Abstract
Clinical immunity to malaria develops after repeated exposure to Plasmodium falciparum parasites. Broadly reactive antibodies against parasite antigens expressed on the surface of infected erythrocytes (variable surface antigens; VSAs) are candidates for anti-malaria therapeutics and vaccines. Among the VSAs, several RIFIN, STEVOR, and SURFIN family members have been demonstrated to be targets of naturally acquired immunity against malaria. For example, RIFIN family members are important ligands for opsonization of P. falciparum infected erythrocytes with specific immunoglobulins (IgG) acquiring broad protective reactivity. However, the global repertoire of human anti-VSAs IgG, its variation in children, and the key protective targets remain poorly understood. Here, we report wheat germ cell-free system-based production and serological profiling of a comprehensive library of A-RIFINs, B-RIFINs, STEVORs, and SURFINs derived from the P. falciparum 3D7 parasite strain. We observed that >98% of assayed proteins (n = 265) were immunogenic in malaria-exposed individuals in Uganda. The overall breadth of immune responses was significantly correlated with age but not with clinical malaria outcome among the study volunteers. However, children with high levels of antibodies to four RIFINs (PF3D7_0201000, PF3D7_1254500, PF3D7_1040600, PF3D7_1041100), STEVOR (PF3D7_0732000), and SURFIN 1.2 (PF3D7_0113600) had prospectively reduced the risk of developing febrile malaria, suggesting that the 5 antigens are important targets of protective immunity. Further studies on the significance of repeated exposure to malaria infection and maintenance of such high-level antibodies would contribute to a better understanding of susceptibility and naturally acquired immunity to malaria.
Keywords: Plasmodium falciparum, RIFIN, STEVOR, SURFIN, naturally acquired immunity
Introduction
Acquired clinical immunity, such as protective immunity against febrile malaria, develops progressively after repeated exposure to Plasmodium falciparum (1). During cyclic intra-erythrocytic development, the parasite exports numerous proteins to the surface of infected red blood cells (iRBCs). These exported proteins are collectively referred to as variable surface antigens (VSAs) and include P. falciparum erythrocyte membrane protein 1 (PfEMP1), surface-associated interspersed gene family (SURFIN), repetitive interspersed family (RIFIN) proteins, and subtelomeric variable open reading frame (STEVOR) proteins (2–6).
In the reference P. falciparum 3D7 genome, RIFIN is the largest multigene family and is encoded by ~180 rif genes (7). Multiple RIFINs are simultaneously expressed 11–12 h post RBC invasion (8) and are subsequently exported to the surface of iRBCs. Some RIFIN variants are expressed in other parasite stages such as merozoites and sporozoites (9, 10). STEVORs, encoded by 30 stevor genes in the 3D7 reference strain, are structurally related to RIFINs; specifically, they share minimal sequence similarity, a predicted signal peptide at the N-terminus, a PEXEL motif, an N-terminal conserved region, a central hydrophobic region, a variable stretch, a transmembrane domain, and a short, charged C-terminal segment (11). The membrane topologies of the RIFIN and STEVOR protein families are central considerations of their function. Some early models of RIFIN and STEVOR structure favored a two transmembrane topology (12), but the transmembrane prediction tool TMHMM (13, 14) and recent experimental data indicate a central hydrophobic stretch that may interact with the external face of erythrocyte membrane, a single C-terminal transmembrane domain (15, 16), and an N-terminal extracellular host ligand-binding domain (17, 18). The C-terminal variable region is found between the central hydrophobic region and the transmembrane domain for all RIFINs and STEVORs.
RIFINs in the 3D7 strain can be subdivided into two major groups: A- and B-RIFINs. The difference is largely due to a 25 amino acid indel present only in the conserved N-terminal region of A-RIFINs (19). Immunofluorescence studies to distinguish the subtypes suggest that during the intraerythrocytic stage A-RIFINs are expressed on the infected erythrocyte surface and merozoite apical region while B-RIFINs are retained in the parasite cytosol (9). However, variant-specific B-RIFIN antibodies, at least for PF3D7_1300600, suggest they could also be expressed on the surface of merozoites (20). The role of B-RIFINs as targets of protective immunity against clinical malaria remains unclear.
We recently demonstrated that P. falciparum parasites express numerous RIFINs to evade host immunity through targeting inhibitory receptors (2). Specifically, iRBCs from patients with severe malaria were observed to often display human leucocyte immunoglobulin-like receptor B1 (LILRB1)-binding RIFINs, that contributed to the pathogenesis of the disease (2). Other studies reported RIFINs as targets of naturally acquired immunity to severe malaria (21, 22). It has also been observed that increased antibody titers against certain RIFINs are associated with prompt parasite clearance and suppression of malaria symptoms in Gabonese children (23). Furthermore, specific IgGs that acquire broad protective reactivity against RIFIN family members may prevent RIFIN binding to host leucocytes (2) and support opsonization of P. falciparum infected erythrocytes (24), hence limiting disease progression.
The role of STEVORs in malaria immunity remains underexplored. However, the expression of these proteins in multiple parasite stages including sporozoites (4), trophozoites (2, 3), schizonts/merozoites (3, 6, 15), and gametocytes (25) suggests that the proteins mediate multiple important functions in parasite development. Given the structural similarity of STEVORs and RIFINs, together with their host cell surface expression (16), the two families may have related functions in immune evasion and/or protective immunity. Indeed, lack of immunity to distinct STEVORs has been associated with vulnerability to severe malaria in Malian children (22). Likewise, in vitro experiments demonstrated that anti-STEVOR antibodies not only interrupt merozoite attachment to the erythrocyte and effectively inhibit RBC invasion (15, 26), but also contribute to the rigidity of infected erythrocytes and rosette formation with non-infected cells (15, 17, 26).
Unlike the large gene families of STEVORs and RIFINs, in Pf3D7 SURFINs are represented by a small family of 10 surf genes which encode large proteins (200–300 kDa) (5). The SURFINs have a cysteine-rich predicted extracellular globular domain, single transmembrane domain, a large cytoplasmic domain containing tryptophan-rich repeats, and lack apparent signal peptide sequences (5, 27). SURFIN members exhibit stage-specific expression during the parasite life cycle. For example, while the expression of surf1.1, surf4.1, and surf14.1 appear to be restricted to late trophozoites and/or during schizont development, surf1.3, surf4.2, and surf8.3 are expressed throughout the erythrocytic cycle (28). At least for SURFIN 4.2, the protein is under host immune pressure due to localization on the surface of merozoites and infected erythrocytes (28, 29).
