Abstract
The interaction between Plasmodium vivax Duffy binding protein (PvDBP) and Duffy antigen receptor for chemokines (DARC) has been described as critical for the invasion of human reticulocytes, although increasing reports of P. vivax infections in Duffy-negative individuals questions its unique role. To investigate the genetic diversity of the two main protein ligands for reticulocyte invasion, PvDBP and P. vivax Erythrocyte Binding Protein (PvEBP), we analyzed 458 isolates collected in Cambodia and Madagascar. First, we observed a high proportion of isolates with multiple copies PvEBP from Madagascar (56%) where Duffy negative and positive individuals coexist compared to Cambodia (19%) where Duffy-negative population is virtually absent. Whether the gene amplification observed is responsible for alternate invasion pathways remains to be tested. Second, we found that the PvEBP gene was less diverse than PvDBP gene (12 vs. 33 alleles) but provided evidence for an excess of nonsynonymous mutations with the complete absence of synonymous mutations. This finding reveals that PvEBP is under strong diversifying selection, and confirms the importance of this protein ligand in the invasion process of the human reticulocytes and as a target of acquired immunity. These observations highlight how genomic changes in parasite ligands improve the fitness of P. vivax isolates in the face of immune pressure and receptor polymorphisms.
Author summary
Until recently, P. vivax was thought to infect only Duffy positive individuals, due to its dependence on binding the Duffy blood group antigen as a receptor for reticulocyte invasion and to be absent from parts of Africa where the Duffy-negative phenotype is highly frequent. However, a number of recent studies from across sub-Saharan Africa have reported P. vivax infections in Duffy-negative individuals. Invasion into Duffy-positive reticulocytes is mediated by the P. vivax Duffy binding protein (PvDBP). The mechanism for invasion into Duffy-negative reticulocytes is not known. A homologue of PvDBP, namely, P. vivax erythrocyte binding protein (PvEBP), has been recently identified but its role in Duffy independent invasion is not clearly defined. Here, we provide unique insights into the roles of these two key ligands by studying the genetic diversity of P. vivax isolates collected from Cambodia, where all individuals are Duffy positive, and Madagascar where both Duffy-positive and Duffy-negative individuals coexists. Our data suggest that PvEBP may play an important functional role in invasion into Duffy-negative reticulocytes. PvEBP appears to be a target of naturally acquired antibody responses following natural exposure to P. vivax infection and such as a consequence an important vaccine candidate, together with PvDBP.
Introduction
Plasmodium vivax is a predominant cause of malaria outside Africa, which causes significant morbidity (estimate of 8.5 million cases in 2016) and places an enormous economic burden on many resource poor countries [1]. Until recently, vivax malaria was considered a benign infection compared to P. falciparum, although clinical episodes and regular recurrent infections cause significant morbidity as well as impact on the economy in endemic areas [2]. Moreover, P. vivax infections can sometimes lead to severe life-threatening pathologies [3].
Previous data from malaria therapy, which was used extensively for over two decades (1920-1940) for treatment of neurosyphilis (e.g. paralysis of the insane), as well as experimental infections of volunteers have demonstrated that individuals of African origin were naturally resistant to P. vivax infection [4–6]. Thereafter, following identification of the Duffy blood group [7], it was shown that the Duffy blood group antigen (Fya or Fyb) was not expressed on red blood cells (RBCs) of individuals of African origin (Duffy-negative) [8, 9]. Seminal works with controlled experimental infections of volunteers through sporozoite challenge and in vitro invasion studies using P. knowlesi as a model subsequently established the paradigm that the Duffy antigen is required for reticulocyte invasion by P. vivax [9–11]. Consequently, vivax malaria was long thought to be absent from parts of Africa where the Duffy-negative phenotype is highly frequent [12].
