Abstract
Background: RTS,S/AS01 E, the most advanced malaria vaccine confers partial immunity. The vaccine-induced pre-erythrocytic immunity reduces exposure to blood-stage parasites, delaying acquisition of antibodies to blood-stage antigens. However, the duration of this effect is unknown.
Methods: We measured, by enzyme-linked immunosorbent assay, IgG-antibodies to 4 Plasmodium falciparum blood-stage antigens (AMA1, MSP1 42, EBA175, and MSP3) on 314 children randomized to receive RTS,S/AS01 E or Rabies vaccine at 5 – 17 months of age in a phase 2b trial in Kenya, and thereafter participated in a 7-year study of the duration of vaccine immunity.
Results: Antibody levels to MSP1 42, AMA1 and EBA175 were slightly lower among the RTS,S/AS01 E recipients, relative to the Rabies-control vaccinees, during the first 48 months of surveillance. Irrespective of vaccine arm, antibody levels to merozoite antigens were positively associated with the risk for malaria. However, this was only apparent at high levels for EBA175 and AMA1 and was not evident after adjusting for heterogeneity in malaria-exposure. Among children with asymptomatic parasitaemia, antibody levels were associated with reduced clinical malaria.
Conclusions: The reduction in levels of antibodies to blood-stage antigens induced by vaccination with RTS,S/AS01 E can last for several years. In absence of asymptomatic infection, anti-merozoite antibody levels were unreliable correlates of clinical immunity.
Keywords: Plasmodium falciparum, malaria, RTS, S/AS01 E, Vaccines, immunity, pre-erythrocytic, blood stages
Introduction
Despite the recent gains in malaria control, the disease remains a major public health risk, with 216 million cases and 445,000 deaths associated with malaria in 2016 1. Progress in malaria control has stalled and may have reversed in some areas 2.
RTS,S/AS01 E is the most advanced candidate malaria vaccine and is based on the circumsporozoite protein (CSP) that targets the pre- erythrocytic cycle of Plasmodium falciparum in humans. Vaccination with RTS,S/AS01 E has been partially efficacious against malaria in phases II and III trials in Africa 3, 4. RTS,S/AS01 E induces pre-erythrocytic immunity. In contrast, naturally acquired immunity to malaria is largely dependent on antibodies to blood-stage parasites including the merozoite stage. Although there are no unambiguous correlates of natural immunity 5, antibodies to merozoite antigens have been associated with protection through multiple mechanisms including the inhibition of erythrocyte invasion and replication 6, complement-dependent mechanisms 7, and enhancement of uptake and clearance by circulating phagocytes 8, 9. Antibodies to antigens expressed on the surface of infected red blood cells (iRBCs) have also been associated with immunity, which could inhibit or reverse sequestration of iRBCs, inhibit formation of rosettes, and promote opsonization of iRBCs for uptake by phagocytes 10– 12.
Antibodies to malaria parasites are acquired as a result of exposure. As such, interventions like insecticide impregnated bed nets and RTS,S/AS01 E -vaccination that reduce exposure to blood-stage antigen will affect the rate at which antibodies to merozoite and other blood-stage antigens are acquired. Previously, we and others demonstrated that RTS,S/AS01 E and RTS,S/AS02 vaccinations reduced blood stage antibody levels, likely as a result of reducing the exposure to blood stage parasites due to induction of partial pre-erythrocytic immunity 13, 14. However, the duration of this effect remains unknown. It is important to determine the duration of this effect as RTS,S/AS01 E vaccination could delay the development of naturally acquired immunity, increasing the possibility of continued susceptibility in older children after the waning of the vaccine induced immunity 15.
In this study, we aimed to determine the durability of the previously reported reduction in antibody levels to merozoite antigens in children receiving RTS,S/AS01 E vaccination, relative to Rabies control vaccines 13. We analysed plasma samples collected from children during a seven-year extended follow up of a phase IIb randomized, controlled trial of RTS,S/AS01 E among young children in Kilifi, Kenya, examining antibodies to 4 different merozoite antigens by enzyme-linked immunosorbent assay (ELISA). We then analysed the effect of RTS,S/AS01 E vaccination on the acquisition of these antibodies and tested for potential correlations between antibody levels and protection from clinical malaria episodes.