Numerous studies have shown that individuals residing in malaria endemic areas slowly and gradually acquire age-dependent immunity to clinical malaria. This is evidenced by age-associated decreases in cases of severe and uncomplicated malaria episodes in the population (1). It has long been noted that antibodies are key effector molecules in this immunity, since passive transfer of IgG from malaria immune adults to children with malaria alleviated clinical symptoms and induced a steep reduction in parasitemia (30). During infection, numerous P. falciparum proteins interact with host immunity inducing an array of potentially protective antibodies hence making them important targets of naturally acquired immunity (31, 32). Until recently, concerted efforts to study VSAs have focused mainly on the role of anti-PfEMP1 immunity in blocking vascular adhesion and sequestration of iRBCs [reviewed in Bull and Abdi (33)]. However, the global repertoire of human antibodies against the VSA SURFINs, RIFINs, and STEVORs, and their association with protective immunity against clinical malaria remains unevaluated. VSAs could be useful targets for therapeutics and vaccines against malaria, but advances in validating their usefulness have been hampered by the difficulty in expressing parasite AT-rich genes. In an attempt to overcome this challenge, this study employed the robust and high-throughput eukaryotic wheat germ cell-free protein synthesis system (WGCFS) coupled with a homogeneous high-throughput AlphaScreen system for antibody profiling (34–36); to comprehensively assess antibody responses to RIFINs, STEVORs, and SURFINs in a cohort of malaria exposed children and young adults in Uganda. The study allowed us to assess immune responses to a large panel of malaria proteins to identify potential targets of protective antibodies in clinical malaria.
Materials and Methods
Study Setting and Ethical Statement
Serum samples used in this study were obtained from residents of Lira Municipality in Northern Uganda, a region characterized by high malaria transmission (37–41). Anopheles fenestus is the principal malaria vector (41). Sixty-six healthy study participants aged 6–20 years were enrolled in the control arm (non-vaccinated control group) of a malaria vaccine follow-up study (37).
Permission to use the samples and study protocols were approved by the Institutional Research and Ethics Committee of Lacor Hospital (LHIREC 023/09/13), Uganda National Council for Science and Technology (HS1403) in Uganda; and Ethics Committees of the Research Institute for Microbial Diseases, Osaka University and Ehime University. Written informed consent was obtained from all study participants and/or their parents or guardians before the study. Verbal and written assent was obtained from children aged 6–7 years and 8–17 years, respectively. The assent took precedent over consent from the parents or guardians. The study was conducted in compliance with the International Conference on Harmonization, Good Clinical Practices and the Declaration of Helsinki.
Production of a P. falciparum Parasite Protein Library
The RIFINs, STEVORs, and SURFINs were expressed as described (36) using sequences retrieved from PlasmoDB derived from the Pf3D7 reference strain. All proteins were hand-curated using SignalP 5 (27) and TMHMM-2.0 (13, 14) to locate potential signal peptides and transmembrane domains, respectively. Central hydrophobic regions were also identified. To ease recombinant protein expression using the WGCFS, the protein truncates were designed such that they possessed an ecto-domain but lacked the signal peptide, central hydrophobic domain, as well as the C-terminal transmembrane domain and charged segment (as reflected in Table S1 and illustrated in Figure 1). Specifically, 136 rif and 6 stevor genes were designed to be expressed as one truncate (Table S1a). An additional 21 rif and 24 stevor were designed for two truncates corresponding to the N-terminal (conserved) or variable C-terminal regions after removing the central hydrophobic region and C-terminal transmembrane domain (Table S1b). Due to their large sizes, SURFINs were designed to be expressed as 3–4 truncates with an average of ~ 600 aa each, but excluding potentially hydrophobic regions where present (e.g., in PF3D7_1301800) and transmembrane domains (Table S1c).
DNA sequences were amplified using PrimeSTAR Max DNA polymerase (Takara Bio, Kusatsu, Japan) and region-specific primers (Table S1) and cloned into the pEU vector (CellFree Sciences, Matsuyama, Japan) using In-Fusion HD Cloning Kit (Takara Bio). The pEU vector is specifically designed for the WGCFS protein expression platform. DNA transcription and WGCFS protein synthesis were semi-automated using a GenDecoder1000 robotic protein synthesizer (CellFree Sciences). Proteins were expressed as N-terminus mono-biotinylated recombinant proteins by inclusion of 50 ng biotin-protein ligase (BirA) in the translation lower layer, and adding 500 nM D-biotin (Nacalai Tesque, Kyoto, Japan) to both the translation and substrate upper layers. The expressed recombinant proteins were assessed using Western blot by probing with HRP conjugated streptavidin (42). The constructed recombinant protein library consisted of RIFINs n = 178 (from 157 unique IDs); STEVORs, n = 54 (from 29 unique IDs); and SURFINs, n = 33 (from 10 unique IDs). RIFINs can be sub-grouped as A-RIFINs (n = 120), B1-RIFINs (n = 15), B2-RIFINs (n = 17), and other B-types (n = 26) according to published work (Table S1) (11).
Quantitation of Parasite Specific Antibodies by AlphaScreen
Human serum antibody levels against the RIFIN, STEVOR, and SURFIN protein library were quantified by AlphaScreen as described (35, 42). Briefly, biotinylated recombinant P. falciparum proteins were dispensed into a 384-well OptiPlate using a JANUS Automated Workstation dispenser (PerkinElmer, Waltham, MA) and mixed with 10 μl of 4000-fold diluted sera in reaction buffer (100 mM Tris-HCl [pH 8.0], 0.01 % [v/v] Tween-20, and 0.1 % [w/v] bovine serum albumin). After 30 min incubation at 26°C, 10 μl of detection mixture containing streptavidin-coated donor-beads (PerkinElmer) and protein G (Thermo Scientific, Waltham, MA) conjugated acceptor-beads (PerkinElmer) was added, to make a final concentration of 12 μg/ml for both beads. The plate was then incubated in the dark for 1 hr at 26°C to allow optimal binding of the donor and acceptor-beads to the biotinylated protein and human antibody, respectively. Luminescence emitted by acceptor-beads upon excitation of the donor-beads was detected using an EnVision plate reader (PerkinElmer) and captured as raw AlphaScreen Counts (ASCraw). To account for day-to-day and plate-to-plate assay variability, serially diluted biotinylated rabbit IgG (PerkinElmer) was included in each plate, and subsequently used to generate a 5-parameter logistic standardization curve. The assays were randomized to minimize experimental bias.
