Abstract
The impact of previous SARS-CoV-2 infection on the durability of Ad26.COV2.S vaccine-elicited responses, and the effect of homologous boosting has not been well explored. We followed a cohort of healthcare workers for 6 months after receiving the Ad26.COV2.S vaccine and a further one month after they received an Ad26.COV2.S booster dose. We assessed longitudinal spike-specific antibody and T cell responses in individuals who had never had SARS-CoV-2 infection, compared to those who were infected with either the D614G or Beta variants prior to vaccination. Antibody and T cell responses elicited by the primary dose were durable against several variants of concern over the 6 month follow-up period, regardless of infection history. However, at 6 months after first vaccination, antibody binding, neutralization and ADCC were as much as 33-fold higher in individuals with hybrid immunity compared to those with no prior infection. Antibody cross-reactivity profiles of the previously infected groups were similar at 6 months, unlike at earlier time points suggesting that the effect of immune imprinting diminishes by 6 months. Importantly, an Ad26.COV2.S booster dose increased the magnitude of the antibody response in individuals with no prior infection to similar levels as those with previous infection. The magnitude of spike T cell responses and proportion of T cell responders remained stable after homologous boosting, concomitant with a significant increase in long-lived early differentiated CD4 memory T cells. Thus, these data highlight that multiple antigen exposures, whether through infection and vaccination or vaccination alone, result in similar boosts after Ad26.COV2.S vaccination.
Keywords: SARS-CoV-2, Ad26.COV2.S vaccine, antibodies, neutralization, ADCC, T cells, memory differentiation, hybrid immunity
Introduction
The Ad26.COV2.S vaccine, developed by Johnson and Johnson, is an adenovirus vector-based vaccine initially rolled out as a single dose regimen that conferred 85% efficacy against severe disease caused by SARS-CoV-2 (Sadoff et al., 2021a, 2021b). However, as variants of concern (VOCs) emerged, vaccine efficacy and effectiveness against infection and symptomatic disease decreased and hence, in South Africa, a booster dose was recommended (Feikin et al., 2022; Gray et al., 2022; Lin et al., 2022; Naranbhai et al., 2021; Rosenberg et al., 2021). A booster dose of the Ad26.COV2.S vaccine was reported to confer 75% protection against moderate to severe COVID-19 disease prior to the emergence of the Delta variant (Hardt et al., 2022) and this was consistent with the booster vaccine effectiveness of 72% against hospitalization during the Omicron BA.1 wave in South Africa (Gray et al., 2022).
As the pandemic progressed, the proportion of those with hybrid immunity increased substantially (Crotty, 2021). In South Africa, it is now estimated that the majority of individuals in the population have been infected with SARS-CoV-2 (Bingham et al., 2022; Madhi et al., 2022a; Sykes et al., 2021). We and others have shown that individuals infected with SARS-CoV-2 prior to, or following, vaccination have significantly increased humoral responses compared to those with infection or vaccination alone (Keeton et al., 2021; Kitchin et al., 2022; Reynolds et al., 2021; Stamatatos et al., 2021). Specifically, Ad26.COV2.S vaccinees who were previously infected with either D614G or Beta showed significantly boosted binding, neutralizing and ADCC responses. Conversely, prior SARS-CoV-2 infection did not significantly impact the magnitude of spike-specific-CD4 or CD8 T cell responses (Keeton et al., 2021). Similar results were obtained with ChAdOx nCov-19, another adenovirus-based vaccine, where a single dose of ChAdOx nCov-19 administered to participants previously infected with SARS-CoV-2 enhanced cross-reactive neutralizing antibody responses 1 month after vaccination (Chibwana et al., 2022; Madhi et al., 2022b).
Furthermore, “immune imprinting” has been reported, where the sequence of the initial antigen exposure determined the cross-reactivity of the antibody response regardless of subsequent heterologous exposures (Chemaitelly et al., 2022; Keeton et al., 2021; Rodda et al., 2022; Wheatley et al., 2021). In our previous study of Ad26.COV2.S vaccinated healthcare workers (HCWs), participants previously infected with the Beta variant had more cross-reactive antibody responses compared to those previously infected with the D614G variant (Keeton et al., 2021).
Although a number of studies have now assessed the durability of immune responses to the Ad26.CoV.2S vaccine, confirming that Ad26.CoV.2S-induced antibody and T cell responses remain stable over an 8-month period, the impact of previous infection with different variants on the durability of the immune response has not been well described (Barouch et al., 2021; Collier et al., 2021; Khoo et al., 2022; Tan et al., 2022; Zhang et al., 2022). In this study, we longitudinally assessed antibody and T cell responses elicited by Ad26.COV2.S vaccination in a previously described cohort of HCWs who were either SARS-CoV-2 naïve, or had been infected with the D614G or Beta variants prior to vaccination (Keeton et al., 2021). We first defined the magnitude of spike-specific immune responses up to 6 months after vaccination and found these varied in titer, but were durable after a single Ad26.COV2.S dose, regardless of prior infection status. Secondly, we show that a homologous Ad26.COV2.S boost increased the magnitude of the antibody response to similar levels regardless of prior infection status, or the infecting variant, and expanded the proportion of early differentiated memory CD4 T cells specific for spike. Determining the durability, magnitude and boosting potential of immune responses in the context of hybrid immunity, now near universal, remains key to help inform policy on the type and frequency of booster administration, and to better understand immune protection against SARS-CoV-2.
Results
Antibody and T cell responses elicited by Ad26.COV2.S vaccination are maintained for up to 6 months regardless of prior infection
To determine the durability of immune responses following a single dose of Ad26.COV2.S vaccination, we examined longitudinal antibody and T cell responses in a previously-described cohort of HCWs (Keeton et al., 2021). The cohort included COVID-19 naïve participants (Group 1) and participants who had either a D614G (Group 2) or Beta (Group 3) infection prior to Ad26.COV2.S vaccination (Fig. S1A). The median time between SARS-CoV-2 infection and vaccination was 7.2 months for Group 2 (interquartile range (IQR): 6.6-8.6) and 2.4 months for Group 3 (IQR: 1.8-2.7). Blood was drawn 22 days (IQR: 14-29) prior to vaccination for all groups (pre-vax samples) and approximately 1 month (median of 29 days, IQR: 28-34) after vaccination. A subset of these participants (n=13, 14 and 16 for groups 1, 2 and 3, respectively) had follow-up samples taken at approximately 6 months after vaccination enabling us to perform durability studies (Fig. S1A; Fig. S1B). Of these, 6, 10 and 8 participants (groups 1, 2 and 3, respectively) received a Ad26.COV2.S booster dose approximately 9 months after the first vaccination (median of 8.8, IQR: 8.7-8.9) and blood was drawn at a median of 23 days (IQR: 21-24) after the vaccine boost (Fig. S1A; Fig. S1B). As breakthrough infection (BTI) dramatically impacts antibody kinetics and T cell function (Bates et al., 2022; Kitchin et al., 2022), any participants with detectable BTIs were excluded from these analyses (n=9).
We first longitudinally assessed the binding antibody response to D614G using a SARS-CoV-2 spike enzyme linked immunosorbent assay (ELISA), antibody dependent cellular cytotoxicity (ADCC) responses using a FcγRIIIa activation assay and neutralizing antibodies using a pseudovirus-based assay (Fig. 1A–C). Antibody binding responses against D614G significantly increased 1 month after vaccination and remained high at month 6 in all groups. As expected, geometric mean (GM) values were higher in the previously infected groups compared to Group 1 at all tested time points (Fig. 1A).
For ADCC, only participants with prior infection showed a statistically significant increase at 1 month post-vaccination. Infection-naive participants in Group 1 showed a 4-fold increase from baseline, but this was statistically insignificant (Fig. 1B). While ADCC was maintained between 1 and 6 months in Groups 2 and 3 overall, there was considerable variation within the groups, with a substantial proportion of individuals either showing increased or decreased ADCC over this period. This heterogeneity was more pronounced than for the other functions we measured, likely implicating other modulators of Fc effector function including antibody isotype or subclass and glycosylation (Lu et al., 2018).