Methods
Study design
447 healthy Kenyan children aged 5 – 17 months were randomized in a 1:1 ratio to receive 3 doses at monthly intervals of either RTS,S/AS01 E or Rabies vaccine in a phase 2b trial, to evaluate the efficacy and safety of RTS,S/AS01 E against clinical malaria episodes by P. falciparum infection. Details have been published elsewhere 3.
Monitoring for episodes of clinical malaria
The primary end point was a clinical episode of malaria, defined as an axillary temperature of >37.5°C, with a P. falciparum parasite density of 2500 parasites/microlitre of blood. Active surveillance was implemented with weekly home visits, where children were screened for fevers associated with P. falciparum parasites, both during the trial and the extended follow up period. A parallel passive surveillance was implemented by field workers residing in the study villages and health care staff in local health facilities.
Asymptomatic infections were detected by both microscopy and blood-smears during the cross-sectional data and sample collecton surveys described below.
Blood samples
Vaccines doses were given at month 1, 2 and 3. Blood samples were initially taken (1) before vaccination (in March 2007), (2) 1 month after dose 3, (3) in March 2008 (i.e., mean, 8 months; range, 4–10 months after dose 3), and (4) 12 months after dose 3. Subsequently, the study was extended to test the duration of vaccine induced immunity, and further blood samples were collected in March (5) 2009, (6) 2010, (7) 2011, (8) 2012, (9) 2013, and (10) 2014. Separated plasma was aliquoted and stored at 80°C until assayed.
Previously, we reported anti-merozoite antibody responses for the samples collected from four time points during the first 14 months of follow up 13. In the current study, we extend the analysis to samples collected during the extended study, including 10 timepoints taken over 7 years; i.e. pre-vaccination (i.e. month 0), then at 4, 6.5, 8, 14, 24, 36, 48, 60, 72, and 84 months.
ELISA
Samples were tested by ELISA for the presence of human IgG against the following P. falciparum antigens as described elsewhere 16: MSP1 42, 3D7 sequence expressed in Escherichia coli 17; MSP3, FVO sequence, expressed in E. coli 18; the receptor-binding domain II (PfEBA175RII) of EBA175, 3D7 sequence, expressed in P. pastoris 19; and AMA1, 3D7 sequence expressed in E. coli 20. In brief, each antigen was coated onto high absorbance plates (Immulon4 HBX) at a con- centration of 0.5 micrograms/mL and stored at 4°C overnight. The plates were washed 3 times in phosphate-buffered saline (PBS) with 0.05% Tween 20 (PBS-T) and blocked for 3 h with blocking buffer (1% w/v dried skimmed milk powder in PBS-T). After 3 additional washes, 100 microlitre of each plasma sample were added to duplicate wells at a final dilution of 1/1000 in PBS-T. The next day, after 5 washes, 100 microlitre of horse radish peroxidase–conjugated antihuman IgG (DAKO) at a dilution of 1:5000 in blocking buffer was added to each well, and plates were incubated for 3 h. The plates were then developed using H 20 2 as substrate and OPD (Sigma) as the colorimetric indicator for 20 min in the dark. Plates were read at 492 nm on a Molecular Devices Versa Max ELISA reader. Tests were repeated if duplicate optical density (OD) values for an individual plasma sample varied by more than a factor of 1.5. A pool of serum samples from an area in Africa where malaria is highly endemic was titrated on each plate and acted both as a positive control and provided values for a standard curve for converting optical density (OD) readings into arbitrary units, minimizing inter-plate and inter-day variations. A 3-parameter sigmoid ligand binding model was used to least-squares fit a curve to the values of the hyperendemic serum sample pool, and this was used to calculate sample antibody levelss on each plate.
Statistical analysis
Antibody scores from ELISAs were expressed relative to the OD readings obtained from the hyperimmune standard, with a score of 1000 scaled to be the maximum reactivity seen at the lowest dilution used in the hyperimmune standard curve, and then log-transformed before analysis. Student’s T-test with comparison of means and non-parametric analyses with comparisons of medians and rank sum tests were used to compare groups. For the prospective association with malaria risk, the antibody levels were split into deciles, and a Poisson regression analysis was conducted with the unit of analysis being the period of time after each antibody level was estimated, hence including up to 10 observations per child, using the clustered sandwich estimate in Stata 15 (StataCorp LLC). We used the exposure index, as previously described 21, to estimate exposure to malaria based on geographical location.
