Human infections due to the monkey malaria parasite Plasmodium knowlesi is on the rise in most Southeast Asian countries specifically Malaysia. The C-terminal 19 kDa domain of PvMSP1P is a potential vaccine candidate, however, no study has been conducted in the orthologous gene of P. knowlesi. This study investigates level of polymorphisms, haplotypes and natural selection of full-length pkmsp1p in clinical samples from Malaysia.
Methods
A total of 36 full-length pkmsp1p sequences along with the reference H-strain and 40 C-terminal pkmsp1p sequences from clinical isolates of Malaysia were downloaded from published genomes. Genetic diversity, polymorphism, haplotype and natural selection were determined using DnaSP 5.10 and MEGA 5.0 software. Genealogical relationships were determined using haplotype network tree in NETWORK software v5.0. Population genetic differentiation index (FST) and population structure of parasite was determined using Arlequin v3.5 and STRUCTURE v2.3.4 software.
Results
Comparison of 36 full-length pkmsp1p sequences along with the H-strain identified 339 SNPs (175 non-synonymous and 164 synonymous substitutions). The nucleotide diversity across the full-length gene was low compared to its ortholog pvmsp1p. The nucleotide diversity was higher toward the N-terminal domains (pkmsp1p-83 and 30) compared to the C-terminal domains (pkmsp1p-38, 33 and 19). Phylogenetic analysis of full-length genes identified 2 distinct clusters of P. knowlesi from Malaysian Borneo. The 40 pkmsp1p-19 sequences showed low polymorphisms with 16 polymorphisms leading to 18 haplotypes. In total there were 10 synonymous and 6 non-synonymous substitutions and 12 cysteine residues were intact within the two EGF domains. Evidence of strong purifying selection was observed within the full-length sequences as well in all the domains. Shared haplotypes of 40 pkmsp1p-19 were identified within Malaysian Borneo haplotypes.
Conclusions
This study is the first to report on the genetic diversity and natural selection of pkmsp1p. A low level of genetic diversity and strong evidence of negative selection was detected and observed in all the domains of pkmsp1p of P. knowlesi indicating functional constrains. Shared haplotypes were identified within pkmsp1p-19 highlighting further evaluation using larger number of clinical samples from Malaysia.
Malaria is a major health threat in many parts of the globe and causes high mortality and morbidity, with 212 million cases of malaria occurring globally in 2015, with 429,000 deaths [1]. Plasmodium knowlesi, a parasite of long- and pig-tailed macaques is now considered as the fifth Plasmodium species infecting humans and is an emerging threat in most Southeast Asian countries [2‐6]. Human infections due to P. knowlesi are increasingly reported from a number of the Southeast Asian countries, including Malaysia [4, 7, 8], Singapore [9], Myanmar [10], Vietnam [11], Indonesia [12], Philippines [13], Cambodia [14], India [15] and Thailand [16]. In Malaysia, the public health threat posed by the zoonotic malaria parasite P. knowlesi appears to be growing, with increasing number of human infections being reported from Peninsular Malaysia as well as Malaysian Borneo [4, 8, 17], which highlights the need of effective measures for control as well as development of effective vaccines.
The parasite is the only human and non-human primate malaria that has a 24-h erythrocytic cycle; rapid increase in parasitaemia has been shown to be associated with the development of severe malaria in humans and is a common cause for severe and fatal malaria in Malaysian Borneo [3, 18‐20]. Approximately 70% of malaria cases reported from the Kapit division of Sarawak [18] and 78% from Kudat, Sabah are due to P. knowlesi [8]. Recent P. knowlesi genomic and microsatellite-based studies from Sarawak, Malaysian Borneo have shown that there are at least 3 sub-populations of the parasite and 2 of the populations were associated with long-tailed (Macaca fascicularis) and pig-tailed (Macaca nemestrina) macaques from Malaysian Borneo [21‐23]. Analysis of mitochondrial genes in P. knowlesi isolates from patients and macaques also identified two distinct clusters which clustered geographically to Malaysian mainland and Malaysian Borneo [24]. These studies have highlighted the complexity of P. knowlesi infections in humans and challenges for control as well as vaccine design.