Neutralizing antibody responses against D614G were significantly increased in all three groups at 1 month after vaccination. Although reduced D614G neutralizing antibody responses were observed between 1 and 6 months post-vaccination (Group 1: geometric mean titer (GMT) of 92 vs 55; Group 2: 3,265 vs 588 and Group 3: 1,333 vs 401, respectively), neutralizing activity remained detectable in most of the samples tested (Fig. 1C). Overall, all three antibody functions were relatively durable against D614G with a slight drop in neutralizing titers and ADCC by 6 months post-vaccination. Antibody levels were significantly higher in the previously infected groups compared to SARS-CoV-2-uninfected participants at each time point tested (Fig.1A–C).
Next, we assessed the durability of spike-specific T cell responses over a 6 month period by measuring IFN-γ, IL-2 and TNF-α cytokine production after stimulation with a peptide pool targeting ancestral spike (Fig. 1D and S2A). As shown previously (Keeton et al., 2021), all groups mounted robust spike-specific CD4 and CD8 T cell responses after primary vaccination (Fig. 1E and F). Spike-specific CD4 T cell response frequencies were well maintained at 6 months post-vaccination in all groups (median: 0.042 vs 0.037, 0.123 vs 0.073, and 0.2 vs 0.114 for groups 1, 2 and 3 respectively) (Fig. 1E). No appreciable change was detected in the proportion of CD4 T cell responders between 1 and 6 months after the initial vaccination in any of the tested groups.
The magnitude of the SARS-CoV-2-specific CD8 T cell response detected at 1 month after vaccination was maintained at 6 months for all groups with no significant reduction in the proportion of responders for Groups 1 and 2 at 6 months (41.7% and 64.3% vs 41.7% and 57.1%, respectively). Interestingly, a 23% increase in responders was detected at 6 months in Group 3 (53.8% at 1 month vs 76.9% at 6 months; Fig. 1F). We also noted that five participants across the 3 groups gained and four lost their CD4 response and a further five gained and four lost a CD8 response at the 6 month time point (Fig. 1E and F). Overall, these results demonstrate that the robust CD4 and CD8 T cell responses generated after primary vaccination are detectable 6 months later.
Hybrid immunity confers high levels of cross-reactivity 6 months after vaccination, regardless of the infecting variant
We next compared antibody functions against SARS-CoV-2 variants D614G, Beta, Delta and Omicron (BA.1) across the three groups 6 months after vaccination to assess the degree and durability of cross-reactivity (Fig. 2A–C; Fig. S3; Fig. S4; Fig. S5). The degree of cross-reactivity for each group is summarized in Fig 2D, which shows the GMT against D614G, Beta, Delta and Omicron variants and SARS-CoV-1 for binding antibodies, neutralization and ADCC. Although the overall dynamics of antibody responses mirrored those observed for D614G, titers against the VOCs and SARS-CoV-1 were much lower as expected (Fig. S3; Fig. S4; Fig. S5). Binding responses were significantly higher in the previously infected Groups 2 and 3, compared to Group 1, with up to 5-fold differences in binding potency (Fig. 2A). This is likely an underestimate of these fold changes, as binding antibody values in Groups 2 and 3 reached the upper limit of detection of the assay. The previously infected groups also displayed substantially elevated ADCC and neutralization activity towards SARS-CoV-2 variants compared to Group 1 (up to 33-fold and 19-fold, respectively) (Fig. 2B; Fig. 2C). Interestingly, despite differences in the infecting variants and the time between infection and vaccination (7 and 2 months, respectively) before vaccination, Group 2 and Group 3 had similar levels of all three antibody functions (Fig. 2A–C; Fig. 2D) except for titers against SARS-CoV-1, which trended higher for Group 3 compared to Group 2 (Fig. 2C; Fig. 2D). Thus, while early immune imprinting resulted in slightly different patterns of cross-reactivity at 1 month post-vaccination (Keeton et al., 2021), these differences did not persist at 6 months after vaccination in this cohort.
Prior infection dampens the boosting of antibody responses
Approximately 9 months after the initial Ad26.COV2.S dose, a subset of participants received an additional Ad26.COV2.S vaccine (n=6, 10 and 8 in Group 1, 2 and 3, respectively, Fig. S1A). Antibody responses against the D614G variant measured 6 months after the first dose were compared to those measured one month after the boost (Fig. 3). In the SARS-CoV-2 naive Group 1 participants, boosting with the Ad26.COV2.S vaccine resulted in a 2-fold increase in binding activity (Fig. 3A), 14-fold increase in ADCC activity (Fig. 3B) and 16-fold increase in neutralization titers (Fig. 3C). The fold increase was lower in participants with prior infection, with no change in binding antibodies, a 3-fold increase in ADCC in groups 2 and 3 and a 6-7 fold increase in neutralizing activity in participants with prior infection after a Ad26.COV2.S booster (Fig. 3B; Fig. 3C). Importantly, one month after the vaccine boost, the antibody binding titer and ADCC activity levels were comparable across all groups, irrespective of the SARS-CoV-2 variant tested (Fig. 3D–E). Although not statistically significant, neutralization potency against the Beta and BA.1 variants was higher in Groups 2 and 3 compared to Group 1 (6- and 10-fold for Beta and 4-to 6-fold for BA.1, respectively) (Fig. 3F).
Ad26.COV2.S boost expands spike-specific early differentiated memory T cells
To determine the effect of a homologous vaccine booster on T cell immunity, we compared the magnitude and memory differentiation phenotype of CD4 and CD8 T cells 6 months after the primary Ad26.COV2.S vaccine and 1 month after the boost in participants for which PBMC samples were available at both time points (n= 5, 10 and 5 for groups 1, 2, and 3, respectively) (Fig. 4A–C). No significant changes were detected in the magnitude of the spike-specific T cell response or the proportion of responders for either CD4 or CD8 T cells before and after boosting in any of the groups. There was however some heterogeneity at the individual level after boosting, with 4/20 participants across all groups having CD4 T cell responses demonstrating increased magnitudes and two gaining a response. Similarly, CD8 T cells had higher cytokine responses in 4/20 participants and three gained a response (Fig. 4B; Fig. 4C).
To investigate the phenotypic characteristics of spike-specific T cell responses, we analyzed their memory differentiation profiles (Fig. 4D–F; Fig. S2B–D). The measurement of CD45RA and CD27 enabled the detection of four distinct CD4 T cell populations, namely naïve-like (CD45RA+CD27+), early differentiated (ED: CD45RA−CD27+), late differentiated (LD: CD45RA−CD27−) and effector (Eff: CD45RA+CD27−) populations, with CD8 T cells having a fifth population of intermediate cells (Int: CD45RA+CD27low) (Fig. 4D). Due to the low number of responders meeting the threshold for phenotypic analysis, we did a bulk analysis combining the three groups. The memory profile of the spike-specific CD4 T cells after the booster vaccination displayed a significant increase in ED (p = 0.032) and a concomitant decrease in LD (p < 0.0001) subsets compared to the 6-month timepoint (median: 68.2% vs 74.9% and 21.9% vs 7.2% respectively; Fig. 4E). No significant differences were detected among the CD8 T cell memory populations (Fig. 4F).
Discussion
Although a single dose of the Ad26.COV2.S vaccine has been shown to induce durable adaptive immune responses (Barouch et al., 2021; Tan et al., 2022), the effect of previous infection on the titer and longevity of these responses and the effect of a homologous boost have not been fully explored. Our data show that while antibody activity elicited by a single Ad26.COV2.S dose was durable up to 6 months after initial vaccination, Fc functionality, antibody neutralization and binding titers remained significantly lower in individuals with no prior infection compared to individuals with hybrid immunity. A homologous vaccine booster resulted in all antibody responses reaching a similar magnitude irrespective of prior SARS-CoV-2 infection, however the magnitude of boosting in the context of hybrid immunity was reduced compared to that of previously uninfected participants. Both CD4 and CD8 SARS-CoV-2 spike-specific T cell responses were sustained 6 months after vaccination in all groups. However, unlike the antibody responses, a homologous boost did not increase the magnitude or proportion of T cell responders but did expand an early differentiated CD4 memory subset. These data suggest that boosting with the Ad26.COV2.S vaccine is beneficial for increasing antibody titers in individuals with no history of prior infection and inducing long-lived CD4 memory T cells in all groups.