Host cell invasion by Plasmodium merozoites is a complex, multi-step process that involves multiple interactions between erythrocyte receptors and ligands on merozoites. Unlike P. falciparum merozoites, which can use several erythrocyte receptors for invasion, it was thought, until recently, that invasion of human reticulocytes by P. vivax is completely dependent on the interaction between the P. vivax Duffy Binding Protein (PvDBP) and the erythrocyte Duffy antigen receptor for chemokines (DARC) [13, 14]. However, over the last decade, a growing body of studies have reported PCR-positive vivax malaria cases in Duffy-negative individuals around the world, specifically across Africa (review in [12]) and South America [15, 16]. These frequent observations raise the emerging issue of P. vivax infection in Duffy-negative populations, and the possibility of alternative invasion mechanism(s). At present, we do not know whether these clinical reports are common and were previously undetected or if they are due to the emergence and spread of specific P. vivax strains that use alternative Duffy-independent pathways to invade Duffy-negative reticulocytes. Whatever the reason for the increasing frequency of observations of P. vivax in Duffy-negative populations, it is a cause for concern and demands attention. Recent whole genome sequencing studies of monkey-adapted P. vivax strains and field isolates (all isolates were collected from Duffy-positive patients) have revealed that the PvDBP gene was duplicated in multiple P. vivax isolates, particularly at high prevalence in Madagascar, a setting where Duffy-positive and Duffy-negative individuals coexist [17]. Initially, this epidemiological pattern suggested that the duplication of this gene was likely associated with the capability of the parasite to overcome the barrier of Duffy negativity. Since then, this hypothesis has been challenged by Hostetler et al. [18] who found that PvDBP gene duplications were widespread even in malaria endemic areas in Southeast Asia where Duffy-negativity is not present. Another recent study [19] reported evidence of PvDBP gene amplification (3 and 8 copies) in two Duffy-negative Ethiopian isolates. In addition, sequence data generated from a P. vivax field isolate (C127 isolate from Cambodia), which used reconstruction of long reads without relying on the reference genome (e.g. the monkey-adapted Salvador I strain), identified 792 predicted genes [20]. Among them, two contigs contained predicted protein coding genes similar to known Plasmodium red blood cell invasion proteins. One of these genes harbored all the hallmarks of a Plasmodium erythrocyte binding protein, including conserved Duffy-binding like and C-terminal cysteine-rich domains. Further analysis showed that this gene, which is present in most of studied P. vivax genomes, clustered separately from all known Plasmodium erythrocyte-binding protein genes [20]. Further functional investigations demonstrated that the recombinant PvEBP (derived from the C127 PvEBP allele) bound preferentially to immature (CD71high) and Duffy-positive reticulocytes [21]. A minimal binding was observed with Duffy-negative reticulocytes, and no binding was observed with mature red blood cells or normocytes. PvDBP and PvEBP were clearly shown to be antigenically distinct. These findings were slightly modulated in another study that reported that the region II of PvEBP expressed in COS-7 cells bound both Duffy-positive and Duffy-negative erythrocytes although at low frequency suggesting that PvEBP may be a ligand for invasion of Duffy-negative reticulocytes [19].
To gain insight into the natural genetic diversity and polymorphisms in the two main protein ligands for reticulocyte invasion (PvDBP and PvEBP), we collected and analyzed P. vivax isolates from two distinct settings: in Cambodia, where the vast majority of individuals are Duffy-positive[2], and Madagascar where an admixture of Duffy-positive and Duffy-negative people coexists [22].
Results
Duffy genotyping
Duffy genotyping data were available for 174 samples and all samples were genotyped as Duffy-positive (T-33C substitution: Cambodia, N=119, 100% T/T and Madagascar, N=55, 44% T/T and 56%T/C) (Table 1).
PvDBP gene copy number variation (CNV)
PvDBP CNV was assessed in 458 P. vivax isolates collected in Cambodia (N=392) and Madagascar (N=66) (Table 1). PvDBP CNV ranged from 1 to 6 copies. No significant differences were observed between P. vivax isolates from both countries in the median gene copy number (1.31 and 1.30 for Madagascar and Cambodia, respectively, P=0.21, Mann Whitney test) or in the proportion of isolates carrying multiple copies PvDBP (45.5% for Madagascar and 37.5% for Cambodia, P=0.22, Fisher’s exact test). These data confirm that PvDBP amplification is a common event across isolates from Cambodia and Madagascar (Fig 1).