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Malaria vaccine development is hindered by natural polymorphisms within blood-stage candidate antigens and, therefore, it is critical to determine the pattern of diversity, natural selection and population structure in vaccine candidates and its significance for the acquisition and effectiveness of protective immunity. For example, the protection conferred by the most advanced candidate subunit vaccine is RTS,S/AS01, which targets the Plasmodium falciparum circumsporozoite protein (PfCSP) was found to be rapidly declining in sub-Saharan Africa [25]. A recent study showed that polymorphisms within the merozoite invasion genes (normocyte binding protein xa and xb, nbpxa and nbpxb) of P. knowlesi were linked to hyperparasitaemia and disease severity in human infections [26]. Potential vaccine candidates like Duffy binding protein (DBP), merozoite surface protein (MSP) 1 and 3, normocyte binding protein xa have recently been studied from P. knowlesi clinical isolates [27‐29].
Plasmodium knowlesi is phylogenetically closely related to Plasmodium vivax [30]. In P. vivax, MSP1 is a well-known blood stage antigen which localizes on the merozoite surface and the C-terminal 19 kDa domain is responsible for binding to erythrocytes and antibodies against the C-terminal fragment of MSP1 shows parasite invasion inhibitory properties [31, 32]. Most of the merozoite surface proteins (e.g., MSP1, MSP2, MSP4, MSP5, MSP8, and MSP10) contain 1 or 2 copies of a conserved epidermal growth factor (EGF)-like domain at the carboxyl terminal that are anchored to the membrane via glycosylphosphatidylinositol (GPI) membrane anchor [33, 34].
Recently, a novel vaccine candidate P. vivax merozoite surface protein 1 paralog (PvMSP1P-19; PlasmoDB accession no. PVX_099975) a glycosylphosphatidylinositol (GPI)-anchored protein which is expressed on the merozoite surface during blood-stage development and binds to erythrocytes is reported [35]. Studies have also reported the PvMSP1-19 to be immunogenic and antigenicity has been reported in P. vivax-infected patients [36, 37]. The primary structure of PvMSP1P is similar to PvMSP1 and they contain a putative GPI-anchored motif and 2 epidermal growth factor (EGF)-like domains at the C terminus [38]. The predicted molecular mass is about 215 kDa, which is similar to that of PvMSP1. These studies have also proved that the protein undergoes proteolytic processing during the invasion process similar to PvMSP1 to produce 83, 30, 38, 33 and 19 kDa domains [35]. The C-terminal 19 kDa domain which contains the EGF-like domains are mostly conserved among all the MSPs studied to date and thus are speculated to possess conserved binding activity to host erythrocytes. Studies on genetic polymorphism of PvMSP1P C-terminal domain in worldwide isolates indicated low levels of polymorphisms and thus might serve as a potential vaccine candidate [39]. However, no study has been done to characterize the PkMSP1P which is an ortholog gene.
In this study firstly, the domains of PkMSP1P protein were characterized based on the amino acid sequence alignment to its ortholog PvMSP1P sequence. Then the level of sequence diversity, natural selection using full-length genes at each of the domains (83, 30, 38, 33 and 19 kDa domains) were determined using 34 clinical isolates and 2 laboratory lines (along with the H-strain) of Malaysia. Based on the 19 kDa domain (PkMSP1P-19), the shared haplotypes were identified within 40 isolates and the population structure was determined based on the 42 kDa domain (PkMSP1P-42) from clinical isolates from 4 geographically different regions in Malaysia. The information obtained from this study will be helpful for future rational design and formulation of a vaccine against P. knowlesi, and will aid in the understanding of transmission dynamics of P. knowlesi within Malaysia.