We and others have shown that breakthrough infection after vaccination yields substantially higher neutralization, binding and Fc effector functions compared to vaccination alone (Bates et al., 2022; Kitchin et al., 2022; Walls et al., 2021) and leads to better protection from hospitalization and severe disease (Bobrovitz et al., 2023). Here, we extend our previous observation that infection prior to Ad26.COV2.S vaccination results in superior responses compared to vaccination alone. This latter form of hybrid immunity is likely the most relevant current immune scenario for South Africa, which has extremely high population seropositivity (Bingham et al., 2022; Madhi et al., 2022a; Sykes et al., 2021).
Interestingly, our study differs from the ChAdOx1 nCoV-19 vaccine where individuals who were seropositive at the start of the study did not have increased neutralizing titers after the second dose of the vaccine (Gelanew et al., 2022; Madhi et al., 2022b). The ChAdOx1 nCoV-19 vaccine, also an adenovirus-based vaccine but not based on the stabilized spike protein, elicited antibodies that were maintained for up to 6 months post-vaccination in seropositive individuals, but large drops were observed in seronegative individuals (Madhi et al., 2022b). In our study, both baseline seronegative and seropositive groups maintained their antibody levels. This may be a consequence of the stabilized spike in combination with the adenoviral delivery system used in the Ad26.COV2.S vaccine inducing a more durable response, differences in infection timing or participant characteristics between the studies.
We found that in individuals with prior infection, ADCC is only slightly boosted after a single Ad26.COV2.S dose. Additionally, ADCC shows more heterogeneity in decay of activity compared to neutralization over 6 months in vaccinees with prior infection. Others have found that the Fc response is not only quantitatively higher for individuals who received mRNA vaccination with prior infection but also qualitatively superior (Bowman et al., 2022). While known to occur following Ad26.COV2.S administration, Fc effector function has not previously been assessed longitudinally or in the context of Ad26.COV2.S hybrid immunity (Alter et al., 2021; Richardson et al., 2022). This study focused on binding, neutralization and ADCC, but there are several additional antibody functions that could be examined in the context of hybrid immunity, including antibody dependent cellular phagocytosis and complement deposition. Therefore, assessing whether our findings are applicable beyond ADCC for adenoviral vectors would be beneficial.
Different SARS-CoV-2 variants have been shown to elicit varying immune responses, which may also impact the quantity and quality of the subsequent vaccine-induced responses (Dupont et al., 2021; Keeton et al., 2021; Moyo-Gwete et al., 2021; van der Straten et al., 2022). This phenomenon, known as “immune imprinting”, has been widely reported for influenza infection and vaccination (Belongia et al., 2016; Fonville et al., 2014). Previously, we reported that prior infection one month after Ad26.COV2.S vaccine primes the immune system in different ways, depending on the infecting variant (Keeton et al., 2021). In this study, we saw slightly higher neutralization of Beta and BA.1 in Group 2 (infected with Beta) one month after a homologous boost. However, overall, we did not find strong evidence for immune imprinting leading to differing cross-reactivity at 6 months after vaccination in individuals who were infected with the D614G or Beta variants prior to vaccination. This may be a consequence of antibody maturation by somatic hypermutation leading to broadening of responses regardless of the prior infecting variant. There is evidence of continual somatic hypermutation as a result of persistent viral antigen in the gut after SARS-CoV-2 infection as well as persistence of germinal centers for up to 3 months after BNT162b2 vaccine (Gaebler et al., 2021; Turner et al., 2021; Wang et al., 2020).
Analysis of the durability of the SARS-CoV-2 specific T cell response highlights that hybrid immunity consisting of D614G or Beta infection in combination with Ad26.COV2.S vaccination does not confer an advantage with respect to T cell responses over a 6 month period. This is supported by a similar study which demonstrated equivalent magnitude and durability of T cell responses after mRNA vaccination in individuals with or without prior infection (Goel et al., 2021). Ad26.COV2.S boosting also did not significantly increase the T cell response in the three groups tested, in agreement with the findings of others (Atmar et al., 2022; Khoo et al., 2022). This is in keeping with our recent findings demonstrating that increasing numbers of SARS-CoV-2 exposures, whether through vaccinations or infections, do not result in sequential increases in the magnitude of the spike-specific T cell response (Keeton et al., 2022). Emerging data on the SARS-CoV-2 spike-specific T cell immune responses to different booster vaccination strategies suggest that heterologous boosting may offer an advantage over homologous boosting, with numerous studies now showing an increased T cell response when an mRNA boost is administered after the Ad26.COV2.S primary vaccine (Atmar et al., 2022; Khoo et al., 2022; Sablerolles et al., 2022).
Despite the lack of enhanced T cell cytokine response frequencies stimulated by Ad26.COV2.S booster vaccination, we did observe an expansion of early differentiated memory T cells, a subset likely to confer a long-lived response. Another study demonstrated that after a primary mRNA vaccination regimen, early differentiated effector memory 1 (EM1) T cells (CCR7+,CD27+,CD45RA−) were maintained over a 6 month period (Goel et al., 2021). Notably, they found that a high proportion of EM1 T cells in the peak CD4 T cell response was associated with increased durability of the overall T cell response. This highlights the contribution of early differentiated EM1 T cells to the long-lived memory CD4 T cell response and supports the notion that the increased early differentiated memory T cell population (CD27+, CD45RA−) observed in our study after booster vaccination may result in an increase in the durability of the CD4 T cell response in these boosted participants.
Altogether, in the context of countries such as South Africa where, either through infection or vaccination, SARS-CoV-2 seropositivity is extremely high in some areas (Bingham et al., 2022), a booster vaccination for individuals who received one dose of Ad26.COV2.S regardless of prior infection status is likely to still be beneficial to the humoral and cellular response.
Methods
Cohort Description
Healthcare workers (HCWs; n=400) were enrolled in a longitudinal study from Groote Schuur Hospital (Cape Town, Western Cape, South Africa) as described previously (Keeton et al., 2021). Briefly, forty-three participants were included in this study who fell into one of three groups: (i) No evidence of previous SARS-CoV-2 infection by diagnostic PCR test or serial serology; (ii) infection during the ‘first wave’ of the pandemic in South Africa, prior to 1 September 2020, with known date of PCR-confirmed SARS-CoV-2 infection; and (iii) infection during the ‘second wave’, with known date of PCR-confirmed SARS-CoV-2 infection between 1 November 2020 and 31 January 2021.
SARS-CoV-2 spike and nucleocapsid enzyme linked immunosorbent assay
SARS-CoV-2 D614G, Beta, Delta and Omicron (BA.1) variant spike proteins were expressed in Human Embryonic Kidney (HEK) 293F suspension cells by transfecting the cells with the spike plasmid. After incubating for six days at 37°C, 70% humidity and 10% CO2, proteins were first purified using a nickel resin followed by size-exclusion chromatography. Relevant fractions were collected and frozen at −80°C until use. Two μg/mL of spike or nucleocapsid (BioTech Africa; Catalogue number: BA25-P) protein were used to coat 96-well, high-binding plates and incubated overnight at 4°C. The plates were incubated in a blocking buffer made up of 1x PBS, 5% skimmed milk powder, 0.05% Tween 20. Plasma samples were diluted to 1:100 in a blocking buffer and added to the plates. Secondary antibody was diluted to 1:3000 in blocking buffer and added to the plates followed by TMB substrate (Thermo Fisher Scientific). Upon stopping the reaction with 1 M H2SO4, absorbance was measured at a 450nm wavelength. Antibodies CR3022, BD23, P2B-2F6 and 084-7D were used as positive controls and to differentiate between variants. The human anti-nucleocapsid 1A6 antibody (Thermo Fisher Scientific; Catalogue number: MA535941) was used as a positive control for the nucleocapsid ELISA. Palivizumab was used as a negative control in all experiments.