Results
1735 plasma samples collected from 10 time points: at 0 (i.e. pre-vaccination), 4, 6.5, 8, 14, 24 (March 2009; n = 314), 36 (March 2010; n = 303), 48 (March 2011; n=295), 60 (March 2012; n=276), (72) (March 2013; n = 269), and 84 (March 2014; n=278) months of the third dose of vaccination were tested for antibody levels. The antibody levels varied widely, with the majority of the children being unresponsive (i.e. lower than the lowest value on the straight part of the sigmoid curve based on the dilution of the hyperimmune standard serum), while the rest had values lying within the straight part of the hyperimmune standard curve ( Figure 1).
Anti-merozoite antigen antibody levels split by RTS,S/AS01 E vaccination
Geometric mean antibody levels for all the 4 merozoite antigens increased with age, irrespective of vaccination group, but this was more apparent for 3 of the 4 antigens, and less apparent for AMA1 ( Figure 2). There were indications of seasonal variation during the first year of sampling when 4 samples were collected per child, as previously described 13, but it was not possible to assess seasonality once sampling was scaled back to 1 sample per child per year, timed to occur in the dry period just before the main transmission season. Antibody levels for AMA1, EBA175 and MSP1 42 diverged after vaccination, with levels being higher among the Rabies control vaccinees than the RTS,S/AS01 E vaccinees at months 12, 24 and 36, 24 and 36, and 6, 12, 24, 36 and 84 of the third dose of vaccination for AMA1, EBA175 and MSP1 42, respectively ( Figure 2). Thus, the divergence was temporal for AMA1 and EBA175, as the differences in the median antibody levels reduced with time and were similar by 48 months of the third dose of vaccination. In contrast, anti-MSP1 42 antibody levels were still higher among the Rabies-control than the RTS,S/AS01 E vaccinees at 84 months of the third dose (the last time point of sampling) with statistical significance ( Table 1). Similar patterns were seen on non-parametric analyses with medians.
Table 1. Comparisons of the geometric mean antibody levels of antibody levels between RTS,S/AS01 E and Rabies control vaccines at different time points.
Antigen | Month | RTS,S/AS01 E | Rabies Control | P value |
---|---|---|---|---|
ama1 | 0 | 1.61 (1.56-1.66) | 1.66 (1.61-1.71) | 0.156 |
ama1 | 4 | 1.56 (1.53-1.59) | 1.55 (1.53-1.58) | 0.705 |
ama1 | 8.5 | 1.59 (1.56-1.63) | 1.55 (1.53-1.58) | 0.057 |
ama1 | 12 | 1.67 (1.61-1.73) | 1.61 (1.56-1.66) | 0.116 |
ama1 | 24 | 1.64 (1.6-1.69) | 1.58 (1.55-1.62) | 0.031 |
ama1 | 36 | 1.68 (1.62-1.73) | 1.62 (1.58-1.67) | 0.12 |
ama1 | 48 | 1.7 (1.65-1.76) | 1.67 (1.62-1.72) | 0.311 |
ama1 | 60 | 1.8 (1.73-1.87) | 1.78 (1.71-1.84) | 0.628 |
ama1 | 72 | 1.85 (1.8-1.9) | 1.83 (1.78-1.88) | 0.588 |
ama1 | 84 | 1.92 (1.86-1.98) | 1.9 (1.85-1.96) | 0.605 |
eba175 | 0 | 1.66 (1.6-1.71) | 1.71 (1.66-1.76) | 0.114 |
eba175 | 4 | 1.61 (1.58-1.63) | 1.61 (1.58-1.63) | 0.939 |