Statistical Analysis
Data analysis was performed using either R software (Version 3.5.2 “Eggshell Igloo”; R Foundation for Statistical Computing) or Prism 6 (GraphPad Software Inc., La Jolla, CA).
The cut off point for protein seropositivity to human serum was set at half the lowest non-negative ASC value from that of the assayed samples (43), and a protein was deemed immunoreactive if more than 10% of the volunteers had ASC levels above the seropositivity cut-off. Due to differences in the yield of individual expressed proteins, immunoreactivity was compared among the human serum samples but not across different proteins.
Overall survival was defined as the time from first sampling, when all individuals enrolled were blood-smear negative (37), to the first clinical malaria episode. For this study, a febrile malaria episode was defined as having fever ≥37.5°C and asexual parasitemia of ≥2,500/μl of blood but with no sign of complicated disease. Although some children had multiple parasitic or febrile malaria episodes, only the first symptomatic episode was considered. Analysis based on multiple episodes was precluded because of low incidence. For analysis on the effects of an individual antigen, individuals were categorized as “High Responders” (with an ASC value above the population median for that antigen) or “Low Responders.” Kaplan–Meier curves were created to compare survival between groups, and the log-rank statistic was used to test the hypothesis of a difference in survival between groups (high responders vs. low-responders). Cox proportional hazards models were used to calculate hazard ratios (HR) and 95% confidence intervals (CIs) to assess whether the presence of antigen specific antibodies was associated with overall survival. A similar approach has been used in other studies of this type (35, 44–46). Potential protective efficacy (PPE) was computed as 1 − hazard ratio (PPE% = (1 − HR) ×100%). Associations between age and clinical outcome were examined by the Mann–Whitney U-test or Kruskal–Wallis with Bonferroni–Dunn as a post hoc test.
Multivariate survival analysis while adjusting for confounders focused on bed-net use and age as a categorical variable (6–10 years, 11–15 years, and 16–20 years). Analysis while adjusting for different antibody responses as covariates was limited by their highly correlated nature. All tests were two-sided. A P-value <0.05 was considered significant, and the values presented here were not adjusted for multiple comparisons, rather the interpretation of associations is based on the level of significance and direction of the association between antibody responses and clinical malaria as the primary outcome. Sensitivity survival analysis was conducted using the overall survival outcome of protection (time to first malaria episode) but only with samples obtained from individuals (n = 52) with at least one microscopically confirmed parasitic infection during the follow up period (47, 48). Modified Poisson Regression Model for prospective study with binary outcome associating High Responders vs. Low Responders was also conducted.
Results
WGCFS coupled with AlphaScreen is optimal for determining levels of antibodies that interact with linear and conformational epitopes. Here, we assessed antibody responses against a library of all RIFINs, SURFINs, and STEVORs derived from the Pf3D7 strain. We probed the library with 66 sera from Ugandan individuals aged 6–20 years to identify seroreactive domains/regions that are protective against febrile malaria.
Seroreactivity and Seroprevalence of RIFINs, SURFINs, and STEVORs
Antibody reactivity to the VSA library (Table S1) of RIFINs (n = 178), STEVORs (n = 54), and SURFINs (n = 33) (as illustrated in Figure 1) was measured at the beginning of the study, prior to the rainy season. The pattern of antibody profiles varied considerably among the volunteers. An age-dependent acquisition antibody trend could be observed (Figure S1A) but visual inspection also suggested that there are different patterns of age-related acquisitions to each protein family (Figure 2A). Antibody responses to the different antigens were highly correlated (Figure S1B).
Immunoreactivity was 99, 98, and 100% for RIFINs, STEVORs, and SURFINs, respectively. The average seroprevalence for SURFINs was 60, 48% for RIFINs, and 40% for STEVORs, suggesting that these proteins are naturally immunogenic (Figure 2B). The high immunoreactivity could also be an outcome of cross-reactivity of antibodies targeting the conserved region within the protein families. RIFINs can be subdivided into A- and three classes of B-RIFIN proteins largely due to a 25 amino acid indel present only in the conserved region of A-RIFINs (19). Based on Figure 2B, however, there was no clear distinction in the seroreactivity of RIFINs according to the subclasses A, B1, B2, or B-type. The proportion of individuals recognizing a protein based on whether it was derived from mainly the N-terminal (conserved) or variable C- terminal region of the protein showed a trend, but no significant difference within or between the protein families (Figure 2C).
Generally, as is shown in Figure 2A, antibody responses to several antigens were acquired early in life with an IgG repertoire comparable between protein families. We observed a weak but significant correlation between age (years) and the number of antigens recognized per individual for each of the protein families: RIFINs, spearman's r = 0.3, P = 0.004; STEVORs, r = 0.3, P = 0.005; and SURFINs r = 0.3 and P = 0.014. When the number of recognized antigens was plotted by age group, sera from young adults (16–20 years-old) recognized significantly more antigens than sera from children (6–10 years-old, Mann–Whitney U-test, RIFINs, P = 0.007; STEVORs, P = 0.009; and SURFINs, P = 0.016; Figure 3A). The degree of antigen recognition was not significantly different between 6–10 and 11–15 years-old; or between 11–15 and 16–20 years-old. When this degree of recognition was assessed against febrile malaria events recorded during the follow-up period, the breadth of the immune response did not significantly (P = 0.14) associate with clinical malaria outcome to any of the VSA family (Figure 3B).
Relationship Between Antibodies and Incidence of Febrile Malaria
To gain further insight into VSA family reactivity and malaria incidence, the above results were leveraged for insights based on available data on the timing of malaria incidences. In the time-to-event univariate analysis, antigen-specific antibodies to 4 RIFINs, a SURFIN, and a STEVOR associated with protection. Specifically, immune responders to B RIFINs (PlasmoDB ID: PF3D7_0201000, PF3D7_1254500, PF3D7_1040600, PF3D7_1041100), STEVOR (PF3D7_0732000), and SURFIN 1.2 (PF3D7_0113600) had a significantly reduced risk of having febrile malaria (unadjusted Hazard ratio (HR) <1, P <0.05; Figure 4A and Table 1). To address inconsistency associated with heterogeneity in malaria incidence, we performed additional alternative survival analyses using the standard outcome of protection (time to first malaria episode) using only samples obtained from individuals (n = 52) with at least 1 microscopically confirmed parasite infection during the follow up period (47, 48). All antigens selected by primary analysis were again selected suggesting that these antigens are potentially important targets of malaria protective immunity. The trend was also similar when the Modified Poisson Regression Model was applied. Results of alternative analyses are summarized in Table S2.