Pseudovirus neutralization assay
SARS-CoV-2 pseudotyped lentiviruses were prepared by co-transfecting the HEK293T cell line with either SARS-CoV-2 D614G, Beta (L18F, D80A, D215G, K417N, E484K, N501Y, D614G, A701V, Δ242-244), Delta (T19R, R158G L452R, T478K, D614G, P681R, D950N, 156-157 del) or BA.1 (Omicron) (A67V, Δ69-70, T95I, G142D, Δ143-145, Δ211, L212I, 214EPE, G339D, S371L, S373P, S375F, K417N, N440K, G446S, S477N, T478K, E484A, Q493R, G496S, Q498R, N501Y, Y505H, T547K, D614G, H655Y, N679K, P681H, N764K, D796Y, N856K, Q954H, N969K, L981F) spike plasmids in conjunction with a firefly luciferase encoding lentivirus backbone plasmid. For the neutralization assay, heat-inactivated plasma samples from vaccine recipients were incubated with the SARS-CoV-2 pseudotyped virus for 1 h at 37°C, 5% CO2. Subsequently, 1x104 HEK293T cells engineered to overexpress ACE-2 were added and incubated at 37°C, 5% CO2 for 72 h upon which the luminescence of the luciferase gene was measured. CB6, CA1 and 084-7D were used as positive controls and to differentiate between variants.
FcγRIIIa activation (Antibody dependent cellular cytotoxicity) assay
The ability of plasma antibodies to cross-link FcγRIIIa and spike expressing cells was measured as a proxy for antibody dependent cellular cytotoxicity (ADCC). HEK293T cells were transfected with 5 μg of SARS-CoV-2 original variant spike (D614G), Beta, Delta or Omicron (BA.1) spike plasmids and incubated for 2 days at 37°C. Expression of spike was confirmed by binding of antibodies CR3022, P2B-2F6 and AIRU946-A6 and their detection by anti-IgG APC staining measured by flow cytometry. Subsequently, 1X105 spike transfected cells per well were incubated with heat inactivated plasma (1:100 final dilution) or control mAbs (final concentration of 100 μg/mL) in RPMI 1640 media supplemented with 10% FBS 1% Pen/Strep (GIBCO, Gaithersburg, MD) for 1 h at 37°C. Jurkat-Lucia NFAT-CD16 cells were added and incubated for 24 h at 37°C, 5% CO2. Twenty μL of supernatant was then transferred to a white 96-well plate with 50 μL of reconstituted QUANTI-Luc secreted luciferase and read immediately. Relative light units (RLU) of a no antibody control were subtracted as background. Palivizumab was used as a negative control, CR3022 and AIRU946-A6 as positive controls and P2B-2Fb to differentiate variants. To induce the transgene, 1X cell stimulation cocktail (Thermo Fisher Scientific) and 2 μg/mL ionomycin in R10 was added as a positive control. RLUs for D614G, Beta, Delta and BA.1 variants were normalized using CR3022 and AIRU946-A6, which bind similarly to the variants.
Isolation of PBMC
Blood from heparin tubes was processed within 3 h of collection. Peripheral blood mononuclear cells (PBMC) were isolated using Ficoll-Paque by density gradient sedimentation (Amersham Biosciences, Little Chalfont, UK) as per the manufacturer’s instructions and cryopreserved in freezing media consisting of heat-inactivated fetal bovine serum (FBS, Thermo Fisher Scientific) containing 10% DMSO and stored in liquid nitrogen until use.
Cell stimulation and flow cytometry staining
Cryopreserved PBMC were thawed, washed and rested in RPMI 1640 containing 10% heat-inactivated FCS for 4 h, seeded in a 96-well V-bottom plate at ~2 × 106 PBMC per well and stimulated with SARS-CoV-2 spike peptide pools at a final concentration of 1 μg/mL (PepTivator®, Miltenyi Biotech, Bergisch Gladbach, Germany). These peptides were a combination of two commercially available peptide pools (PepTivator®, Miltenyi Biotech, Bergisch Gladbach, Germany) and are 15-mer sequences with 11 amino acids (aa) overlap based on the Wuhan-1 strain. They cover the N-terminal S1 domain of SARS-CoV-2 from aa 1 to 692, as well as the majority of the C-terminal S2 domain. All stimulations were performed in the presence of Brefeldin A (10 μg/mL, Sigma-Aldrich, St Louis, MO, USA) and costimulatory antibodies against CD28 (clone 28.2) and CD49d (clone L25) (1 μg/mL each; BD Biosciences, San Jose, CA, USA). As a negative control, PBMC were incubated with co-stimulatory antibodies, Brefeldin A and an equimolar amount of DMSO.
Cells were stimulated for 16 h, washed and stained with LIVE/DEAD Fixable VIVID Stain (Invitrogen, Carlsbad, CA, USA) prior to surface staining with the following antibodies: CD14 Pac Blue (TuK4, Invitrogen Thermo Fisher Scientific), CD19 Pac Blue (SJ25-C1, Invitrogen Thermo Fisher Scientific), CD4 PerCP-Cy5.5 (L200, BD Biosciences, San Jose, CA, USA), CD8 BV510 (RPA-8, Biolegend, San Diego, CA, USA), CD27 PE-Cy5 (1A4, Beckman Coulter), CD45RA BV570 (HI100, Biolegend, San Diego, CA, USA). Cells were then fixed and permeabilized using a Cytofix/Cyto perm buffer (BD Biosciences) and stained with CD3 BV650 (OKT3) IFN-γ Alexa 700 (B27), TNF-α BV786 (Mab11) and IL-2 APC (MQ1-17H12) from Biolegend. Finally, cells were washed and fixed in CellFIX (BD Biosciences). Samples were acquired on a BD LSR-II flow cytometer and analyzed using FlowJo (v10, FlowJo LLC, Ashland, OR, USA). A median of 272 380 CD4 events (IQR: 216 796 - 355 414) and 147 695 CD8 events (IQR: 109 697 - 202 204) were acquired. For cytokine analysis, cells were gated on singlets, CD14- CD19-, live lymphocytes, CD4 and CD8 and memory cells (excluding naive CD27+ CD45RA+ population). Results are expressed as the frequency of CD4+ or CD8+ memory T cells expressing IFN-γ, TNF-α or IL-2. For memory phenotyping, cells were gated on singlets, CD14- CD19-, live lymphocytes, CD4 and CD8 followed by IFN-γ, TNF-α and IL-2 with memory cells being gated on the IFN-γ or IL-2 subset. To ensure the robustness of phenotyping, we applied a cutoff of 40 SARS-CoV-2 specific T cell cytokine events. Due to high TNF-α background levels, cells producing TNF-α alone were excluded from the analysis.
Supplementary Material
Acknowledgments
We acknowledge the participants who volunteered for this study. The SARS-CoV-2 Wuhan spike was provided by Jason McLellan (University of Texas) and parental pseudovirus plasmids by Elise Landais and Devin Sok (IAVI). We thank Bronwen E. Lambson for making the pseudovirus constructs.
Funding
Research reported in this publication was supported by the South African Medical Research Council (SA MRC) with funds received from the South African Department of Science and Innovation (DSI), including grants 96825, SHIPNCD 76756 and DST/CON 0250/2012. This work was also supported by the Poliomyelitis Research Foundation (21/65) and the Wellcome Centre for Infectious Diseases Research in Africa (CIDRI-Africa), which is supported by core funding from Wellcome Trust (203135/Z/16/Z and 222574). We acknowledge funding from the Bill and Melinda Gates Foundation, through the Global Immunology and Immune Sequencing for Epidemic Response (GIISER) program. PLM is supported by the South African Research Chairs Initiative of the Department of Science and Innovation and National Research Foundation of South Africa (NRF 9834), the SA Medical Research Council SHIP program, the Centre for the AIDS Programme of Research in South Africa (CAPRISA). TMG is funded by a South African Medical Research Council Self-Initiated Research Grant. SIR is funded by the Poliomyelitis Research Foundation. WAB and CR are supported by the EDCTP2 programme of the European Union’s Horizon 2020 programme (TMA2017SF-1951-TB-SPEC to C.R. and TMA2016SF-1535-CaTCH-22 to WAB) and the Wellcome Trust (226137/Z/22/Z). CR is supported by the National Institutes of Health (NIH) (R21AI148027). NABN acknowledges funding from the SA MRC, MRC UK, NRF and the Lily and Ernst Hausmann Trust.