eba175 | 8.5 | 1.65 (1.62-1.68) | 1.62 (1.6-1.65) | 0.208 |
eba175 | 12 | 1.75 (1.69-1.81) | 1.69 (1.65-1.73) | 0.095 |
eba175 | 24 | 1.74 (1.7-1.79) | 1.68 (1.65-1.71) | 0.016 |
eba175 | 36 | 1.79 (1.74-1.84) | 1.71 (1.68-1.75) | 0.008 |
eba175 | 48 | 1.76 (1.7-1.82) | 1.68 (1.65-1.72) | 0.023 |
eba175 | 60 | 1.88 (1.82-1.95) | 1.78 (1.73-1.83) | 0.011 |
eba175 | 72 | 1.98 (1.93-2.03) | 1.92 (1.88-1.96) | 0.068 |
eba175 | 84 | 1.97 (1.92-2.02) | 1.94 (1.9-1.98) | 0.435 |
msp1 42 | 0 | 1.75 (1.67-1.84) | 1.81 (1.72-1.9) | 0.36 |
msp1 42 | 4 | 1.72 (1.65-1.79) | 1.7 (1.64-1.76) | 0.687 |
msp1 42 | 8.5 | 1.81 (1.74-1.88) | 1.69 (1.63-1.74) | 0.006 |
msp1 42 | 12 | 1.99 (1.87-2.11) | 1.86 (1.76-1.95) | 0.083 |
msp1 42 | 24 | 2.08 (1.99-2.16) | 1.93 (1.85-2) | 0.009 |
msp1 42 | 36 | 2.12 (2.04-2.2) | 1.99 (1.92-2.07) | 0.016 |
msp1 42 | 48 | 2.07 (1.99-2.14) | 2 (1.93-2.07) | 0.186 |
msp1 42 | 60 | 2.15 (2.08-2.22) | 2.08 (2.01-2.14) | 0.116 |
msp1 42 | 72 | 2.34 (2.29-2.4) | 2.28 (2.23-2.32) | 0.069 |
msp1 42 | 84 | 2.32 (2.27-2.38) | 2.25 (2.2-2.29) | 0.019 |
msp3 | 0 | 1.73 (1.67-1.78) | 1.7 (1.65-1.75) | 0.412 |
msp3 | 4 | 1.71 (1.67-1.75) | 1.66 (1.62-1.7) | 0.084 |
msp3 | 8.5 | 1.59 (1.56-1.62) | 1.58 (1.56-1.6) | 0.563 |
msp3 | 12 | 1.7 (1.63-1.76) | 1.64 (1.59-1.69) | 0.134 |
msp3 | 24 | 1.7 (1.66-1.74) | 1.66 (1.63-1.69) | 0.191 |
msp3 | 36 | 1.75 (1.7-1.8) | 1.7 (1.66-1.74) | 0.126 |
msp3 | 48 | 1.75 (1.71-1.8) | 1.73 (1.69-1.77) | 0.476 |
msp3 | 60 | 1.82 (1.76-1.88) | 1.75 (1.7-1.79) | 0.062 |
msp3 | 72 | 2.18 (2.13-2.22) | 2.16 (2.13-2.19) | 0.444 |
msp3 | 84 | 2.2 (2.16-2.24) | 2.17 (2.14-2.21) | 0.396 |
Antibody levels and subsequent risk of clinical malaria
Antibody levels were split into deciles, which were then tested for prospective associations with protection from malaria in the transmission period after each, but before, the next sampling time-point. Pre-existing antibody levels for the 4 different merozoite proteins were not associated with clinical immunity ( Figure 3). Instead, the incident rate ratio for clinical malaria increased with rising antibody levels. This relationship was most apparent at higher antibody levels (>5 th decile) for AMA1 and EBA175 (irrespective of vaccine arm). However, the incident rate ratios for the effect of antibodies on clinical malaria reduced after controlling for heterogeneity in malaria exposure using an exposure index, suggesting that these anti-merozoite antibodies are markers of exposure, rather than immunity.
Furthermore, when all the data were stratified by asymptomatic-parasite positivity at sampling by microscopy, the highest levels for AMA1 and MSP3, and all the of levels for EBA175 above the non-reactive group, were associated with reduced rate ratios for clinical malaria, among the children with asymptomatic parasitaemia at the time of sampling. Associations between higher antibody levels and increased incident rate ratios were maintained among the children without asymptomatic parasitaemia ( Figure 3).