Further analysis showed that the proportion of isolates with multiple copies of PvDBP increased over time in Cambodia: from 16.7% (8/48) in 2003-2004 to 39.8% (142/357) in 2011-2017 (P=0.001, Fisher’s exact test). This trend was significant for samples collected from western provinces (Battambang, Pursat, Pailin, Kampot) (15.2% vs. 36.6%, P=0.02, Fisher’s exact test). The proportion of isolates with multiple copies of PvDBP and the median gene copy numbers for PvDBP were similar between paired isolates collected before a standard 3-day course of chloroquine (30 mg/kg) (D0) and at the day of recurrence (Dx) occurring during the 2-months follow up in patients relocated in a non-transmission area (D0: 38.5%, 5/13, median PvDBP copy number= 1.4, IQR: 1.1-2.4 vs. Dx: 23.1%, 3/13, median PvDBP copy number=1.0, IQR: 1.0-1.5, P=0.67, Fisher’s exact test and P=0.40, Mann Whitney test, respectively).
More surprisingly, we observed in Malagasy samples that the proportion of isolates with PvDBP amplification or the median copy of PvDBP gene was significantly higher in homozygous Duffy-positive individuals (T/T) compared to heterozygous Duffy-positive individuals (T/C) who are supposed to express less DARC antigen on the surface of their reticulocytes: T/T: 59.1%, 13/22, median PvDBP copy number= 2.2, IQR: 1.0-3.0 vs. T/C: 27.6%, 8/29, median PvDBP copy number=2.0, IQR: 0.9-1.5, P=0.04 (Fisher’s exact test and P=0.01, Mann Whitney test, respectively).
PvDBP gene amplification occurs across multiple alleles
To determine whether PvDBP gene amplification was restricted to specific alleles, PvDBPII sequences (from codon 184 to codon 468) were determined among 153 Cambodian and 92 Malagasy P. vivax isolates. As already described, PvDBP sequences were found to be highly polymorphic and multiple alleles were observed both in Cambodia (21 alleles) and Madagascar (15 alleles) (Fig 2 and S1 Table).
Numerous SNPs already described were observed [25–37]. Four new SNPs (one silent and three non-synonymous) were detected (K260E, P450R, V453V and P475R). Among the 23 SNPs, some were solely observed in Madagascar (I419M, V453V and I464I) and in Cambodia (K260E, F306L, I367T, N375D, R378R, S398T, T404R, P450R, P475A/R and Q486E).
SNPs along with the location of binding residues for DARC, identified by previous studies [38–40], were mapped on to the 3D structure of PvDBPII. Interestingly, majority of the SNPs were found to be distal from the DARC binding residues, and located on the opposite surface compared to the binding residues for DARC (Fig 3, Panel A).
A total of 169 P. vivax isolates with both SNP and CNV were available for analysis. Among them, 76 (45%) had multiple copies PvDBP. Gene amplification was observed in 9/18 alleles (50%) in Cambodia and in 8/9 alleles (89%) in Madagascar isolates (Fig 4, Panel A). No specific PvDBP allele was found to have in proportion more isolates than expected with PvDBP gene amplification, indicating that PvDBP gene amplification can occur across multiple alleles.
PvEBP gene copy number variation (CNV)
PvEBP CNV was determined in 184 Cambodian and 66 Malagasy samples (Table 1). PvEBP CNV ranged from 1 to 2 copies in Cambodian isolates and 1 to 5 copies in Malagasy samples. The proportion of multiple copies PvEBP isolates was significantly more frequent in Madagascar compared to Cambodia: 56% (37/66)vs. 19% (35/184) (P<10−6, Fisher’s exact test). The median copy number of PvEBP gene was also significantly higher in isolates from Madagascar compared to Cambodia: 1.6 (IQR: 1.3-2.1) vs. 1.3 (IQR : 0.95-1.4) (P<10−4, Mann Whitney test) (Fig 1, Panel B).
In Cambodia, the proportion of isolates with multiple copies of PvEBP or the median copy number of PvEBP gene was higher in high transmission areas located in eastern provinces (Ratanakiri, Mondulkiri and Kratie): 24% (31/127) vs. 7% (4/57) (P = 0.004, Fisher’s exact test), respectively and 1.3 (IQR: 1.0 - 1.5) vs. 1.1 (IQR: 0.85 - 1.3) (P = 0.003, Mann Whitney test). PvEBP CNV (proportion of isolates carrying PvEBP amplification or median copy of PvEBP gene) were similar between paired isolates collected at time of chloroquine treatment (D0) and on day of recurrence (Dx): D0, 60% (6/10), median PvEBP copy number= 1.6 (IQR: 1.4-1.7) vs. Dx, 50% (2/4), median PvEBP copy number=1.7 (IQR: 1.0-2.0) (P=1.0, Fisher’s exact test and P = 0.83, Mann Whitney test, respectively).