Footnotes
Ethics approval and consent to participate
The study was approved by the University of Cape Town Human Research Ethics Committee (Ethics number: HREC 190/2020 and 209/2020) and the University of the Witwatersrand Human Research Medical Ethics Committee (Ethics number: M210429). Written informed consent was obtained from all participants.
Consent for publication
All authors have provided consent for publication.
Competing interests
All authors declare no competing interests.
Availability of data and materials
All data are readily available upon request to the corresponding authors.
References
- Alter G., Yu J., Liu J., Chandrashekar A., Borducchi E.N., Tostanoski L.H., McMahan K., Jacob-Dolan C., Nkolola J., Stephenson K.E., Atyeo C., Shin S., Fields P., Kaplan I., Robins H., Le Gars M., Sadoff J., Marit de Groot A., Heerwegh D., Struyf F., Douoguih M., van Hoof J., Schuitemaker H., Barouch D.H., 2021. Immunogenicity of Ad26.COV2.S Against SARS-CoV-2 Variants. Nature 9, 1–9. 10.1038/s41586-021-03681-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Atmar R.L., Lyke K.E., Deming M.E., Jackson L.A., Branche A.R., El Sahly H.M., Rostad C.A., Martin J.M., Johnston C., Rupp R.E., Mulligan M.J., Brady R.C., Frenck R.W., Bäcker M., Kottkamp A.C., Babu T.M., Rajakumar K., Edupuganti S., Dobrzynski D., Coler R.N., Posavad C.M., Archer J.I., Crandon S., Nayak S.U., Szydlo D., Zemanek J.A., Dominguez Islas C.P., Brown E.R., Suthar M.S., McElrath M.J., McDermott A.B., O’Connell S.E., Montefiori D.C., Eaton A., Neuzil K.M., Stephens D.S., Roberts P.C., Beigel J.H., 2022. Homologous and Heterologous Covid-19 Booster Vaccinations. N Engl J Med 386, 1046–1057. 10.1056/NEJMoa2116414 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Barouch D.H., Stephenson K.E., Sadoff J., Yu J., Chang A., Gebre M., McMahan K., Liu J., Chandrashekar A., Patel S., 2021. Durable Humoral and Cellular Immune Responses 8 Months after Ad26. COV2. S Vaccination. New England Journal of Medicine. 10.1056/NEJMc2108829 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bates T.A., McBride S.K., Winders B., Schoen D., Trautmann L., Curlin M.E., Tafesse F.G., 2022. Antibody Response and Variant Cross-Neutralization After SARS-CoV-2 Breakthrough Infection. JAMA 327, 179–181. 10.1001/jama.2021.22898 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Belongia E.A., Simpson M.D., King J.P., Sundaram M.E., Kelley N.S., Osterholm M.T., McLean H.Q., 2016. Variable influenza vaccine effectiveness by subtype: a systematic review and meta-analysis of test-negative design studies. The Lancet Infectious Diseases 16, 942–951. 10.1016/S1473-3099(16)00129-8 [DOI] [PubMed] [Google Scholar]
- Bingham J., Cable R., Coleman C., Glatt T.N., Grebe E., Mhlanga L., Nyano C., Pieterson N., Swanevelder R., Swarts A., Sykes W., van den Berg K., Vermeulen M., Welte A., 2022. Estimates of prevalence of anti-SARS-CoV-2 antibodies among blood donors in South Africa in March 2022. Research Square. 10.21203/rs.3.rs-1687679/v1 [DOI] [Google Scholar]
- Bobrovitz N., Ware H., Ma X., Li Z., Hosseini R., Cao C., Selemon A., Whelan M., Premji Z., Issa H., Cheng B., Abu Raddad L.J., Buckeridge D.L., Van Kerkhove M.D., Piechotta V., Higdon M.M., Wilder-Smith A., Bergeri I., Feikin D.R., Arora R.K., Patel M.K., Subissi L., 2023. Protective effectiveness of previous SARS-CoV-2 infection and hybrid immunity against the omicron variant and severe disease: a systematic review and meta-regression. The Lancet Infectious Diseases .S1473309922008015. 10.1016/S1473-3099(22)00801-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bowman K.A., Stein D., Shin S., Ferbas K.G., Tobin N.H., Mann C., Fischinger S., Saphire E.O., Lauffenburger D., Rimoin A.W., Aldrovandi G., Alter G., 2022. Hybrid Immunity Shifts the Fc-Effector Quality of SARS-CoV-2 mRNA Vaccine-Induced Immunity. mBio 0, e01647–22. 10.1128/mbio.01647-22 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chemaitelly H., Ayoub H.H., Tang P., Hasan M.R., Coyle P., Yassine H.M., Al-Khatib H.A., Smatti M.K., Al-Kanaani Z., Al-Kuwari E., Jeremijenko A., Kaleeckal A.H., Latif A.N., Shaik R.M., Abdul-Rahim H.F., Nasrallah G.K., Al-Kuwari M.G., Butt A.A., Al-Romaihi H.E., Al-Thani M.H., Al-Khal A., Bertollini R., Abu-Raddad L.J., 2022. Immune Imprinting and Protection against Repeat Reinfection with SARS-CoV-2. N Engl J Med 387, 1716–1718. 10.1056/NEJMc2211055 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chibwana M.G., Moyo-Gwete T., Kwatra G., Mandolo J., Hermanaus T., Motlou T., Mzindle N., Ayres F., Chaponda M., Tembo G., Mwenechanya P., Mitole N., Jassi C., Kamng’ona R., Afran L., Mzinza D., Mwandumba H.C., Gordon S.B., Jere K., Madhi S., Moore P.L., Heyderman R.S., Jambo K.C., 2022. AstraZeneca COVID-19 vaccine induces robust broadly cross-reactive antibody responses in Malawian adults previously infected with SARS-CoV-2. BMC Medicine 20, 128. 10.1186/s12916-022-02342-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- Collier A.Y., Yu J., McMahan K., Liu J., Chandrashekar A., Maron J.S., Atyeo C., Martinez D.R., Ansel J.L., Aguayo R., Rowe M., Jacob-Dolan C., Sellers D., Barrett J., Ahmad K., Anioke T., VanWyk H., Gardner S., Powers O., Bondzie E.A., Wan H., Baric R.S., Alter G., Hacker M.R., Barouch D.H., 2021. Differential Kinetics of Immune Responses Elicited by Covid-19 Vaccines. N Engl J Med 385, 2010–2012. 10.1056/NEJMc2115596 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Crotty S., 2021. Hybrid immunity. Science 372, 1392–1393. 10.1126/science.abj2258 [DOI] [Google Scholar]
