 | RBD (I/RBM) | N/A | SARS-CoV-2 immune | 4.3 | >10’000 | 7CM4 | 64,65 |
COV2-2130 | RBD (I/RBM) | 3–15 | SARS-CoV-2 immune | 8.1 | 2772 | 7L7E | 36,37 |
COV2-2196 | RBD (I/RBM) | 1–58 | SARS-CoV-2 immune | 4.3 | >10’000 | 7L7E, 7L7D | 36,37 |
2130+2196 | 3.8 | 418 | |||||
REGN10933 | RBD (I/RBM) | 3–11 | SARS-CoV-2 huIg mice | 8.9 | >10’000 | 6XDG | 31,32,66–68 |
REGN10987 | RBD (I/RBM) | 3–30 | SARS-CoV-2 immune | 25.1 | >10’000 | 6XDG | 31,32,66–68 |
103933+10987 | 7.2 | >10’000 | |||||
LY-CoV555 | RBD (I/RBM) | 1–69 | SARS-CoV-2 immune | 21.3 | >10’000 | 7KMG | 34,35,69,70 |
LY-CoV016 | RBD (I/RBM) | 3–66 | SARS-CoV-2 immune | 59.2 | >10’000 | 7C01 | 33 |
555+016 | 23 | >10’000 | |||||
S2D106 | RBD (I/RBM) | 1–69 | Hosp. (98) | 9.1 | >10’000 | 7R7N | 4,38 |
S2D8 | RBD (I/RBM) | 3–23 | Hosp. (49) | 7.3 | >10’000 | 38 | |
S2D97 | RBD (I/RBM) | 2–5 | Hosp. (98) | 5.3 | >10’000 | 38 | |
S2E12 | RBD (I/RBM) | 1–58 | Hosp. (51) | 3.7 | 896 | 7K4N, 7R6X | 4,38,40,44 |
S2H14 | RBD (I/RBM) | 3–15 | Sympt. (17) | 625 | >10’000 | 7JX3 | 4,12,38 |
S2H19 | RBD (I/RBM) | 3–15 | Sympt. (45) | 361 | >10’000 | 38 | |
S2H58 | RBD (I/RBM) | 1–2 | Sympt. (45) | 5.4 | >10’000 | 4,38 | |
S2H7 | RBD (I/RBM) | 3–66 | Sympt. (17) | 607 | >10’000 | 38 | |
S2H70 | RBD (I/RBM) | 1–2 | Sympt. (45) | 145 | >10’000 | 38 | |
S2H71 | RBD (I/RBM) | 2–5 | Sympt. (45) | 10.6 | 993 | 38 | |
S2M11 | RBD (I/RBM) | 1–2 | Hosp. (46) | 1.0 | >10’000 | 7K43 | 9,38,44 |
S2N12 | RBD (I/RBM) | 4–39 | Hosp. (51) | 11.8 | 10.8 | 38 | |
S2N22 | RBD (I/RBM) | 3–23 | Hosp. (51) | 8.4 | 919 | 38 | |
S2N28 | RBD (I/RBM) | 3–30 | Hosp. (51) | 5.8 | 17.1 | 38 | |
S2X128 | RBD (I/RBM) | 1–69-2 | Sympt. (75) | 23.2 | >10’000 | 38 | |
S2X16 | RBD (I/RBM) | 1–69 | Sympt. (48) | 6.2 | >10’000 | 4,38 | |
S2X192 | RBD (I/RBM) | 1–69 | Sympt. (75) | 223 | >10’000 | 38 | |
S2X30 | RBD (I/RBM) | 1–69 | Sympt. (48) | 7.2 | 1750 | 38 | |
S2X324 | RBD (I/RBM) | 2–5 | Sympt. (125) | 2.6 | 3.0 | 21 | |
S2X58 | RBD (I/RBM) | 1–46 | Sympt. (48) | 11.1 | >10’000 | EMD-24607 | 4,38 |
S2K146 | RBD (I/RBM) | 3–43 | Sympt. (35) | 14.2 | 12.6 | pending | 1 |
S2H13 | RBD (I/RBM) | 3–7 | Sympt. (17) | 628 | >10’000 | 7JV4 | 4,12 |
ADI-58125 | RBD (II) | 3–23 | SARS-CoV immune | 9.3 | 1703 | 71 | |
S2H90 | RBD (II) | 4–61 | Sympt. (81) | 37 | >10’000 | 38 | |
S2K63v2 | RBD (II) | 3–30 | Sympt. (118) | 129 | >10’000 | 21 | |
S2L37 | RBD (II) | 3–13 | Hosp. (51) | 1496 | >10’000 | 21 | |
S2X259 | RBD (II) | 1–69 | Sympt. (75) | 81.8 | 193.6 | 7RA8, 7M7W | 3 |
S2X35 | RBD (II) | 1–18 | Sympt. (48) | 58.6 | 7999 | 7R6W | 4,12 |
S2X219 | RBD (II) | 3–53 | Sympt. (75) | 9.8 | 268.3 | ||
S304 | RBD (II) | 3–13 | SARS-CoV immune | 4603 | >10’000 | 7JX3 | 4,12 |
S2A4 | RBD (II) | 3–7 | Hosp. (24) | 2285 | >10’000 | 7JVC | 12 |
S2H97 | RBD (V) | 5–51 | Sympt. (81) | 280 | 1368 | 7M7W | 4 |
S2L50 | NTD (i) | 4–59 | Hosp. (52) | 338 | >10’000 | 45 | |
S2X28 | NTD (i) | 3–30 | Sympt. (48) | 423 | >10’000 | EMD-23584 | 45 |
S2X303 | NTD (i) | 2–5 | Sympt. (125) | 4.5 | >10’000 | 7SOF, 7SOE | 9,45 |
S2X333 | NTD (i) | 3–33 | Sympt. (125) | 13 | >10’000 | 7LXW, 7LXY | 9,40,45 |
Extended Data Table.