In Malagasy samples, no significant differences in the proportion of isolates with PvEBP amplification or the median copy of PvEBP gene were observed between homozygous (T/T) and heterozygous (T/C) Duffy-positives individuals: T/T, 54% (12/22), median PvEBP copy number=1.5 (IQR: 1.2-2.2) vs. T/C, 41% (12/29), median PvEBP copy number=1.4 (IQR: 1.2-1.7) (P=0.4, Fisher’s exact test and P=0.3, Mann Whitney test, respectively).
PvEBP gene amplification occurs across multiple limited PvEBP alleles
PvEBP sequences obtained from 150 Cambodian and 69 Malagasy isolates (Table 1) were compared to the reference genome (C127) [20]. Eleven non-synonymous SNPs were observed leading to twelve different alleles. Most of them (59%) were the C127-like allele (Fig 5 and S2 Table).
Four SNPs were common to both countries (N233K, D311N, E322K and I463V), three specific to Madagascar (N200K, C219S and N449K) and four to Cambodia (D268N, E306K, T421I, S423W). More common alleles were observed between the two countries for PvEBP compared to PvDBP: half of PvEBP alleles were shared between both countries compared to 1/11 for PvDBP alleles (P=0.02). Given that PvEBPII shares homology with DBL domains, the structure of PvEBPII was modeled based on the structure of PvDBPII (Fig 3, Panel B). The ribbon diagrams for the structures of PvDBPII and PvEBPII were superimposed and found to overlap (Fig 3, Panel C). SNPs were mapped to the PvEBPII structure and were found to be distributed across the domain. Since the receptor-binding site of PvEBPII remains to be defined, we were not able to assess whether the binding site was conserved or variable and deduce if this protein ligand can be targeted by strain transcending inhibitory antibodies to block receptor binding and invasion by diverse strains.
A total of 143 P. vivax isolates with both SNP and CNV data for PvEBP were available for analysis. Among them, 28 (20%) were found to have PvEBP gene amplification. PvEBP gene amplification was observed in 6/10 alleles (60%) in Cambodia and in 5/7 alleles (71%) in Madagascar isolates (Fig 4, Panel B). No specific PvEBP allele was found to have in proportion more isolates than expected with PvEBP gene amplification, indicating that PvEBP gene amplification can occur across multiple alleles.
Discussion
The work presented here was focused to explore the polymorphism and the copy number variation of two P. vivax protein ligands involved in invasion into reticulocytes [41]. Unsurprisingly, we observed that SNPs detected in the receptor-binding domain of PvDBPII were similar to those observed previously. The binding residues for DARC in PvDBPII were conserved and majority of the SNPs observed were distal to the binding site. In fact, many SNPs were found on the opposite face of PvDBPII compared to the binding site suggesting that this surface is under immune pressure during natural infection. Genome sequencing of different P. vivax isolates collected in various malaria endemic settings had previously revealed that the PvDBP gene is frequently duplicated [17, 18]. Here, we confirm again that amplification of PvDBPII is a common genomic event, which can frequently occur in isolates from areas where Duffy-negative phenotype is virtually absent such as Cambodia. To encompass the two types of duplication previously observed [17, 18], we designed a novel quantitative real-time PCR with a standard curve that enables precise quantification of the number of PvDBP and PvEBP genes up to 6 copies. Our data confirms the hypothesis that PvDBP amplification is unlikely to play a role in invasion of Duffy-negative reticulocytes or at least that human Duffy-negative populations do not specifically select for parasites with multiple copies of gene encoding PvDBP.