- Dupont L., Snell L.B., Graham C., Seow J., Merrick B., Lechmere T., Maguire T.J.A., Hallett S.R., Pickering S., Charalampous T., Alcolea-Medina A., Huettner I., Jimenez-Guardeño J.M., Acors S., Almeida N., Cox D., Dickenson R.E., Galao R.P., Kouphou N., Lista M.J., Ortega-Prieto A.M., Wilson H., Winstone H., Fairhead C., Su J.Z., Nebbia G., Batra R., Neil S., Shankar-Hari M., Edgeworth J.D., Malim M.H., Doores K.J., 2021. Neutralizing antibody activity in convalescent sera from infection in humans with SARS-CoV-2 and variants of concern. Nature Microbiology 6, 1433–1442. 10.1038/s41564-021-00974-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Feikin D.R., Higdon M.M., Abu-Raddad L.J., Andrews N., Araos R., Goldberg Y., Groome M.J., Huppert A., O’Brien K.L., Smith P.G., Wilder-Smith A., Zeger S., Deloria Knoll M., Patel M.K., 2022. Duration of effectiveness of vaccines against SARS-CoV-2 infection and COVID-19 disease: results of a systematic review and meta-regression. The Lancet 399, 924–944. 10.1016/S0140-6736(22)00152-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fonville J.M., Wilks S., James S.L., Fox A., Ventresca M., Aban M., Xue L., Jones T., Le N., Pham Q., 2014. Antibody landscapes after influenza virus infection or vaccination. Science 346, 996–1000. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gaebler C., Wang Z., Lorenzi J.C.C., Muecksch F., Finkin S., Tokuyama M., Cho A., Jankovic M., Schaefer-Babajew D., Oliveira T.Y., Cipolla M., Viant C, Barnes C.O., Bram Y., Breton G., Hägglöf T., Mendoza P., Hurley A., Turroja M., Gordon K., Millard K.G., Ramos V., Schmidt F., Weisblum Y., Jha D., Tankelevich M., Martinez-Delgado G., Yee J., Patel R., Dizon J., Unson-O’Brien C., Shimeliovich I., Robbiani D.F., Zhao Z., Gazumyan A., Schwartz R.E., Hatziioannou T., Bjorkman P.J., Mehandru S., Bieniasz P.D., Caskey M., Nussenzweig M.C., 2021. Evolution of antibody immunity to SARS-CoV-2. Nature 591, 639–644. 10.1038/s41586-021-03207-w [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gelanew T., Mulu A., Abebe M., Bates T.A., Wassie L., Teferi M., Fentahun D., Alemu A., Tamiru F., Assefa G., Bayih A.G., Tafesse F.G., Mihret A., Abdissa A., 2022. A Single Dose of ChAdOx1 nCoV-19 Vaccine Elicits High Antibody Responses in Individuals with Prior SARS-CoV-2 Infection Comparable to That of Two-Dose-Vaccinated, SARS-CoV-2-Infection-Naïve Individuals: A Longitudinal Study in Ethiopian Health Workers. Vaccines 10, 859. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Goel R.R., Painter M.M., Apostolidis S.A., Mathew D., Meng W., Rosenfeld A.M., Lundgreen K.A., Reynaldi A., Khoury D.S., Pattekar A., Gouma S., Kuri-Cervantes L., Hicks P., Dysinger S., Hicks A., Sharma H., Herring S., Korte S., Baxter A.E., Oldridge D.A., Giles J.R., Weirick M.E., McAllister C.M., Awofolaju M., Tanenbaum N., Drapeau E.M., Dougherty J., Long S., D’Andrea K., Hamilton J.T., McLaughlin M., Williams J.C., Adamski S., Kuthuru O., The UPenn COVID Processing Unit‡, Frank I., Betts M.R., Vella L.A., Grifoni A., Weiskopf D., Sette A., Hensley S.E., Davenport M.P., Bates P., Luning Prak E.T., Greenplate A.R., Wherry E.J., 2021. mRNA vaccines induce durable immune memory to SARS-CoV-2 and variants of concern. Science 374, abm0829. 10.1126/science.abm0829 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gray G., Collie S., Goga A., Garrett N., Champion J., Seocharan I., Bamford L., Moultrie H., Bekker L.-G., 2022. Effectiveness of Ad26.COV2.S and BNT162b2 Vaccines against Omicron Variant in South Africa. New England Journal of Medicine 386, 2243–2245. 10.1056/NEJMc2202061 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hardt K., Vandebosch A., Sadoff J., Le Gars M., Truyers C., Lowson D., Van Dromme I., Vingerhoets J., Kamphuis T., Scheper G., Ruiz-Guiñazú J., Faust S.N., Spinner C.D., Schuitemaker H., Van Hoof J., Douoguih M., Struyf F., Garibaldi B.T., Albertson T.E., Sandrock C., Lee J.S., Looney M.R., Tapson V.F., Wiysonge C.S., Velarde L.H.A., Backenroth D., Bhushanan J., Brandenburg B., Cárdenas V., Chen B., Chen F., Chetty P., Chu P.-L., Cooper K., Custers J., Delanghe H., Duca A., Henrick T., Juraszek J., Nalpas C., Peeters M., Pinheiro J., Roels S., Ryser M.F., Salas J., Santoro Matias S., Scheys I., Shetty P., Shukarev G., Stoddard J., Talloen W., Tran N., Vaissiere N., van Son-Palmen E., Xu J., Goecker E.A., Greninger A.L., Jerome K.R., Roychoudhury P., Takuva S.G., Accini Mendoza J.L., Achtyes E., Ahsan H., Alhatemi A., Allen N., Arribas J.R., Bahrami G., Bailon L., Bajwa A., Baker J., Baron M., Benet S., Berda’i D., Berger P., Bertoch T., Bethune C., Bevilacqua S., Biagioni Santos M.S., Binnian I., Bisnauthsing K., Boivin J.-M., Bollen H., Bonnet S., Borobia A M., Botelho-Nevers E., Bright P., Britten V., Brown C., Buadi A., Buntinx E., Burgess L., Bush L., Capeding M.R., Carr Q.O., Carrasco Mas A., Catala H., Cathie K., Caudill T.S., Cereto Castro F., Chau K., Chavoustie S., Chowdhury M., Chronos N., Cicconi P., Cifuentes L., Cobo S.M., Collins H., Colton H., Cuaño C.R.G., D’Onofrio V., Dargan P., Darton T., Deane P., Del Pozo J.L., Derdelinckx I., Desai A., Dever M., Díaz-Pollán A, DiBuono M., Doust M., Duncan C., Echave-Sustaeta J.M., Eder F., Ellis K., Elzi S., Emmett S., Engelbrecht J., Evans M., Farah T., Felton T., Ferreira J.P., Floutier C., Flume P., Ford S., Fragoso V., Freedman A., Frentiu E., Galloway C., Galtier F., Garcia Diaz J., García García I., Garcia A., Gardener Z., Gauteul P., Geller S., Gibson A., Gillet C., Girerd N., Girodet P.-O., Gler M.T., Glover R., Go H.D.D., Gokani K., Gonthier D., Green C., Greenberg R., Griffin C., Grobbelaar C., Guancia A., Hakkarainen G., Harris J., Hassman M., Heimer D., Hellstrom-Louw E., Herades Y., Holroyd C., Hussen N., Isidro M.G.D., Jackson Y., Jain M., Joao Filho E.C., Johnson D., Jones B., Joseph N., Jumeras A., Junquera P., Kellett-Wright J., Kennedy P., Kilgore P.E., Kim K., Kimmel M., Konis G., Kutner M., Lacombe K., Launay O., Lazarus R., Lederman S., Lefebvre G., Lennon Collins K., Leroux-Roels I, Lim K.W.O., Lins M., Liu E., Llewelyn M., Mahomed A., Maia B.P., Marin-Candon A., Martinez-Gomez X., Martinot J.B., Mazzella A., McCaughan F., McCormack L., McGettigan J., Mehra P., Mejeur R., Miller V., Mills A., Molto Marhuenda J., Moodley P., Mora-Rillo M., Mothe B., Mullan D., Munro A., Myers P., Nell J., Newman Lobato Souza T., O’Halloran J.A., Ochoa Mazarro M.D., Oliver A., Onate Gutierrez J.M., Ortega J., Oshita M., Otero Romero S., Overcash J.S., Owens D., Packham A., Pacurar M., Paiva de Sousa L., Palfreeman A, Pallares C.J., Patel R., Patel S., Pelkey L., Peluso D., Penciu F., Pinto S.J., Pounds K., Pouzar J., Pragalos A., Presti R., Price D, Qureshi E., Ramalho Madruga J.V., Ramesh M., Rankin B., Razat B., Riegel Santos B., Riesenberg R., Riffer E., Roche S., Rose K., Rosellini P, Rossignol P., Safirstein B., Salazar H., Sanchez Vallejo G., Santhosh S., Seco-Meseguer E., Seep M., Sherry E., Short P., Soentjens P., Solis J., Soriano Viladomiu A., Sorli C., Spangenthal S., Spence N., Stephenson D, Strout C., Surowitz R., Taladua K.M., Tellalian D., Thalamas C., Thiriphoo N., Thomas J., Thomas N., Trout G., Urroz M., Veekmans B., Veekmans L., Villalobos R.E.M., Warren S., Webster B., White A., Williams G., Williams H., Wilson B., Winston A., Wiselka M., Zervos M., 2022. Efficacy, safety, and immunogenicity of a booster regimen of Ad26.COV2.S vaccine against COVID-19 (ENSEMBLE2): results of a randomised, double-blind, placebo-controlled, phase 3 trial. The Lancet Infectious Diseases 22, 1703–1715. 