Table 1.
Unadjusted PPE† | Age and Bed-net use adjusted PPE | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Product ID | Gene ID | Subtype | Number of TM domains | Signal peptide | Protein length | Expressed region(aa) | Seroprevalence (%) | PPE (%) | 25% CI | 95% CI | P-value* | PPE (%)† | 25% CI | 95% CI | P-value |
RIFIN | |||||||||||||||
RS23 | PF3D7_0201000 | B-type | 1 | Yes | 312 | 21–113 | 27.27 | 81 | 17 | 95 | 0.0265 | (178.72) | (1,404.28) | 48.36 | 0.233 |
RS189 | PF3D7_1254500 | B-type | 1 | Yes | 306 | 21–269 | 66.67 | 60 | 06 | 83 | 0.0366 | (172.68) | (1,427.32) | 51.32 | 0.254 |
RS158 | PF3D7_1040600 | B-type | 1 | Yes | 326 | 28–283 | 75.76 | 59 | 3 | 82 | 0.0422 | (178.19) | (1,454.72) | 50.22 | 0.244 |
RS163 | PF3D7_1041100 | B1-type | 1 | Yes | 334 | 24–291 | 74.24 | 59 | 3 | 82 | 0.0422 | (186.15) | (1,487.80) | 48.43 | 0.229 |
RS89 | PF3D7_0700200 | A-type | 1 | Yes | 323 | 23–280 | 27.27 | 68 | −8 | 90 | 0.0657 | (240.24) | (1,789.11) | 38.72 | 0.161 |
STEVOR | |||||||||||||||
RS99 | PF3D7_0732000 | STEVOR | 1 | Yes | 296 | 198–256 | 83.33 | 58 | 2 | 82 | 0.0447 | (209.51) | (1,581.40) | 43.03 | 0.191 |
RS186 | PF3D7_1254300 | STEVOR | 1 | Yes | 302 | 23–177 | 16.67 | 82 | −37 | 98 | 0.0979 | (198.98) | (1,519.75) | 44.81 | 0.204 |
RS233 | PF3D7_1479900 | STEVOR | 1 | Yes | 304 | 202–264 | 43.94 | 52 | −15 | 80 | 0.0982 | (211.76) | (1,593.56) | 42.61 | 0.188 |
RS92 | PF3D7_0700400 | STEVOR | 1 | Yes | 300 | 24–174 | 18.18 | 66 | −47 | 92 | 0.1496 | (208.04) | (1,568.66) | 43.14 | 0.192 |
RS13 | PF3D7_0115400 | STEVOR | 1 | Yes | 301 | 23–178 | 31.82 | 49 | −37 | 81 | 0.1815 | (220.36) | (1,662.68) | 41.78 | 0.181 |
SURFIN | |||||||||||||||
RS264 | PF3D7_0113600 | SURFIN 1.2 # | 0 | No | 1893 | 636–1270 | 100.00 | 59 | 5 | 83 | 0.0378 | (257.84) | (1,913.01) | 36.39 | 0.148 |
RS242 | PF3D7_1477600 | SURFIN 14.1 | 1 | No | 1953 | 905–1442 | 74.24 | 47 | −21 | 77 | 0.1294 | (196.91) | (1,559.65) | 46.88 | 0.215 |
RS253 | PF3D7_0424400 | SURFIN 4.2 | 1 | No | 2380 | 1195–1796 | 60.61 | 45 | −25 | 76 | 0.1512 | (197.13) | (1,557.40) | 46.73 | 0.214 |
RS256 | PF3D7_0402200 | SURFIN 4.1# | 0 | No | 2219 | 1605–2219 | 65.15 | 45 | −26 | 76 | 0.1560 | (205.19) | (1,625.60) | 46.02 | 0.207 |
RS238 | PF3D7_1301800 | SURFIN 13.1# | 1 | No | 2164 | 658–1319 | 50.00 | −66 | −2.75 | 26 | 0.2191 | (259.91) | (1,870.19) | 34.25 | 0.140 |
TM domains, transmembrane domains. aaAmino acids. PPE, potential protective efficacy derived from the cox analysis hazard ratios. *In bold indicates statistically significant unadjusted PPE. No PPE remained statistically significant after adjustments for confounders (age and bed-net use). #Genes annotated as pseudogenes in PlasmoDB release 41.
In the multivariable adjusted survival analysis, the correlation between antibodies and risk of febrile malaria was generally reduced but none of the antigens remained statistically significant after adjusting for age [which was reported as significantly associated with clinical malaria outcome (35)], and bed-net use (Table S2). There was a strong collinearity between the different antibody titers which limited analysis to different antibody responses as covariates (Figure S1B). Unadjusted association between antibody levels to a combination and increasing number of antigens, and risk of P. falciparum febrile malaria showed reduced risk for the top 13 antigens (Table S3) followed by an increased uncertainness as shown by widening confidence interval (Figure 4B), probably due to the limited number of samples assessed.
Discussion
This study was conducted to evaluate immune responses to RIFINs, SURFINs, and STEVORs in residents of a malaria endemic region in Uganda. We assessed associations between global antibody responses to three VSA families and febrile malaria as an outcome in a follow up study. Antibody responses targeting 4 RIFINs, a SURFIN, and a STEVOR were associated (unadjusted) with reduced risk to febrile malaria suggesting that they are potential mediators in the development of uncomplicated malaria or are targets of naturally acquired immunity against clinical malaria.
Residents in malaria endemic regions acquire immunity to severe malaria early in life before the acquisition of clinical immunity. Thus, it has been proposed that antibodies against VSAs such as RIFINs, SURFINs, and STEVORs that are associated with severe malaria are acquired in early childhood. However, as shown in this study, not all VSAs present in elder groups could be detected in young children (Figure 2A) suggesting that only a limited set of specific VSAs could be involved in protection against severe malaria in early childhood. The antibody reactivity against the Pf3D7 derived RIFINs, SURFINs, and STEVORs as observed here demonstrate that individuals exposed to natural infection develop antibodies that recognize VSAs expressed by heterologous parasites and not necessarily only the parasite causing the clinical episode. Although a certain level of cross-reactivity may be argued despite the variability of the tested proteins, a similar observation has also been made against PfEMP1 and RIFINs in controlled human infection studies in malaria naïve individuals (49). The findings could also suggest that sequence variability does not affect the structure and functionality of VSAs (50, 51). One question that must be asked and that requires further investigation is whether these VSAs could potentially be targets of effective anti-disease vaccines.