Discussion
We and others reported previously that RTS,S/AS01 E vaccination resulted in a reduction in antibody levels to blood stage malaria antigens 13, 14. However, the duration of this effect is unknown. Here, we investigated the longevity of the reduction of antibody levels to four blood stage antigens after an extended follow up of the vaccines and controls for up to 7 years post-vaccination. We found that immunization with RTS,S/AS01 E and the associated clinical protection resulted in the reduction of antibody response to MSP1 42, AMA1 and EBA175 antibody levels but not for MSP3. While the antibody levels for AMA1 and EBA175 among RTS,S/AS01 E vaccinees were below those measured in the Rabies control vaccinees during the first 48 months of monitoring, antibodies to MSP1 24 remained lower in the RTS,S/AS01 E vaccinees than in the controls throughout the study period. This latter, persistent difference was statistically significant except at the very last timepoint, when statistical significance was only marginal, considering that there are multiple comparisons by timepoint and by adjuvant (p=0.019).
In this study, antibody levels to four specific merozoite antigens were not associated with clinical protection. Rather anti-merozoite antibody levels were positively associated with the risk of clinical malaria for the group as a whole. The most likely explanation for this is that antibody responses are markers of exposure, and therefore represent ongoing risk of future exposure to malaria, and this interpretation is supported by the fact that the positive association was reduced after controlling for the exposure index. It is possible that higher antibody titers might have been protective (i.e. those above a protective threshold 22). In the presence of asymptomatic infection, anti-EBA175 antibodies at all the deciles were higher than the lowest (i.e. non-reactive) decile, and some of the higher deciles for AMA1 and MSP3 antibodies were associated with protection from clinical malaria (irrespective of the vaccine arm). This finding is consistent with several previous studies where analyses of single antigen-specific antibody responses within whole populations demonstrated no protective effect of antimalarial antibodies, but the same antibodies were associated with clinical immunity when parasite-positive individuals were analysed separately 22, 23. Our analysis involves only four antigens and there is evidence that the breadth of antibody positivity is also important for protection 24, 25.
An RTS,S/AS01 E induced reduction in blood stage immunity will have implications for the outcomes of vaccination if the vaccine is deployed for routine use among African children. If vaccination resulted in delayed development of natural immunity, then some of the gains of the vaccination may be offset by delayed susceptibility as the vaccine induced immunity wears off. Studies done to date on Phase II trials have suggested this possibility with a three-dose vaccine regimen 15, although the effect may be countered by a fourth dose 26. We show here that antibodies to blood stage immunity are reduced after vaccination with RTS,S/AS01 E, which is consistent with induction of pre-erythrocytic immunity leading to a reduced incidence of blood-stage parasitaemia. However, antibodies induced by natural exposure to the four blood stage antigens tested were not consistently associated with immunity to malaria and there is no widely accepted or consistent immunological marker for immunity to malaria. It will be important to combine RTS,S/AS01 E with other malaria control measures like insecticide treated nets for protecting individuals from malaria, and further clinical evaluations of the four-dose vaccine regimen should include long-term follow up in the implementation trials.
Data availability
Underlying data
Havard Dataverse: Replication Data for: Effect of rtss vaccination on blood stage immunity data, https://doi.org/10.7910/DVN/KH9ESP 27.
Data are available under the terms of the Creative Commons Attribution 4.0 International license (CC-BY 4.0).
Ethical considerations
The study protocol and its subsequent amendments received ethical and scientific approval from the Kenyan Medical Research Institute National Ethics Committee. The study was overseen by an independent data-monitoring committee and local safety monitors and was conducted in accordance with the Helsinki Declaration of 1964 (revised 1996) and Good Clinical Practice guidelines. Written informed consent in the local languages (Swahili or Giriama) was required from parents/guardians for participation.
Author information
FMN and PB conceptualized the study, supervised and managed the collection of immunology data, analysed and interpreted the data, and wrote the paper. JM performed the antibody measurements, JW conducted and supervised surveillance for malaria, and sample collection, PN conducted and supervised the the vaccine trial, supervised and sample collection. KM and PB obtained the funding, and supervised the overall conduct of research. CD was involved in antibody measurements and interpretation of the data. PB conceptualized and provided supervision for the study, supervised and managed the clininical trial, analysed and interpreted the data, prepared the metadata and wrote the paper. All the authors reviewed the manuscript.