10.1016/S1473-3099(22)00506-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Keeton R., Richardson S.I., Moyo-Gwete T., Hermanus T., Tincho M.B., Benede N., Manamela N.P., Baguma R., Makhado Z., Ngomti A., Motlou T., Mennen M., Chinhoyi L., Skelem S., Maboreke H., Doolabh D., Iranzadeh A., Otter A.D., Brooks T., Noursadeghi M., Moon J.C., Grifoni A., Weiskopf D., Sette A., Blackburn J., Hsiao N.-Y., Williamson C., Riou C., Goga A., Garrett N., Bekker L.-G., Gray G., Ntusi N.A.B., Moore P.L., Burgers W.A., 2021. Prior infection with SARS-CoV-2 boosts and broadens Ad26.COV2.S immunogenicity in a variant-dependent manner. Cell Host & Microbe 29, 1611–1619.e5. 10.1016/j.chom.2021.10.003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Keeton R., Tincho M.B., Suzuki A., Benede N., Ngomti A., Baguma R., Chauke M.V., Mennen M., Skelem S., Adriaanse M., Grifoni A., Weiskopf D., Sette A., Bekker L.-G., Gray G., Ntusi N.A.B., Burgers W.A., Riou C., 2022. Impact of SARS-CoV-2 exposure history on the T cell and IgG response. Cell Reports Medicine 100898. 10.1016/j.xcrm.2022.100898 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Khoo N.K.H., Lim J.M.E., Gill U.S., de Alwis R., Tan N., Toh J.Z.N., Abbott J.E., Usai C., Ooi E.E., Low J.G.H., Le Bert N., Kennedy P.T.F., Bertoletti A., 2022. Differential immunogenicity of homologous versus heterologous boost in Ad26.COV2.S vaccine recipients. Med 3, 104–118.e4. 10.1016/j.medj.2021.12.004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kitchin D., Richardson S.I., van der Mescht M.A., Motlou T., Mzindle N., Moyo-Gwete T., Makhado Z., Ayres F., Manamela N.P., Spencer H., Lambson B, Oosthuysen B., Kaldine H., du Pisanie M., Mennen M., Skelem S., Williams N., Ntusi N.A.B., Burgers W.A., Gray G.G., Bekker L.-G., Boswell M.T., Rossouw T.M., Ueckermann V., Moore P.L., 2022. Ad26.COV2.S breakthrough infections induce high titers of neutralizing antibodies against Omicron and other SARS-CoV-2 variants of concern. Cell Reports Medicine 3, 100535. 10.1016/j.xcrm.2022.100535 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lin D.-Y., Gu Y., Wheeler B., Young H., Holloway S., Sunny S.-K., Moore Z., Zeng D., 2022. Effectiveness of Covid-19 Vaccines over a 9-Month Period in North Carolina. New England Journal of Medicine 386, 933–941. 10.1056/NEJMoa2117128 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lu L.L., Suscovich T.J., Fortune S.M., Alter G., 2018. Beyond binding: antibody effector functions in infectious diseases. Nature Reviews Immunology 18, 46–61. 10.1038/nri.2017.106 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Madhi S.A., Kwatra G., Myers J.E., Jassat W., Dhar N., Mukendi C.K., Nana A.J., Blumberg L., Welch R., Ngorima-Mabhena N., Mutevedzi P.C., 2022a. Population Immunity and Covid-19 Severity with Omicron Variant in South Africa. N Engl J Med 386, 1314–1326. 10.1056/NEJMoa2119658 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Madhi S.A., Kwatra G., Richardson S.I., Koen A.L., Baillie V., Cutland C.L., Fairlie L., Padayachee S.D., Dheda K., Barnabas S.L., Bhorat Q.E., Briner B, Ahmed K., Aley P.K., Bhikha S., Bhorat A.E., Esmail A., Horne E., Kaldine H., Mukendi C.K., Madzorera V.S., Manamela N.P., Masilela M., Hermanus S.T., Motlou T., Mzindle N., Oelofse S., Patel F., Rhead S., Rossouw L., Taoushanis C., van Eck S., Lambe T., Gilbert S.C., Pollard A.J., Moore P.L., Izu A., 2022b. Durability of ChAdOx1 nCoV-19 (AZD1222) vaccine and hybrid humoral immunity against variants including omicron BA.1 and BA.4 6 months after vaccination (COV005): a post-hoc analysis of a randomised, phase 1b–2a trial. The Lancet Infectious Diseases S1473309922005965. 10.1016/S1473-3099(22)00596-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Moyo-Gwete T., Madzivhandila M., Makhado Z., Ayres F., Mhlanga D., Oosthuysen B., Lambson B.E., Kgagudi P., Tegally H., Iranzadeh A., Doolabh D., Tyers L., Chinhoyi L.R., Mennen M., Skelem S., Marais G., Wibmer C.K., Bhiman J.N., Ueckermann V., Rossouw T., Boswell M., de Oliveira T., Williamson C., Burgers W.A., Ntusi N., Morris L., Moore P.L., 2021. Cross-Reactive Neutralizing Antibody Responses Elicited by SARS-CoV-2 501Y.V2 (B.1.351). New England Journal of Medicine 2161–2163. 10.1056/NEJMc2104192 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Naranbhai V., Garcia-Beltran W.F., Chang C.C., Berrios Mairena C., Thierauf J.C., Kirkpatrick G., Onozato M.L., Cheng J., St Denis K.J., Lam E.C., Kaseke C., Tano-Menka R., Yang D., Pavlovic M., Yang W., Kui A., Miller T.E., Astudillo M.G., Cahill J.E., Dighe A.S., Gregory D.J., Poznansky M.C., Gaiha G.D., Balazs A.B., Iafrate A.J., 2021. Comparative Immunogenicity and Effectiveness of mRNA-1273, BNT162b2, and Ad26.COV2.S COVID-19 Vaccines. The Journal of Infectious Diseases 225, 1141–1150. 10.1093/infdis/jiab593 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Reynolds C.J., Pade C., Gibbons J.M., Butler D.K., Otter A.D., Menacho K., Fontana M., Smit Á., Sackville-West J.E., Cutino-Moguel T., Maini M.K., Chain B., Noursadeghi M., Brooks T., Semper A., Manisty C., Treibel T.A., Moon J.C., Valdes A.M., McKnight A., Altmann D.M., Boyton R., Abbass H., Abiodun A., Alfarih M., Alldis Z., Altmann D.M., Amin O.E., Andiapen M. , Artico J., Augusto J.B., Baca G.L., Bailey S.N.L., Bhuva A.N., Boulter A., Bowles R., Boyton R.J., Bracken O.V., O’Brien B., Brooks T., Bullock N. , Butler D.K., Captur G., Champion N., Chan C., Chandran A., Collier B, Couto de Sousa J., Couto-Parada X., Cutino-Moguel T., Davies R.H., Douglas B., Di Genova C., Dieobi-Anene K., Diniz M.O., Ellis A., Feehan K., Finlay M., Fontana M., Forooghi N., Gaier C., Gibbons J.M., Gilroy D., Hamblin M., Harker G., Hewson J., Heywood W., Hickling L.M., Hingorani A.D., Howes L., Hughes A., Hughes G., Hughes R., Itua I., Jardim V., Lee W.-Y.J., Jensen M., Jones J., Jones M., Joy G., Kapil V., Kurdi H., Lambourne J., Lin K.