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Methods
PkMSP1P sequence data
PkMSP1P sequences were downloaded for 36 clinical isolates originating from Kapit, Betong and Sarikei in Malaysian Borneo, 4 long-time isolated lines from Peninsular Malaysia along with the H-strain (PKNH_0728800) (Additional file 1) [23]. The sequence data accession numbers are listed in (Additional file 2). Of these, 36 sequences were used for characterization of the full-length PkMSP1P gene (Additional file 2). Signal peptide for the full-length PkMSP1P domain was predicted using Signal IP 3.0 and Phobious prediction software [40, 41]. The PkMSP1P domains were characterized based on the published ortholog of PvMSP1P (PVX_099975) [35]. Phylogenetic analysis was conducted using deduced amino acid sequences from 7 PkMSP1P full-length from Malaysian Borneo, 2 laboratory lines from Peninsular Malaysia; reference H-strain (PKNH_0728800) and the Malayan Strain (Pk1A PKNOH_S06430900) along with other ortholog members of P. vivax Sal-1 (PVX_099975), P. vivax P01 (PVP010728800), Plasmodium cynomolgi (PcYB073760) and Plasmodium ovale curtisi (PoCGH0107037800) using unrooted neighbour-joining (NJ) method also described in MEGA5. Bootstrap replicates of 1000 were used to test the robustness of the trees.
Sequence diversity and natural selection
Sequence diversity (π), defined as the average number of nucleotide differences per site between two sequences within the sequences, was determined by DnaSP v5.10 software [42]. Number of polymorphic sites, number of synonymous and non-synonymous substitutions, haplotype diversity (Hd), number of haplotypes (h) within the pkmsp1p sequences were also determined by DnaSP software.
To investigate departure from neutrality, Tajima’s D analysis was conducted [43]. Under neutrality, Tajimas D is expected to be 0. Significantly, positive Tajima’s D values indicate recent population bottleneck or balancing selection, whereas negative values suggest population expansion or negative selection. The rates of synonymous (dS) and non-synonymous (dN) mutations were estimated and compared by the Z-test (P < 0.05) in MEGA5 using the Nei and Gojobori’s method with the Jukes and Cantor (JC) correction and 1000 bootstrap replications [44].
Haplotype network
Haplotype diversity (Hd) and number of haplotypes (H) were determined using DnaSP software. Genealogical relationships between the pkmsp1p-19 haplotypes were constructed using the median-joining method in NETWORK software (version 4.6.1.2, Fluxus Technology Ltd, Suffolk, UK).
Population genetic structure analysis
To define genetic structure of the P. knowlesi parasite population in Malaysia based on the msp1p, STRUCTURE software (version 2.3.4) was used that deploys the Bayesian model based clustering approach. The most probable number of populations (K) was determined using an admixture model. Since the 19 kDa domain is largely conserved in all Plasmodium species, the 42 kDa domain (19 and 33 kDa) was used for population structure analysis. All sample data were run for values K = 1–6, each with a total of 15 iterations, 100,000 Markov Chain Monte Carlo (MCMC) generations for each run after a burn-in of 50,000 steps. The most likely number K in the data was estimated by calculating ΔK values and identifying the K value that maximizes the log probability of data, lnP(D). The most probable K value was then calculated according to Evanno’s method by using the webpage interface STRUCTURE Harvester. The ARLEQUIN software (version 3.5.1.3, University of Berne, Berne, Switzerland) was used to compute pairwise differences (FST) between populations (i.e., Sarikei, Betong, Kapit and Peninsular Malaysia) with 10,100 permutations. FST is a comparison of the sum of genetic variability within and between populations on the basis of the differences in allelic frequencies. FST values are interpreted as no (0), low (> 0–0.05), moderate (0.05–0.15), and high (0.15–0.25) genetic differentiation.