The RIFIN family has recently been identified as an important ligand for opsonization of iRBCs, with specific antibodies acquiring broad reactivity through a novel mechanism of insertion of a large DNA fragment between the V and DJ segments (24). Based on this background, the identification of 4 RIFINs here highlights the potential use of RIFINs as targets for passive and active inducers of protective immunity. Specifically, antibody levels to several RIFIN proteins have been shown to correlate with parasite clearance, abrogation of symptoms of febrile malaria among Gabonese children (23), and association with severe malaria in Tanzanian patients (2). Although it is still unknown how naturally acquired antibodies to RIFIN function, recent in vitro studies suggest that the antibodies act by disrupting rosette formation around iRBCs, promoting phagocytosis, and blocking the binding of RIFINs to host B- and NK immune cells immunoglobulin-like receptor B1 (LILRB1) (2, 24, 29). Furthermore, RIFIN specific LAIR1-containing antibodies have been observed to potentiate agglutination and opsonization, consistent with a role of LAIR1-containing antibodies in decreasing the burden of iRBCs in vivo by enhancing parasite clearance. However, due to the clonal expression of RIFIN proteins (52), anti-RIFIN antibodies alone may not be sufficient to take full control of the infection. This would suggest that the inclusion of RIFIN reagents in a multivalent vaccine or therapies should be given a higher priority over a stand-alone target.
RIFINs interact directly with LILRB1 through specific amino acids or conformations within their C-terminal variable region. The binding is important for iRBC interaction with various inhibitory receptors expressed on leucocytes which contribute to the pathogenesis of severe malaria (2). In this study we did not observe differences in seroprevalence of antigens located to the N-terminal conserved vs. the polymorphic regions (Figure 2C), suggesting that both regions induce immunity at equivalent levels. RIFINs that are associated with reduced risk to febrile malaria were all drawn from the conserved N-terminal region (Table S2). This could suggest that clinical immunity is mediated by antibody responses against the conserved sections while the variable region, which induces a more robust response in infants, mediates protection against severe malaria, as suggested elsewhere (2). However, to draw a definitive conclusion on antibodies generated against the conserved or polymorphic regions, further analysis of each region will be required with samples drawn from a malaria exposed population, over different age groups and malaria outcomes.
The role of B-RIFINs as targets of protective immunity against clinical malaria remains unclear. Indeed, their role in merozoite invasion, sequestration, cytoadherence of infected erythrocytes, and involvement in the development of severe malaria requires further studies. However, with specific B-RIFINs variants such as PF3D7_1300600 showing localization on the surface of merozoites and gametocytes (20), and only a few RIFINs variants/hybrids having been studied, additional evaluation will be needed to fully grasp their functions. Alternatively, in the absence of direct exposure to host immunity during intraerythrocytic growth, the antigens may represent potential correlates of protective immunity and not necessarily as targets of the protective immunity.
We also assessed human acquisition of antibodies to SURFINs and STEVORs. In a recent study, a polyclonal antibody (anti- PF3D7_1254100) with broad specificity to different STEVOR variants localized STEVORs on the surface of non-permeabilized/non-fixed merozoites (53). Using this antibody, the authors showed that several STEVORs were also expressed in the intraerythrocytic stage of the parasite. Expression of STEVORs on the surface of merozoites and iRBC potentially changes the antigenic property of parasites thus creating antigenic diversity and contributing to immune escape. Expression of a glycophorin C binding STEVOR on the iRBC leads to PfEMP1-independent rosette formation which can be blocked by anti-STEVOR antibodies (26). Similarly, the antibodies effectively inhibit erythrocyte invasion of merozoites (26). Taken together, these studies illustrate the potential mode of action of antibodies against STEVORs in protective immunity against malaria.
The function of PF3D7_0113600 (SURFIN1.2) which was associated with reduced risk of febrile malaria selected in this study is unknown, but has been suggested to be involved in cell surface adhesion (54) and is associated with chloroquine sensitivity (55). However, the surf1.2 gene is annotated as a pseudogene in the malaria genome database (www.PlasmoDB.org); hence in vivo expression in parasites must be confirmed before further analysis. Other SURFINs such as SURFIN4.2 have been putatively associated with erythrocyte invasion (54). Further understanding of the potential role of STEVOR and SURFIN proteins selected in the present analysis will be required.
For all RIFINs, SURFINs, and STEVORs, we did not observe any reduced chance of a protein being recognized by sera based on length, and comparisons between truncates of the same protein showed comparable immunoreactivities. The variable C-terminus were relatively more seroprevalent than the conserved N-terminal truncates (Figure 2C). In a similar manner, less conserved regions of PfMSP10 were recently observed to be more seroprevalent compared to the highly conserved N-terminal segment (56), and historically most naturally acquired antibodies to PfMSP1 recognize its variable domains (57). It's suggested that this differential reactivity could contribute to the parasite's host immune evasion mechanism, referred to as the smoke-screen strategy (58).
Although we detected potential correlates of protection in the population, we may have missed weak or rare immune associations or overestimated others due to the limited sample size assayed while analyzing multiple antigens over a wide age range. Another limitation was the absence of infection or clinical malaria historical data prior to conducting the prospective study, which could have reduced heterogeneity in samples and allowed more accurate statistical adjustments. The protein library used may also not accurately reflect the proteins expressed by the local parasite population causing the infection, due to its construction based upon the reference Pf3D7 parasite strain. In addition, some proteins may not have been optimally expressed as native parasite proteins, or may have lacked important epitopes, such as within or associated with surface exposed central hydrophobic regions or variable regions that were excluded during protein truncation to ease recombinant protein expression. Nevertheless, the high immunoreactivities observed in this study suggest that the expressed proteins were similar or shared conformations to native parasite proteins. Further studies are required to clarify the role of the selected antigens in protection from malaria pathogenesis.