The critical role of PvDBP protein ligand in invasion pathway into human Duffy-positive reticulocytes is well established while alternative pathways through other parasite protein ligands involved in the invasion of Duffy-negative reticulocytes are unknown. To date, few biological investigations seem to support a possible role of the newly described PvEBP protein ligand in the invasion of Duffy-negative reticulocytes [19, 21, 41]. By exploring its genetic diversity, we discovered two interesting findings. First, a high proportion of isolates from Madagascar (56%) where Duffy negative and positive individuals coexist had multiple copies of PvEBP compared to Cambodia (19%) where Duffy-negative population is virtually absent. Second, there was evidence for an excess of nonsynonymous mutations and the total absence of synonymous mutations in PvEBP. Indeed, among the 219 P. vivax tested samples we observed only eleven non-synonymous point mutations in PvEBP sequences and twelve different alleles (S2 Table). SNPs found were distributed across PvEBPII but we were not able to define whether polymorphism affects the binding site, which remains to be identified. In any case, the absence of synonymous mutations clearly reveals that this gene is under strong diversifying selection, as has been shown previously for P. falciparum EBA-175 and PvDBP [42]. The most likely agent driving the diversification of these antigens is the human acquired immune response. Indeed, we can speculate that novel alleles encoding parasite antigens occuring in the population would potentially be able to avoid the human immune response and as such give the parasite a survival advantage leading to the allele’s selection. However, it remains unclear whether the elevated frequency of C127 allele in the population sample (~62% and ~52% in Cambodia and Madagascar, respectively) indicates a relatively recent selective increase of a new variant whose sequence may reflect its ability to avoid immune detection.
Due to a similar type of selection on P. falciparum EBA-175 and P. vivax EBP, our data confirms the importance of the newly decribed protein ligand PvEBP in invasion of human reticulocytes and as a target of acquired immunity. Furthermore, the role of PvEBP as a protein ligand is supported by recent serological analysis41,42. These studies have shown that antibodies against the region II domain of the PvEBP were commonly detected in sera from individuals in malaria endemic settings such as in Cambodia or in Solomon Islands/Papua New Guinea. In Cambodia, humoral immune response to PvEBP was found to be higher and longer lasting compared to PvDBP, making this marker a better candidate to monitor P. vivax infections [43]. Moreover, Franca et al, in Papua New Guinea identified a significant association between reduced risk of clinical vivax malaria and levels of antibodies against PvEBP [44].
As for PvDBP, we also assessed the PvEBP gene copy number in our array of isolates and observed that contrary to PvDBP, isolates from Madagascar, where Duffy negative and positive individuals coexist, carry more frequently a PvEBP gene expansion. In particular, we detected in Malagasy isolates a bimodal distribution of parasites with multiple copies of PvEBP that includes a specific population of parasites with > 3 copies of PvEBP gene that was not found in Cambodian isolates. Unfortunately, we could not test for association between the PvEBP gene expansion and their capacity to invade Duffy-negative reticulocytes, as reported recently by Gunalan et al. for PvDBP [19]. Indeed, among the few P. vivax samples collected from Duffy-negative individuals we had, we were not able to generate reliable PCR signals, probably because of the very small amount of DNA reflecting the usually low parasitemia found in these individuals.
One of the limitations in this work is that the majority of patients likely carry multiple clones of P. vivax [45, 46]. By using a qPCR approach as we did, we are aware that the PvDBP and PvEBP estimated gene copy number reflects the major clone contained in each isolate Next generation sequencing such as single cell DNA sequencing or even droplet PCR approach should be able to overcome this issue and assess CNV for each clone. Similarly, the Sanger sequencing technology used in this work to determine the sequences of PvDBP and PvEBP does allow sequencing only the major clone, preventing us to determine whether each strain in isolates with multiple copies of PvDBP and PvEBP had similar or different alleles.
In summary, we provide here data regarding the genetic diversity of the PvEBP gene, a recently described and potential protein ligand involved in invasion into human reticulocytes. Evidence for positive diversifying selection on the region II domain of the PvEBP was observed, which is similar to the evidence for diversifying selection on PvDBP region II. These observations clearly confirm the importance of PvEBP in the invasion process of the human reticulocyes and/or as a target of acquired immunity. In addition, the high proportion of P. vivax isolates with multiple copies of PvEBP gene that we found in Madagascar is intriguing and needs additional in-depth investigations. So far, the association between invasion in Duffy-negative individuals and P. vivax specific genomic traits (SNP or CNV) mainly relies on epidemiological associations. Direct evidence through reticulocyte invasion assays in vitro or in humanized mouse models with P. vivax isolates with diverse alleles and copy numbers of PvDBP and PvEBP and human reticulocytes with different Duffy phenotypes will be of great value in deciphering the molecular basis of Duffy-independent invasion pathway(s) used by P. vivax.