Results
Genetic diversity and natural selection of full-length pkmsp1p
The Signal IP and Phobious servers detected a signal peptide in between amino acid positions 30 and 40 of the PkMSP1P protein (Additional file 3). Alignment and comparison of the amino acid sequences of the full-length P. knowlesi H reference strain MSP1P sequences with P. vivax MSP1P Sal-1 reference strain showed 70.2% identity. The schematic structure of pkmsp1p gene in comparison with its orthologous pvmsp1p is shown in Fig. 1a. The tandem repeat region (SAYSYSV)n and the polymorphic region (E/Q)n did not exist in the PkMSP1 probably due to deletion in these regions (Additional file 4). Within the full-length PkMSP1P sequences (n = 36), there were 339 polymorphic sites (6.04%) leading 164 synonymous and 175 nonsynonymous substitutions. The dimorphic nucleotides within each domain are given in the (Additional file 5). There were 174 parsimony informative sites of which 12 sites were of three variants and 165 singleton variable sites. The overall nucleotide diversity was higher (π = 0.00941 ± SD 0.00059) compared to its ortholog P. vivax, which is relatively conserved (Table 1) [39]. The diversity towards the N-terminal domains pkmsp1-83 (π = 0.0105 ± SD 0.0007) and 30 (π = 0.0113 ± SD 0.0009) was moderately higher than the C-terminal domains pkmsp1-38 (π = 0.0066 ± 0.0006), 33 (π = 0.0095 ± SD 0.0007) and 19 (π = 0.00661 ± SD 0.0007) (Table 1). The analysis with sliding window plot (window length 200 bp and step size 50 bp) also revealed that the overall diversity range from 0 to 0.02 and the C-terminal regions containing the 19 kDa domain showed lower diversity (Fig. 2). The haplotype numbers as well as the haplotype diversity of all pkmsp1 domains were high except for the pkmsp1p-19 domain (Table 1). Pkmsp1p genes revealed that the 12 cysteine residues within the two EGF domains at the 19 kDa domain were conserved (Fig. 1). To determine whether natural selection contributes to the polymorphism in the pkmsp1p full-length gene as well as at each domain, the average difference of (dN − dS) was evaluated. The significant negative value at each domain (Table 1) obtained indicated dN < dS. Thus, the full-length gene as well as all the domains appeared to be under negative or purifying selection. However, Tajima’s D, Li and Fu’s F* and D* statistics was found to be significant only for pkmsp1p-38 and 19 domains (Table 1).
Fig. 1
a Schematic diagram of Plasmodium vivax (PVX_099975) and Plasmodium knowlesi merozoite surface protein 1 paralog (PKNH_0728800) (MSP1P). b Amino acid sequence identity between full-length PvMSP1P and 7 field isolates of PkMSP1P from Malaysian Borneo. c Amino acid sequence identity between the 19 kDa PvMSP1P and 7 field isolates of PkMSP1P from Malaysian Borneo. The highlighted-red percentages (70.2 and 86.0%) are PkMSP1P H-strain sequence identity with PvMSP1P (PVX_099975)
Table 1
Estimates of nucleotide diversity, natural selection, haplotype diversity and neutrality indices of pkmsp1p
Domain
No. samples
SNPs
No. haplotype
Diversity ± SD
dN-dS
Codon based z test
Taj D
Fu & Li’s D*
Fu & Li’s F*
Haplotype
Nucleotide
Full-length
36
339
35
0.998 ± 0.007
0.00941 ± 0.0005
− 7.43
P < 0.000
− 1.4
− 2.11
− 2.22
83 kDa
36
138
35
0.998 ± 0.007
0.0105 ± 0.0007
− 4.85
P < 0.000
− 1.09
− 1.48
− 1.59
30 kDa
36
64
34
0.997 ± 0.007
0.0113 ± 0.0009
− 3.1
P < 0.002
− 1.15
− 1.83
− 1.89
38 kDa
36
72
32
0.992 ± 0.009
0.0066 ± 0.0006
− 2.56
P < 0.01
− 1.96
− 2.94
− 3.09
P < 0.05
P < 0.02
P < 0.02
33 kDa
36
49
34
0.997 ± 0.007
0.0095 ± 0.0007
− 3.56
P < 0.000
− 1.28
− 1.82
− 1.94
19 kDa
40
16
18
0.885 ± 0.038
0.00661 ± 0.0007
− 2.214
P < 0.02
− 1.75
− 2.93
− 3.02
P < 0.02
P < 0.02
SNPs single nucleotide polymorphisms, SD standard deviation
Fig. 2
Graphical representation of nucleotide diversity (π) within 36 full-length PkMSP1P genes (n = 5622 bp) from Malaysia. The PkMSP1P domains are marked above
×
×
Phylogenetic analysis
Phylogenetic analysis of the 9 full-length PkMSP1P amino acid sequences with other Plasmodium orthologs using unrooted NJ method identified two distinct P. knowlesi clusters from Malaysian Borneo which were supported by 100% bootstrap values (Fig. 3). The two laboratory lines the H-strain and the Malayan Strain, which originated from Peninsular Malaysia formed the third cluster (Fig. 3). These distinct-clusters were similar to the previous discovery of two distinct clusters of P. knowlesi parasites in clinical isolates from Sarawak, Malaysian Borneo at the genomic level [23]. The PkMSP1P was found to be more closely related to P. cynomolgi MSP1P compared to its ortholog in P. vivax and P. ovale.