mAb | Domain (site)* | VH usage | Source (DSO) | IC50 WT (ng/ml) | IC50 Omicron (ng/ml) | Ref. |
---|---|---|---|---|---|---|
sotrovimab | RBD (IV) | 3–23 | SARS-CoV immune donor | 90.6 | 260.1 | 1–7 |
VIR-7832 | RBD (IV) | 3–23 | SARS-CoV immune donor | 53.2 | 164.6 | 1–7 |
regdanvimab | RBD (I/RBM) | N/A | SARS- CoV-2 immune donor | 4.3 | und. | 8,9 |
cilgavimab | RBD (I/RBM) | 3–15 | SARS- CoV-2 immune donor | 8.1 | 2772 | 10,11 |
tixagevimab | RBD (I/RBM) | 1–58 | SARS- CoV-2 immune donor | 4.3 | und. | 10,11 |
casirivimab | RBD (I/RBM) | 3–11 | SARS-CoV-2- immunized huIg mice | 8.9 | und. | 12–16 |
imdevimab | RBD (I/RBM) | 3–30 | SARS- CoV-2 immune donor | 25.1 | und. | 12–16 |
bamlanivimab | RBD (I/RBM) | 1–69 | SARS-CoV-2 immune donor | 21.3 | und. | 17–20 |
etesevimab | RBD (I/RBM) | 3–66 | SARS-CoV-2 immune donor | 59.2 | und. | 21 |
S2D106 | RBD (I/RBM) | 1–69 | Hosp. (98) | 9.1 | und. | 5,22 |
S2D8 | RBD (I/RBM) | 3–23 | Hosp. (49) | 7.3 | und. | 22 |
S2D97 | RBD (I/RBM) | 2–5 | Hosp. (98) | 5.3 | und. | 22 |
S2E12 | RBD (I/RBM) | 1–58 | Hosp. (51) | 3.7 | 896 | 2,5,22,23 |
S2H14 | RBD (I/RBM) | 3–15 | Sympt. (17) | 624.8 | und. | 5,22,24 |
S2H19 | RBD (I/RBM) | 3–15 | Sympt. (45) | 361.1 | und. | 22 |
S2H58 | RBD (I/RBM) | 1–2 | Sympt. (45) | 5.4 | und. | 5,22 |
S2H7 | RBD (I/RBM) | 3–66 | Sympt. (17) | 607 | und. | 22 |
S2H70 | RBD (I/RBM) | 1–2 | Sympt. (45) | 145 | und. | 22 |
S2H71 | RBD (I/RBM) | 2–5 | Sympt. (45) | 10.6 | 993 | 22 |
S2M11 | RBD (I/RBM) | 1–2 | Hosp. (46) | 1.0 | und. | 7,22,23 |
S2N12 | RBD (I/RBM) | 4–39 | Hosp. (51) | 11.8 | 10.8 | 22 |
S2N22 | RBD (I/RBM) | 3–23 | Hosp. (51) | 8.4 | 919 | 22 |
S2N28 | RBD (I/RBM) | 3–30 | Hosp. (51) | 5.8 | 17.1 | 22 |
S2X128 | RBD (I/RBM) | 1–69-2 | Sympt. (75) | 23.2 | und. | 22 |
S2X16 | RBD (I/RBM) | 1–69 | Sympt. (48) | 6.2 | und. | 5,22 |
S2X192 | RBD (I/RBM) | 1–69 | Sympt. (75) | 223.3 | und. | 22 |
S2X30 | RBD (I/RBM) | 1–69 | Sympt. (48) | 7.2 | 1750 | 22 |
S2X324 | RBD (I/RBM) | 2–5 | Sympt. (125) | 2.6 | 3.0 | 25 |
S2X58 | RBD (I/RBM) | 1–46 | Sympt. (48) | 11.1 | und. | 5,22 |
S2K146 | RBD (I/RBM) | 3–43 | Sympt. (35) | 14.2 | 12.6 | 26 |
S2H13 | RBD (I/RBM) | 3–7 | Sympt. (17) | 628.3 | und. | 5,24 |
ADI-58125 | RBD (I/II) | 3–23 | SARS-CoV immune donor | 9.3 | 1703 | Patent WO2021207597 |
S2H90 | RBD (II) | 4–61 | Sympt. (81) | 37.3 | und. | 22 |
S2K63v2 | RBD (II) | 3–30 | Sympt. (118) | 129.1 | und. | 25 |
S2L37 | RBD (II) | 3–13 | Hosp. (51) | 1496 | und. | 25 |
S2X259 | RBD (II) | 1–69 | Sympt. (75) | 81.8 | 193.6 | 4 |
S2X35 | RBD (II) | 1–18 | Sympt. (48) | 58.6 | 7999 | 5,24 |
S2X219 | RBD (II) | 3–53 | Sympt. (75) | 9.8 | 268.3 | - |
S304 | RBD (II) | 3–13 | SARS-CoV immune donor | 4603 | und. | 5,24 |
S2A4 | RBD (II) | 3–7 | Hosp. (24) | 2285 | und. | 24 |