Acknowledgements
We thank the participants’ parents; the data and safety monitoring board, chaired by Malcolm Molyneux; the local safety monitors Jay Berkley and Firimina Mberesero; Lynn Spencer, Elizabeth Duncan, Ryan Mease, and Kari Laquer, for technical support; Drs Marc Lievens and William Zonta from GSK for reading the manuscripts and for their helpful comments; Drs Ashley Birkett and Ulrike Wille-Reece at PATH for reading the manuscript and their helpful comments; Drs A. Mo and L. Hall, for the kind provision of EBA175; and Dr D. Narum (NIH), for the kind provision of MSP3, MSP1 and AMA1.
Funding Statement
This project was been funded by PATH Malaria Vaccine Initiative (MVI) and Wellcome Trust. PB and KM are supported by the Wellcome Trust [073597]; [061702]; [077176]. FMN is an MRC/DFID African Research Leader.
The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
[version 1; peer review: 1 approved, 2 approved with reservations]
References
- 1. WHO: World malaria report 2017. Geneva: World Health Organization,2017. Reference Source [Google Scholar]
- 2. Snow RW, Sartorius B, Kyalo D, et al. : The prevalence of Plasmodium falciparum in sub-Saharan Africa since 1900. Nature. 2017;550(7677):515–8. 10.1038/nature24059 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3. Bejon P, Lusingu J, Olotu A, et al. : Efficacy of RTS,S/AS01E vaccine against malaria in children 5 to 17 months of age. N Engl J Med. 2008;359(24):2521–32. 10.1056/NEJMoa0807381 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4. RTS,S Clinical Trials Partnership, Agnandji ST, Lell B, et al. : A phase 3 trial of RTS,S/AS01 malaria vaccine in African infants. N Engl J Med. 2012;367(24):2284–95. 10.1056/NEJMoa1208394 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Fowkes FJ, Richards JS, Simpson JA, et al. : The relationship between anti-merozoite antibodies and incidence of Plasmodium falciparum malaria: A systematic review and meta-analysis. PLoS Med. 2010;7(1):e1000218. 10.1371/journal.pmed.1000218 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6. Blackman MJ, Heidrich HG, Donachie S, et al. : A single fragment of a malaria merozoite surface protein remains on the parasite during red cell invasion and is the target of invasion-inhibiting antibodies. J Exp Med. 1990;172(1):379–82. 10.1084/jem.172.1.379 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7. Boyle MJ, Reiling L, Feng G, et al. : Human antibodies fix complement to inhibit Plasmodium falciparum invasion of erythrocytes and are associated with protection against malaria. Immunity. 2015;42(3):580–90. 10.1016/j.immuni.2015.02.012 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Joos C, Marrama L, Polson HE, et al. : Clinical protection from falciparum malaria correlates with neutrophil respiratory bursts induced by merozoites opsonized with human serum antibodies. PLoS One. 2010;5(3):e9871. 10.1371/journal.pone.0009871 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Osier FH, Feng G, Boyle MJ, et al. : Opsonic phagocytosis of Plasmodium falciparum merozoites: mechanism in human immunity and a correlate of protection against malaria. BMC Med. 2014;12:108. 10.1186/1741-7015-12-108 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Carlson J, Helmby H, Hill AV, et al. : Human cerebral malaria: association with erythrocyte rosetting and lack of anti-rosetting antibodies. Lancet. 1990;336(8729):1457–60. 10.1016/0140-6736(90)93174-N [DOI] [PubMed] [Google Scholar]
- 11. Celada A, Cruchaud A, Perrin LH: Opsonic activity of human immune serum on in vitro phagocytosis of Plasmodium falciparum infected red blood cells by monocytes. Clin Exp Immunol. 1982;47(3):635–44. [PMC free article] [PubMed] [Google Scholar]