Fig. 3
Phylogenetic relationship of MSP1P genes within ortholog Plasmodium species Plasmodium vivax, Plasmodium knowlesi, Plasmodium ovale and Plasmodium cynomolgi based on unrooted neighbour-joining method. The two P. knowlesi PkMSP1P clusters identified in Malaysian Borneo are shown as cluster 1 and cluster 2 and the two laboratory lines formed the cluster 3 from Peninsular Malaysia. Numbers at the nodes indicate bootstrap values
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Genetic diversity and natural selection of PkMSP1P-19
Amino acid sequence analysis of 40 msp1p genes at the PkMSP1P-19 showed that it shares 84–86% sequence identity with its ortholog PvMSP1P-19 of P. vivax Sal-1 (Fig. 1c). This could be explained because of the conservation of the EGF domains of MSP genes within Plasmodium species. There were only 16 polymorphic sites identified at the 19 kDa domain which led to 10 synonymous and 6 nonsynonymous substitutions. There were 5 parsimony informative sites and 11 singleton variable sites. Region-wise diversity using sliding window plot in DnaSP indicated that nucleotide diversity were similar in all populations (Table 2, Fig. 4b), except for the Peninsular Malaysia where higher diversity was observed within 180–200 nt position. There were 18 haplotypes identified in PkMSP1P-19 which had moderate level of haplotype diversity compared to the full-length gene (Table 1). Significant negative values for (dN − dS = − 2.214, P < 0.02) were observed within the domain indicating strong negative or purifying selection within the parasite population. These values were further supported by Tajima’s D and Li and Fu’s F* and D* values (Table 1). A sliding window plot of Tajima’s D value across the 19 kDa domain shows most SNPs with negative values (Fig. 4c). The amino acid polymorphism identified are shown in Additional file 6. All the 12 cysteine residues in the EGF domains were also conserved within the 40 pkmsp1p 19 gene sequences (Additional file 7). List of 18 haplotypes identified within the 40 pkmsp1p-19 gene sequences are listed in Additional file 8.
Table 2
Region wise diversity of pkmsp1p-19
Location
n
Diversity
SNPs
Syn.
Non-syn.
Sarikei
4
0.00581
3
2
1
Betong
12
0.00758
8
5
3
Peninsular Malaysia
4
0.00775
4
4
0
Kapit
20
0.00522
10
6
4
Overall
40
0.00661
16
10
6
SNPs single nucleotide polymorphisms, Syn. synonymous substitutions, Non-syn. nonsynonymous substitutions
Fig. 4
a Genetic diversity of PkMSP1P at the 19 kDa domain (n = 40). b Graphical representation of region wise diversity of PkMSP1P at the 19 kDa domain. c Graphical representation of Tajima’s D value at the 19 kDa domain
×
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Haplotype network analysis of PkMSP1P- 19
Intra-species nucleotide sequence variation in a phylogeographic study is more clearly observed in a haplotype network due to possibility of recombination events and the limited differences within the sequences. The network tree for PkMSP1P-19 (Fig. 5) identified 3 shared haplotype (H_2, H_4 and H_5) between Kapit, Betong and Sarikei and 1 between Betong and Sarikei (H_3). H_2 was a dominant cluster which had the highest number of samples (n = 12) and majority originating from Kapit (n = 8). Haplotypes originating from Peninsular Malaysia (H_18 and H_1) were distinct and did not cluster along with the other populations. However, limited number of samples from Peninsular Malaysia, Betong and Sarikei precludes accurate comparison in the network. Haplotypes with single isolates clustered mostly closer to the dominant haplotype H_2 (Fig. 5).