Materials and Methods
Study sites and samples collection
One hundred twenty nine Malagasy P. vivax samples were collected in 2015-2017 through cross-sectional surveys in the district of Maevatanana, from asymptomatic individuals during active case detection and from symptomatic patients seeking antimalarial treatment in health centers located in three communes (Andriba, Antanimbary and Maevatanana). P. vivax infections were detected using a malaria rapid diagnostic test (CareStartTM Malaria Pf/pan RDTs, Accesbio) and, capillary blood samples were spotted into filter papers for each positive case.
In Cambodia, 453 P. vivax isolates were collected in 2003-2017 from symptomatic patients, seeking antimalarial treatment in health centers located around the country. Malaria diagnosis was also performed by RDT (CareStartTM Malaria Pf/pan RDTs, Accesbio) and microscopy. Venous blood samples were collected from confirmed vivax malaria cases into 5 ml EDTA tubes. We also included in our analysis, 16 P. vivax isolates collected from recurrences occurring in the 2-months follow up after a standard 3-day course of chloroquine (30 mg/kg) in patients relocated in a non-transmission area (Popovici et al., submitted manuscript).
The study protocols were reviewed and approved by the Cambodian National Ethics Committee on Health Research (IRB 038NECHR) or the National Ethics Committee in Madagascar (Ministry of Health, 141/MSANP/CE). All individuals or their parents/guardians provided informed written consent before sample collection.
DNA extraction and PCR confirmation of vivax malaria
DNA was extracted from blood spots with Instagene Matrix reagent (BioRad, Marnes-la-Coquette, France) or from whole blood samples using the QIAamp DNA Blood Mini Kit (Qiagen, Courtaboeuf, France), according to the manufacturer’s instructions. Molecular detection and identification of Plasmodium parasites were performed by using real-time PCR targeting the cytochrome b gene as described previously [47, 48].
SNPs analysis in PvDBP and PvEBP genes
PvDBP and PvEBP sequences were determined by nested PCR targeting the PvDBP region II and Sanger sequencing (Macrogen, Seoul, South Korea) using the following conditions. A first round PCR was conducted in 25 μL reactions using DNA, 0.2 μM of primers, 250 μM each dNTP, 2 mM MgCl2, and 1.25 units Taq Solis DNA Polymerase (Solis BioDyne, Tartu, Estonia) under the following conditions: 94 °C for 15 min, followed by 40 cycles of 94 °C for 20 s, 56 °C for 40 s, 72 °C for 90 s, and a final extension at 72 °C for 10 min. The nested PCR was carried out in 55 μL reactions using 2 μL of the primary PCR products diluted at 1/10, 0.40 μM of primers, 250 μM each dNTP, 2.5 mM MgCl2, and 2.5 units Taq Solis DNA Polymerase (Solis BioDyne, Tartu, Estonia) under the following conditions: 94°C for 15 min, followed by 40 cycles of 94 °C for 20 s, 60 °C for 20 s, 72 °C for 60 s, and a final extension at 72 °C for 10 min (S3 Table). Nucleotides and corresponding amino acids were analyzed using the CEQ 2000 software (Beckman). The sequences generated were compared to PVX_110810 (Pv_Sal1_chr06:976,329-980,090 (+)) for PvDBP and to P. vivax isolate C127 nEBP gene (KC987954.1) for PvEBP.
CNVs analysis of PvDBP and PvEBP genes
PvDBP and PvEBP genes copy numbers were measured relatively to the single copy β-tubulin gene (housekeeping gene) using a CFX96 real-time PCR thermocycler (Biorad, Singapore). PCR were performed in 20 μL volumes in a 96-well plate containing 1X HOT FIREPol EvaGreen qPCR Mix Plus (Solis BioDyne, Tartu, Estonia), 0.5 μM of each forward and reverse primer and 2 μL of template DNA. Amplifications were performed under the following conditions: 95°C for 15 min, followed by 45 cycles of 95°C for 15 s, 60°C for 20 s, and 72°C for 20 s. PvDBP and PvEBP genes copy numbers were estimated in triplicate relative to a standard curves by using synthetic genes cloned in pEX-A2 vector (Eurofins Genomics, Greece) (β-tubulin, PvDBP, PvEBP) mixed at different ratio from 1:1 up to 1:11 (1 copy of (β-tubulin and 1 to 6 copies of PvDBP or PvEBP) (S3 Table). The ΔCT method (where CT is the cycle threshold) was used to determine the number of copies of each sample. In addition, an isolate with one copy of each gene was used as control. All isolates with copy number estimates of less than 0.5 were discarded.