In conclusion, the extensive global immunoreactivity of RIFINs, SURFINs, and STEVORs presented in this study may reflect a parasite strategy of expressing multiple VSAs in the blood stage, hence enhancing the likelihood of survival and establishment of chronic infections in the host. The identified four B-RIFIN antigens (PF3D7_0201000, PF3D7_1254500, PF3D7_1040600, PF3D7_1041100), STEVOR (PF3D7_0732000), and SURFIN 1.2 (PF3D7_0113600) may indicate important targets or correlates of protective immunity against febrile malaria that need further evaluation. The development of this protein library will facilitate high-throughput evaluation of protective immune profiles toward the identification and prioritization of potential P. falciparum vaccine antigens or correlates of clinical protection by interrogating human samples obtained from well-founded studies.
Data Availability Statement
The datasets generated for this study are available on request to the corresponding author.
Ethics Statement
The studies involving human participants were reviewed and approved by Institutional Research and Ethics Committee of Lacor Hospital (LHIREC 023/09/13), Uganda National Council for Science and Technology (HS1403) in Uganda, Ethics Committees of the Research Institute for Microbial Diseases, Osaka University and Ehime University. Written informed consent to participate in this study was provided by the participants and/or legal guardians/next of kin.
Author Contributions
BK, TT, and ET conceived and designed experiments. BK, HN, NP, MW, MM, EN, BB, AY, TE, and TH conducted experiments. BK, MW, TT, and ET analyzed the data. BK, TT, and ET wrote the manuscript. All authors discussed and edited the manuscript.
Conflict of Interest
The 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.
Acknowledgments
We appreciate the study volunteers from Lira, Northern Uganda; and thank the research teams from Med Biotech Laboratories, Lira Medical Center, Uganda, and Research Institute for Microbial Diseases, Osaka University for their technical assistance in obtaining the field samples. We would also like to thank Yuiko Ogasawara and Miwa Ochi for their assistance in expressing the recombinant proteins, and Dr. Thomas J. Templeton for critical reading of the manuscript.
Glossary
Abbreviations
- RIFIN
Repetitive interspersed family
- STEVOR
Subtelomeric variable open reading frame
- SURFIN
Surface-associated interspersed gene family
- WGCFS
Wheat germ cell-free system
- PPE
Potential protective efficacy
- VSA
Variable surface antigen
- iRBCs
Infected red blood cells.
Footnotes
Funding. This work was funded in part by JSPS KAKENHI (JP19K16630, JP19K16629, JP17K15678, JP18H02651, JP18K19455, JP18K15138, and JP19K22535) and in part by Strategic Promotion of International Cooperation to Accelerate Innovation in Africa by MEXT, Japan. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Supplementary Material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fimmu.2020.00893/full#supplementary-material
References
- 1.Doolan DL, Dobano C, Baird JK. Acquired immunity to malaria. Clin Microbiol Rev. (2009) 22:13–36. 10.1128/CMR.00025-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Saito F, Hirayasu K, Satoh T, Wang CW, Lusingu J, Arimori T, et al. Immune evasion of Plasmodium falciparum by RIFIN via inhibitory receptors. Nature. (2017) 552:101–5. 10.1038/nature24994 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Blythe JE, Yam XY, Kuss C, Bozdech Z, Holder AA, Marsh K, et al. Plasmodium falciparum STEVOR proteins are highly expressed in patient isolates and located in the surface membranes of infected red blood cells and the apical tips of merozoites. Infect Immun. (2008) 76:3329–36. 10.1128/IAI.01460-07 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.McRobert L, Preiser P, Sharp S, Jarra W, Kaviratne M, Taylor MC, et al. Distinct trafficking and localization of STEVOR proteins in three stages of the Plasmodium falciparum life cycle. Infect Immun. (2004) 72:6597–602. 10.1128/IAI.72.11.6597-6602.2004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Winter G, Kawai S, Haeggstrom M, Kaneko O, von Euler A, Kawazu S, et al. SURFIN is a polymorphic antigen expressed on Plasmodium falciparum merozoites and infected erythrocytes. J Exp Med. (2005) 201:1853–63. 10.1084/jem.20041392 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Khattab Bonow I, Schreiber N, Petter M, Schmetz C, Klinkert MQ. Plasmodium falciparum variant STEVOR antigens are expressed in merozoites and possibly associated with erythrocyte invasion. Malaria J. (2008) 7:137. 10.1186/1475-2875-7-137 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Aurrecoechea A, Brestelli J, Brunk BP, Dommer J, Fischer S, Gajria B, et al. a functional genomic database for malaria parasites. Nucleic Acids Res. (2009) 37:D539–43. 10.1093/nar/gkn814 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Painter HJ, Chung NC, Sebastian A, Albert I, Storey JD, Llinas M. Genome-wide real-time in vivo transcriptional dynamics during Plasmodium falciparum blood-stage development. Nat Commun. (2018) 9:2656. 10.1038/s41467-018-04966-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Petter M, Haeggstrom M, Khattab A, Fernandez V, Klinkert MQ, Wahlgren M. Variant proteins of the Plasmodium falciparum RIFIN family show distinct subcellular localization and developmental expression patterns. Mol Biochem Parasitol. (2007) 156:51–61. 10.1016/j.molbiopara.2007.07.011 [DOI] [PubMed] [Google Scholar]
- 10.Florens L, Washburn MP, Raine JD, Anthony RM, Grainger M, Haynes JD, et al. A proteomic view of the Plasmodium falciparum life cycle. Nature. (2002) 419:520–6. 10.1038/nature01107 [DOI] [PubMed] [Google Scholar]
- 11.Joannin N, Kallberg Y, Wahlgren M, Persson B. RSpred, a set of Hidden Markov Models to detect and classify the RIFIN and STEVOR proteins of Plasmodium falciparum. BMC Genomics. (2011) 12:119. 10.1186/1471-2164-12-119 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Cheng Q, Cloonan N, Fischer K, Thompson J, Waine G, Lanzer M, et al. stevor and rif are Plasmodium falciparum multicopy gene families which potentially encode variant antigens. Mol Biochem Parasitol. (1998) 97:161–76. 10.1016/S0166-6851(98)00144-3 [DOI] [PubMed] [Google Scholar]