-M., Louth S., Maini M.K., Mandadapu V., Manisty C., McKnight A., Menacho K., Mfuko C., Mills K., Mitchelmore O., Moon C., Moon J.C., Munoz-Sandoval D., Murray S.M., Noursadeghi M., Otter A., Pade C., Palma S., Parker R., Patel K., Pawarova B., Petersen S.E., Piniera B., Pieper F.P., Pope D., Prossora M., Rannigan L., Rapala A., Reynolds C.J., Richards A., Robathan M., Rosenheim J., Sambile G., Schmidt N.M., Semper A., Seraphim A., Simion M., Smit A., Sugimoto M., Swadling L., Taylor S., Temperton N., Thomas S., Thornton G.D., Treibel T.A., Tucker A., Veerapen J., Vijayakumar M., Welch S., Wodehouse T., Wynne L., Zahedi D., Chain B., 2021. Prior SARS-CoV-2 infection rescues B and T cell responses to variants after first vaccine dose. Science 372, 1418–1423. 10.1126/science.abh1282 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Richardson S.I., Madzorera V.S., Spencer H., Manamela N.P., van der Mescht M.A., Lambson B.E., Oosthuysen B., Ayres F., Makhado Z., Moyo-Gwete T., 2022. SARS-CoV-2 Omicron triggers cross-reactive neutralization and Fc effector functions in previously vaccinated, but not unvaccinated individuals. Cell Host & Microbe. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rodda L.B., Morawski P.A., Pruner K.B., Fahning M.L., Howard C.A., Franko N., Logue J., Eggenberger J., Stokes C., Golez I., Hale M., Gale M., Chu H.Y., Campbell D.J., Pepper M., 2022. Imprinted SARS-CoV-2-specific memory lymphocytes define hybrid immunity. Cell 185, 1588–1601.e14. 10.1016/j.cell.2022.03.018 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rosenberg E.S., Dorabawila V., Easton D., Bauer U.E., Kumar J., Hoen R., Hoefer D., Wu M., Lutterloh E., Conroy M.B., Greene D., Zucker H.A., 2021. Covid-19 Vaccine Effectiveness in New York State. New England Journal of Medicine 386, 116–127. 10.1056/NEJMoa2116063 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sablerolles R.S.G., Rietdijk W.J.R., Goorhuis A., Postma D.F., Visser L.G., Geers D., Schmitz K.S., Garcia Garrido H.M., Koopmans M.P.G., Dalm V.A.S.H., Kootstra N.A., Huckriede A.L.W., Lafeber M., van Baarle D., GeurtsvanKessel C.H., de Vries R.D., van der Kuy P.H.M., 2022. Immunogenicity and Reactogenicity of Vaccine Boosters after Ad26.COV2.S Priming. New England Journal of Medicine 386, 951–963. 10.1056/NEJMoa2116747 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sadoff J., Gray G., Vandebosch A., Cárdenas V., Shukarev G., Grinsztejn B., Goepfert P.A., Truyers C., Fennema H., Spiessens B., 2021a. Safety and efficacy of single-dose Ad26. COV2. S vaccine against Covid-19. New England Journal of Medicine. 10.1056/NEJMoa2101544 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sadoff J., Le Gars M., Shukarev G., Heerwegh D., Truyers C., de Groot A.M., Stoop J., Tete S., Van Damme W., Leroux-Roels I., 2021b. Interim Results of a Phase 1–2a Trial of Ad26. COV2. S Covid-19 Vaccine. New England Journal of Medicine. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stamatatos L., Czartoski J., Wan Y.-H., Homad L.J., Rubin V., Glantz H., Neradilek M., Seydoux E., Jennewein M.F., MacCamy A.J., Feng J., Mize G., De Rosa S.C., Finzi A., Lemos M.P., Cohen K.W., Moodie Z., McElrath M.J., McGuire A.T., 2021. mRNA vaccination boosts cross-variant neutralizing antibodies elicited by SARS-CoV-2 infection. Science 372, 1413–1418. 10.1126/science.abg9175 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sykes W., Mhlanga L., Swanevelder R., Glatt T.N., Grebe E., Coleman C., Pieterson N., Cable R., Welte A., van den Berg K., 2021. Prevalence of anti-SARS-CoV-2 antibodies among blood donors in Northern Cape, KwaZulu-Natal, Eastern Cape, and Free State provinces of South Africa in January 2021. Research Square. 10.21203/rs.3.rs-233375/v1 [DOI] [Google Scholar]
- Tan C.S., Collier A.Y., Yu J., Liu J., Chandrashekar A., McMahan K., Jacob-Dolan C., He X., Roy V., Hauser B.M., Munt J.E., Mallory M.L., Mattocks M., Powers J.M., Meganck R.M., Rowe M., Hemond R., Bondzie E.A., Jaegle K.H., Baric R.S., Schmidt A.G., Alter G., Le Gars M., Sadoff J., Barouch D.H., 2022. Durability of Heterologous and Homologous COVID-19 Vaccine Boosts. JAMA Netw Open 5, e2226335. 10.1001/jamanetworkopen.2022.26335 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Turner J.S., O’Halloran J.A., Kalaidina E., Kim W., Schmitz A.J., Zhou J.Q., Lei T., Thapa M., Chen R.E., Case J.B., Amanat F., Rauseo A.M., Haile A., Xie X., Klebert M.K., Suessen T., Middleton W.D., Shi P.-Y., Krammer F., Teefey S.A., Diamond M.S., Presti R.M., Ellebedy A.H., 2021. SARS-CoV-2 mRNA vaccines induce persistent human germinal centre responses. Nature 596, 109–113. 10.1038/s41586-021-03738-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- van der Straten K., Guerra D., van Gils M.J., Bontjer I., Caniels T.G., van Willigen H.D.G., Wynberg E., Poniman M., Burger J.A., Bouhuijs J.H., van Rijswijk J., Olijhoek W., Liesdek M.H., Lavell A.H.A., Appelman B., Sikkens J.J., Bomers M.K., Han A.X., Nichols B.E., Prins M., Vennema H., Reusken C., de Jong M.D., de Bree G.J., Russell C.A., Eggink D., Sanders R.W., 2022. Antigenic cartography using sera from sequence-confirmed SARS-CoV-2 variants of concern infections reveals antigenic divergence of Omicron. Immunity 55, 1725–1731.e4. 10.1016/j.immuni.2022.07.018 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Walls A.C., Sprouse K.R., Joshi A., Bowen J.E., Franko N., Navarro M.J., Stewart C., McCallum M., Goecker E.A., Degli-Angeli E.J., Logue J., Greninger A., Chu H., Veesler D., 2021. Delta breakthrough infections elicit potent, broad and durable neutralizing antibody responses (preprint). Immunology. 10.1101/2021.12.08.471707 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang X., Zhou Y., Jiang N., Zhou Q., Ma W.-L., 2020. Persistence of intestinal SARS-CoV-2 infection in patients with COVID-19 leads to re-admission after pneumonia resolved. International Journal of Infectious Diseases 95, 433–435. 10.1016/j.ijid.2020.04.063 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wheatley A.K., Fox A., Tan H.-X., Juno J.A., Davenport M.P., Subbarao K., Kent S.J., 2021. Immune imprinting and SARS-CoV-2 vaccine design. Trends in Immunology 42, 956–959. 10.1016/j.it.2021.09.001 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhang Z., Mateus J., Coelho C.H., Dan J.M., Moderbacher C.R., Gálvez R.I., Cortes F.H., Grifoni A., Tarke A., Chang J., Escarrega E.A., Kim C., Goodwin B., Bloom N.I., Frazier A., Weiskopf D., Sette A., Crotty S., 2022. Humoral and cellular immune memory to four COVID-19 vaccines. Cell 185, 2434–2451.e17. 10.1016/j.cell.2022.05.022 [DOI] [PMC free article] [PubMed] [Google Scholar]
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Data Availability Statement
All data are readily available upon request to the corresponding authors.