Duffy genotyping
Duffy genotypes were determined by nested PCR and Sanger sequencing (Macrogen, Seoul, South Korea) as previously described [49]. The inner PCR was conducted in 25 μL reactions using 3 μL of template DNA, 0.4 μM of primers, 250 μM each dNTP, 2 mM MgCl2, and 1.25 units Taq Solis DNA Polymerase under the following conditions: 94 °C for 15 min, followed by 40 cycles of 94 °C for 30 s, 58 °C for 30 s, 72 °C for 90 s, and a final extension at 72 °C for 10 min. Outer PCRs detecting mutations in the GATA box (T or C) and in the coding sequence were carried out in 55 μL reactions using 2 μL of the primary PCR products diluted at 1/10, 0.36 μM of each primer), 250 μM each dNTP, 2.5 mM MgCl2, and 1.25 unitsTaq Solis DNA Polymerase under the following conditions: 94 °C for 15 min, followed by 40 cycles of 94 °C for 20 s, 58 °C for 20 s, 72 °C for 60 s, and a final extension at 72 °C for 10 min (S3 Table).
Mapping SNPs on structural models of PvDBPII & PvEBPII
Coordinates of single chain of PvDBP (PDB ID 4NUU) were obtained from Protein databank [50, 51] and used for mapping SNPs. SNPs were mapped on the PvDBPII structure using Chimera software [52]. In addition, putative binding residues of PvDBPII predicted previously [38–40] were also mapped on the PvDBPII structure.
The selected primary PvEBPII sequence (allele C127) [20] (Figure S1) was used for 3D modeling prediction (S1 Figure). 3D Model of the PvEBPII domain was determined by homology based structure prediction online tool using Phyre2 under default mode [53]. 3D structure with maximum score was selected and highly flexible N- and C-terminal ends were truncated from the structure. Refinement of predicted 3D model and minimization of local structural distortions was performed using ModRefiner [54]. The overall quality of the predicted 3D model was evaluated with QMEANDisCo (Qualitative Model Energy ANalysis- Distance Constraint) score. QMEANDisCo is a tool for assessing the agreement of pairwise residue-residue distances with ensembles of distance constraints extracted from structures homologous to the assessed model [55]. SNPs were mapped on the PvEBPII model using Chimera software [52].
Statistical analysis
Data were analyzed with Microsoft Excel and MedCalc version 12 (Mariakerke, Belgium). Quantitative and qualitative data were expressed as median (IQR) or proportion (%), respectively. The Mann-Whitney U test was used for non-parametric comparisons. For categorical variables, proportions were examined by Chi-squared or by Fisher’s exact tests. Two-sided p-values of <0.05 were considered statistically significant.
MUSCLE multiple alignment and evolutionary analyses were conducted in MEGA [56] with 1000 bootstrap replicates. All positions containing gaps and missing data were eliminated. Phylogenetic reconstructions were performed using neighbor joining (NJ).
Author contributions statement
C.R., J.P., S.R., M.G.B., C.H., D.S., C.C., I.V.W., D.M. conceived the experiments, S.K., S.B., V.R. and E.R., R.L.R., T.R., Z.A. conducted the sample collection in Cambodia and Madagascar, respectively. Molecular analysis were performed by C.R., S.B., V.R. at Institut Pasteur in Cambodia and by E.R., R.L.R., T.R., Z.A. at Institut Pasteur in Madagascar. A.K. and C.C. did the mapping SNPs on structural models of PvDBPII & PvEBPII. C.R., J.P., S.R., I.V.W., and D.M. conducted the statistical analysis. C.R., J.P., C.C., I.V.W. and D.M. analysed the results. C.R., J.P., C.C., I.V.W. and D.M.wrote the draft manuscript. All authors reviewed the manuscript.
Acknowledgements
We acknowledge all patients from Cambodia and Madagascar participating to the study along with health care staff located in health centers.