- 13.Sonnhammer EL, von Heijne G, Krogh A. A hidden Markov model for predicting transmembrane helices in protein sequences. Proc Int Conf Intell Syst Mol Biol. (1998) 6:175–82. [PubMed] [Google Scholar]
- 14.Krogh Larsson B, von Heijne G, Sonnhammer EL. Predicting transmembrane protein topology with a hidden Markov model: application to complete genomes. J Mol Biol. (2001) 305:567–80. 10.1006/jmbi.2000.4315 [DOI] [PubMed] [Google Scholar]
- 15.Wichers JS, Scholz AM, Strauss J, Witt S, Lill A, Ehnold LI, et al. Dissecting the gene expression, localization, membrane topology, and function of the Plasmodium falciparum STEVOR Protein Family. MBio. (2019) 10. 10.1128/mBio.01500-19 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Bachmann Scholz JA, Janssen M, Klinkert MQ, Tannich E, Bruchhaus I, et al. A comparative study of the localization and membrane topology of members of the RIFIN, STEVOR and PfMC-2TM protein families in Plasmodium falciparum-infected erythrocytes. Malaria J. (2015) 14:274. 10.1186/s12936-015-0784-2 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Sanyal S, Egee S, Bouyer G, Perrot S, Safeukui I, Bischoff E, et al. Plasmodium falciparum STEVOR proteins impact erythrocyte mechanical properties. Blood. (2012) 119:e1–8. 10.1182/blood-2011-08-370734 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Templeton TJ. The varieties of gene amplification, diversification and hypervariability in the human malaria parasite, Plasmodium falciparum. Mol Biochem Parasitol. (2009) 166:109–16. 10.1016/j.molbiopara.2009.04.003 [DOI] [PubMed] [Google Scholar]
- 19.Joannin N, Abhiman S, Sonnhammer EL, Wahlgren M. Sub-grouping and sub-functionalization of the RIFIN multi-copy protein family. BMC Genomics. (2008) 9:19. 10.1186/1471-2164-9-19 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Mwakalinga SB, Wang CW, Bengtsson DC, Turner L, Dinko B, Lusingu JP, et al. Expression of a type B RIFIN in Plasmodium falciparum merozoites and gametes. Malaria J. (2012) 11:429. 10.1186/1475-2875-11-429 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Zhou AE, Berry AA, Bailey JA, Pike A, Dara A, Agrawal S, et al. Antibodies to peptides in semiconserved domains of RIFINs and STEVORs correlate with Malaria exposure. mSphere. (2019) 4. 10.1128/mSphere.00097-19 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Travassos MA, Niangaly A, Bailey JA, Ouattara A, Coulibaly D, Lyke KE, et al. Children with cerebral malaria or severe malarial anaemia lack immunity to distinct variant surface antigen subsets. Sci Rep. (2018) 8:6281. 10.1038/s41598-018-24462-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Abdel-Latif MS, Dietz K, Issifou S, Kremsner PG, Klinkert MQ. Antibodies to Plasmodium falciparum rifin proteins are associated with rapid parasite clearance and asymptomatic infections. Infect Immun. (2003) 71:6229–33. 10.1128/IAI.71.11.6229-6233.2003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Tan J, Pieper K, Piccoli L, Abdi A, Perez MF, Geiger R, et al. A LAIR1 insertion generates broadly reactive antibodies against malaria variant antigens. Nature. (2016) 529:105–109. 10.1038/nature16450 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Tiburcio M, Niang M, Deplaine G, Perrot S, Bischoff E, Ndour PA, et al. A switch in infected erythrocyte deformability at the maturation and blood circulation of Plasmodium falciparum transmission stages. Blood. (2012) 119:e172–80. 10.1182/blood-2012-03-414557 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Niang M, Bei AK, Madnani KG, Pelly S, Dankwa S, Kanjee U, et al. STEVOR is a Plasmodium falciparum erythrocyte binding protein that mediates merozoite invasion and rosetting. Cell Host Microbe. (2014) 16:81–93. 10.1016/j.chom.2014.06.004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Almagro Armenteros JJ, Tsirigos KD, Sonderby CK, Petersen TN, Winther O, Brunak S, et al. SignalP 5.0 improves signal peptide predictions using deep neural networks. Nat Biotechnol. (2019) 37:420–423. 10.1038/s41587-019-0036-z [DOI] [PubMed] [Google Scholar]
- 28.Mphande FA, Ribacke U, Kaneko O, Kironde F, Winter G, Wahlgren M. SURFIN4.1, a schizont-merozoite associated protein in the SURFIN family of Plasmodium falciparum. Malaria J. (2008) 7:116. 10.1186/1475-2875-7-116 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Quintana DP, Ch'ng J.H., Moll K, Zandian A, Nilsson P, Idris ZM, Saiwaew S, Qundos U, Wahlgren M. Antibodies in children with malaria to PfEMP1, RIFIN and SURFIN expressed at the Plasmodium falciparum parasitized red blood cell surface. Sci Rep. (2018) 8:3262. 10.1038/s41598-018-21026-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Cohen S, Mc GI, Carrington S. Gamma-globulin and acquired immunity to human malaria. Nature. (1961) 192:733–7. 10.1038/192733a0 [DOI] [PubMed] [Google Scholar]
- 31.Chan JA, Boyle MJ, Moore KA, Reiling L, Lin Z, Hasang W, et al. Antibody targets on the surface of Plasmodium falciparum-infected erythrocytes that are associated with immunity to severe malaria in young children. J Infect Dis. (2019) 219:819–28. 10.1093/infdis/jiy580 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Chan JA, Fowkes FJ, Beeson JG. Surface antigens of Plasmodium falciparum-infected erythrocytes as immune targets and malaria vaccine candidates. Cell Mol Life Sci. (2014) 71:3633–57. 10.1007/s00018-014-1614-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Bull PC, Abdi AI. The role of PfEMP1 as targets of naturally acquired immunity to childhood malaria: prospects for a vaccine. Parasitology. (2016) 143:171–86. 10.1017/S0031182015001274 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Ntege EH, Takashima E, Morita M, Nagaoka H, Ishino T, Tsuboi T. Blood-stage malaria vaccines: post-genome strategies for the identification of novel vaccine candidates. Expert Rev Vaccines. (2017) 16:769–79. 10.1080/14760584.2017.1341317 [DOI] [PubMed] [Google Scholar]
- 35.Kanoi BN, Takashima E, Morita M, White MT, Palacpac NM, Ntege EH, et al. Antibody profiles to wheat germ cell-free system synthesized Plasmodium falciparum proteins correlate with protection from symptomatic malaria in Uganda. Vaccine. (2017) 35:873–81. 10.1016/j.vaccine.2017.01.001 [DOI] [PubMed] [Google Scholar]
- 36.Kanoi BN, Nagaoka H, Morita M, White MT. Palacpac MQ, Ntege EH, et al. Comprehensive analysis of antibody responses to Plasmodium falciparum erythrocyte membrane protein 1 domains. Vaccine. (2018) 36:6826–33. 10.1016/j.vaccine.2018.08.058 [DOI] [PubMed] [Google Scholar]