- 12. Chan JA, Howell KB, Reiling L, et al. : Targets of antibodies against Plasmodium falciparum-infected erythrocytes in malaria immunity. J Clin Invest. 2012;122(9):3227–38. 10.1172/JCI62182 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13. Bejon P, Cook J, Bergmann-Leitner E, et al. : Effect of the pre-erythrocytic candidate malaria vaccine RTS,S/AS01E on blood stage immunity in young children. J Infect Dis. 2011;204(1):9–18. 10.1093/infdis/jir222 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14. Campo JJ, Dobaño C, Sacarlal J, et al. : Impact of the RTS,S malaria vaccine candidate on naturally acquired antibody responses to multiple asexual blood stage antigens. PLoS One. 2011;6(10):e25779. 10.1371/journal.pone.0025779 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15. Olotu A, Fegan G, Wambua J, et al. : Seven-Year Efficacy of RTS,S/AS01 Malaria Vaccine among Young African Children. N Engl J Med. 2016;374(26):2519–29. 10.1056/NEJMoa1515257 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16. Corran PH, Cook J, Lynch C, et al. : Dried blood spots as a source of anti-malarial antibodies for epidemiological studies. Malar J. 2008;7:195. 10.1186/1475-2875-7-195 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17. Angov E, Aufiero BM, Turgeon AM, et al. : Development and pre-clinical analysis of a Plasmodium falciparum Merozoite Surface Protein-1 42 malaria vaccine. Mol Biochem Parasitol. 2003;128(2):195–204. 10.1016/S0166-6851(03)00077-X [DOI] [PubMed] [Google Scholar]
- 18. Tsai CW, Duggan PF, Jin AJ, et al. : Characterization of a protective Escherichia coli-expressed Plasmodium falciparum merozoite surface protein 3 indicates a non-linear, multi-domain structure. Mol Biochem Parasitol. 2009;164(1):45–56. 10.1016/j.molbiopara.2008.11.006 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Zhang D, Pan W: Evaluation of three Pichia pastoris-expressed Plasmodium falciparum merozoite proteins as a combination vaccine against infection with blood-stage parasites. Infect Immun. 2005;73(10):6530–6. 10.1128/IAI.73.10.6530-6536.2005 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20. Dutta S, Lalitha PV, Ware LA, et al. : Purification, characterization, and immunogenicity of the refolded ectodomain of the Plasmodium falciparum apical membrane antigen 1 expressed in Escherichia coli. Infect Immun. 2002;70(6):3101–10. 10.1128/IAI.70.6.3101-3110.2002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21. Olotu A, Fegan G, Wambua J, et al. : Estimating individual exposure to malaria using local prevalence of malaria infection in the field. PLoS One. 2012;7(3):e32929. 10.1371/journal.pone.0032929 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22. Kinyanjui SM, Mwangi T, Bull PC, et al. : Protection against clinical malaria by heterologous immunoglobulin G antibodies against malaria-infected erythrocyte variant surface antigens requires interaction with asymptomatic infections. J Infect Dis. 2004;190(9):1527–33. 10.1086/424675 [DOI] [PubMed] [Google Scholar]
- 23. Osier FH, Polley SD, Mwangi T, et al. : Naturally acquired antibodies to polymorphic and conserved epitopes of Plasmodium falciparum merozoite surface protein 3. Parasite Immunol. 2007;29(8):387–94. 10.1111/j.1365-3024.2007.00951.x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24. Osier FH, Fegan G, Polley SD, et al. : Breadth and magnitude of antibody responses to multiple Plasmodium falciparum merozoite antigens are associated with protection from clinical malaria. Infect Immun. 2008;76(5):2240–8. 10.1128/IAI.01585-07 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25. Crompton PD, Kayala MA, Traore B, et al. : A prospective analysis of the Ab response to Plasmodium falciparum before and after a malaria season by protein microarray. Proc Natl Acad Sci U S A. 2010;107(15):6958–63. 10.1073/pnas.1001323107 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26. White MT, Verity R, Griffin JT, et al. : Immunogenicity of the RTS,S/AS01 malaria vaccine and implications for duration of vaccine efficacy: secondary analysis of data from a phase 3 randomised controlled trial. Lancet Infect Dis. 2015;15(12):1450–8. 10.1016/S1473-3099(15)00239-X [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27. Ndungu FM: Replication Data for: Effect of rtss vaccination on blood stage immunity data. Harvard Dataverse, V1.2018. 10.7910/DVN/KH9ESP [DOI] [Google Scholar]