S2H97 | RBD (V) | 5–51 | Sympt. (81) | 279.7 | 1368 | 5 |
S2L50 | NTD (i) | 4–59 | Hosp. (52) | 337.9 | und. | 27 |
S2X28 | NTD (i) | 3–30 | Sympt. (48) | 422.7 | und. | 27 |
S2X303 | NTD (i) | 2–5 | Sympt. (125) | 4.5 | und. | 7,27 |
S2X333 | NTD (i) | 3–33 | Sympt. (125) | 13 | und. | 2,7,27 |
DSO, days after symptom onset. N/A, not available.
Supplementary Material
Acknowledgements
We thank Hideki Tani (University of Toyama) for providing the reagents necessary for preparing VSV pseudotyped viruses. This study was supported by the National Institute of Allergy and Infectious Diseases (DP1AI158186 and HHSN272201700059C to D.V.), a Pew Biomedical Scholars Award (D.V.), an Investigators in the Pathogenesis of Infectious Disease Awards from the Burroughs Wellcome Fund (D.V.), Fast Grants (D.V.), the National Institute of General Medical Sciences (5T32GM008268-32 to SKZ). D.V. is an Investigator of the Howard Hughes Medical Institute. OG is funded by the Swiss Kidney Foundation. This work was supported, in part, by the National Institutes of Allergy and Infectious Diseases Center for Research on Influenza Pathogenesis (HHSN272201400008C), Center for Research on Influenza Pathogenesis and Transmission (CRIPT) (75N93021C00014), and the Japan Program for Infectious Diseases Research and Infrastructure (JP21wm0125002) from the Japan Agency for Medical Research and Development (AMED).
Footnotes
Competing interests
E.C., K.C., C.S., D.P., F.Z., A.D.M., A.L., L.P., M.S.P., D.C., H.K., J.N., N.F., J.diI., L.E.R., N.C., C.H.D., K.R.S., J.R.D., A.E.P., A.C., C.M., L.Y., D.S., L.S., L.A.P. , C.H., A.T., H.W.V. and G.S. are employees of Vir Biotechnology Inc. and may hold shares in Vir Biotechnology Inc. L.A.P. is a former employee and shareholder in Regeneron Pharmaceuticals. Regeneron provided no funding for this work. H.W.V. is a founder and hold shares in PierianDx and Casma Therapeutics. Neither company provided resources. The Veesler laboratory has received a sponsored research agreement from Vir Biotechnology Inc. HYC reported consulting with Ellume, Pfizer, The Bill and Melinda Gates Foundation, Glaxo Smith Kline, and Merck. She has received research funding from Emergent Ventures, Gates Ventures, Sanofi Pasteur, The Bill and Melinda Gates Foundation, and support and reagents from Ellume and Cepheid outside of the submitted work. M.S.D. is a consultant for Inbios, Vir Biotechnology, Senda Biosciences, and Carnival Corporation, and on the Scientific Advisory Boards of Moderna and Immunome. The Diamond laboratory has received funding support in sponsored research agreements from Moderna, Vir Biotechnology, and Emergent BioSolutions. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All datasets generated and information presented in the study are available from the corresponding authors on reasonable request.