- 37.Palacpac NM, Ntege E, Yeka A, Balikagala B, Suzuki N, Shirai H, et al. Phase 1b randomized trial and follow-up study in Uganda of the blood-stage malaria vaccine candidate BK-SE36. PLoS ONE. (2013) 8:e64073. 10.1371/journal.pone.0064073 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Egwang TG, Apio B, Riley E, Okello D. Plasmodium falciparum malariometric indices in Apac district, northern Uganda. East Afr Med J. (2000) 77:413–6. [PubMed] [Google Scholar]
- 39.Proietti C, Pettinato DD, Kanoi BN, Ntege E, Crisanti A, Riley EM, et al. Continuing intense malaria transmission in northern Uganda. Am J Trop Med Hyg. (2011) 84:830–7. 10.4269/ajtmh.2011.10-0498 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Yeka Gasasira A, Mpimbaza A, Achan J, Nankabirwa J, Nsobya S, et al. Malaria in Uganda: challenges to control on the long road to elimination: epidemiology I, and current control efforts. Acta Trop. (2012) 121:184–95. 10.1016/j.actatropica.2011.03.004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Okello PE, Van Bortel W, Byaruhanga AM, Correwyn A, Roelants P, Talisuna A, et al. Variation in malaria transmission intensity in seven sites throughout Uganda. Am J Trop Med Hyg. (2006) 75:219–25. 10.4269/ajtmh.2006.75.219 [DOI] [PubMed] [Google Scholar]
- 42.Matsuoka K, Komori H, Nose M, Endo Y, Sawasaki T. Simple screening method for autoantigen proteins using the N-terminal biotinylated protein library produced by wheat cell-free synthesis. J Proteome Res. (2010) 9:4264–73. 10.1021/pr9010553 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Longley RJ, White MT, Takashima E, Morita M, Kanoi BN, Li CSN, et al. Naturally acquired antibody responses to more than 300 Plasmodium vivax proteins in three geographic regions. PLoS Negl Trop Dis. (2017) 11:e0005888. 10.1371/journal.pntd.0005888 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Osier FH, Fegan G, Polley SD, Murungi L, Verra F, Tetteh KK, et al. Breadth and magnitude of antibody responses to multiple Plasmodium falciparum merozoite antigens are associated with protection from clinical malaria. Infect Immun. (2008) 76:2240–8. 10.1128/IAI.01585-07 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Rono J, Osier FH, Olsson D, Montgomery S, Mhoja L, Rooth I, et al. Breadth of anti-merozoite antibody responses is associated with the genetic diversity of asymptomatic Plasmodium falciparum infections and protection against clinical malaria. Clin Infect Dis. (2013) 57:1409–16. 10.1093/cid/cit556 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Richards JS, Arumugam TU, Reiling L, Healer J, Hodder AN, Fowkes FJ, et al. Identification and prioritization of merozoite antigens as targets of protective human immunity to Plasmodium falciparum malaria for vaccine and biomarker development. J Immunol. (2013) 191:795–809. 10.4049/jimmunol.1300778 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Greenhouse B, Ho B, Hubbard A, Njama-Meya D, Narum DL, Lanar DE, et al. Antibodies to Plasmodium falciparum antigens predict a higher risk of malaria but protection from symptoms once parasitemic. J Infect Dis. (2011) 204:19–26. 10.1093/infdis/jir223 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Bousema T, Kreuels B, Gosling R. Adjusting for heterogeneity of malaria transmission in longitudinal studies. J Infect Dis. (2011) 204:1–3. 10.1093/infdis/jir225 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Turner L, Wang CW, Lavstsen T, Mwakalinga SB, Sauerwein RW, Hermsen CC, et al. Antibodies against PfEMP1, RIFIN, MSP3 and GLURP are acquired during controlled Plasmodium falciparum malaria infections in naive volunteers. PLoS ONE. (2011) 6:e29025. 10.1371/journal.pone.0029025 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Lau CK, Turner L, Jespersen JS, Lowe ED, Petersen B, Wang CW, et al. Structural conservation despite huge sequence diversity allows EPCR binding by the PfEMP1 family implicated in severe childhood malaria. Cell Host Microbe. (2015) 17:118–29. 10.1016/j.chom.2014.11.007 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Turner L, Lavstsen T, Berger SS, Wang CW, Petersen JE, Avril M, et al. Severe malaria is associated with parasite binding to endothelial protein C receptor. Nature. (2013) 498:502–5. 10.1038/nature12216 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Fernandez V, Hommel M, Chen Q, Hagblom P, Wahlgren M. Small, clonally variant antigens expressed on the surface of the Plasmodium falciparum-infected erythrocyte are encoded by the rif gene family and are the target of human immune responses. J Exp Med. (1999) 190:1393–404. 10.1084/jem.190.10.1393 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Khattab Meri S. Exposure of the Plasmodium falciparum clonally variant STEVOR proteins on the merozoite surface. Malaria J. (2011) 10:58. 10.1186/1475-2875-10-58 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Oakley MS, Kumar S, Anantharaman V, Zheng H, Mahajan B, Haynes JD, et al. Molecular factors and biochemical pathways induced by febrile temperature in intraerythrocytic Plasmodium falciparum parasites. Infect Immun. (2007) 75:2012–25. 10.1128/IAI.01236-06 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Borrmann S, Straimer J, Mwai L, Abdi A, Rippert A, Okombo J, et al. Genome-wide screen identifies new candidate genes associated with artemisinin susceptibility in Plasmodium falciparum in Kenya. Sci Rep. (2013) 3:3318. 10.1038/srep03318 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Nagaoka H, Kanoi BN, Jinoka K, Morita M, Arumugam TU. Palacpac MQ, et al. The N-Terminal Region of Plasmodium falciparum MSP10 is a target of protective antibodies in Malaria and is important for PfGAMA/PfMSP10 interaction. Front Immunol. (2019) 10:2669 10.3389/fimmu.2019.02669 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Holder AA, Riley EM. Human immune response to MSP-1. Parasitol Today. (1996) 12:173–4; discussion 206. 10.1016/0169-4758(96)20009-2 [DOI] [PubMed] [Google Scholar]
- 58.Renia L, Goh YS. Malaria parasites: the great escape. Front Immunol. (2016) 7:463. 10.3389/fimmu.2016.00463 [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets generated for this study are available on request to the corresponding author.