Fig. 5
Median-joining networks of Plasmodium knowlesi MSP1P haplotypes from Malaysia. The genealogical haplotype network shows the relationships among the 18 haplotypes present in the 40 sequences obtained from clinical isolates from 4 geographical regions of Malaysia. Each distinct haplotype has been designated a number (H_n). Circle sizes represent the frequencies of the corresponding haplotype (the number is indicated for those that were observed > 1×). Distances between nodes are arbitrary
×
Population genetic structure analysis based on PkMSP1P-42
Considering the shared as well as distinct pkmsp1p haplotypes identified, a Bayesian admixture model implemented in STRUCTURE was used to calculate the potential number of P. knowlesi parasite sub-populations within the four populations. K values from 1 to 6 were used for the analysis in the software to find the probable number of sub-population clusters. Significant genetic structure was found between the parasite populations when K = 4 (ΔK = 37.02) (Additional file 9 A, B), indicating 4 distinct sub-populations within the 4 geographical regions of Malaysia. Pairwise population differentiation index FST values using ARLEQUIN software also showed moderate to high genetic differentiation within the populations (Additional file 10). Very high and significant genetic differentiation was observed between parasites of Peninsular Malaysia and Kapit (FST = 0.20, P < 0.05) (Additional file 10). Moderate genetic differentiation was observed between populations of Sarikei and Betong (FST = 0.140) though not significant suggesting that parasitic transmission might be confined to each of the regions. However, low genetic differentiation was noted for parasites originating from Kapit and Betong which were concordant with the shared number of haplotype in the network analysis.
Discussion
The PvMSP1P-19 is a novel vaccine candidate and has low polymorphism in field samples as well as generates protective immune response in patient serum using recombinant expressed proteins [35, 36, 39]. Thus in the present study the objective was to genetically characterize the pkmsp1p gene and study the level of genetic diversity, natural selection acting at the full-length PkMSP1P and 19 kDa domain. Sequence alignment of 36 full-length amino acid sequences of pkmsp1p genes from Malaysia showed that it shares approximately 70% sequence identity with its ortholog pvmsp1p and sequence identity is high (86%) towards the C-terminal 19 kDa domain. This feature is similar to the other studies on MSPs where the conservation (low levels of polymorphisms) of the EGF domains in 19 kDa domain has been reported [45]. The genetic diversity of the full-length pkmsp1p was high (π = 0.00941 ± SD 0.0005) compared to its ortholog pvmsp1p [39]. This is probably due to host immune pressure and dimorphism in P. knowlesi compared to its ortholog in P. vivax. Despite having 339 SNPs, the number synonymous and nonsynonymous substitutions was not of vast difference. This was because of high number of low frequency polymorphisms (singleton sites) at each domain leading to high haplotype diversity. The 165 singleton variable sites were detected indicated that new and rare variant were present indicating population expansion however, Li and Fu’s D* and F* did not show significant negative values. Overall, the full-length gene showed significant negative selection (− 7.43, P < 0.000) and similar significant negative selection has been recently reported for invasion genes pknbpxa, pkmsp3, and pkmsp1 [27‐29]. The phylogenetic tree showed separation of the P. knowlesi MSP1P isolates from Malaysian Borneo into 2 clusters while the laboratory lines from Peninsular Malaysia formed a third cluster. Studies on P. knowlesi proteins such as the DBPαII (PkDBPαII) [46], PkNBPXa [29], PkAMA1 [47] and a genomic study [23] from Borneo have also reported bifurcation of trees, indicating dimorphism of the genes at the genomic level.
The genetic diversity at PkMSP1P-19 domain was low (π = 0.0061 ± 0.00072) compared to the full-length gene as well as the rest of the N terminal domains indicating conservation of the two EGF domains as reported in its ortholog PvMSP1P [39]. Interestingly, the 12 cysteine residues within the two EGF domains were conserved in all P. knowlesi isolates used in this study. Both PkMSP1P and PvMSP1P showed similar conservation of the cysteine residues indicating they might share similar protein structure and function. This is a significant finding as the binding site of PvMSP1P and PkMSP1P are within these EGF domains and antigenicity has been observed in both P. vivax and P. knowlesi patient serum samples (Muh et al., unpublished data). Significant negative/purifying selection was observed within the 19 kDa domain indicating functional constraints within the parasite population.
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Haplotype network analysis identified 3 predominantly shared pkmsp1p haplotypes (between Kapit, Betong and Sarikei) but no shared haplotypes with P. Malaysia. This finding is significant as similar geographical sub-population cluster was noticed for recent P. knowlesi mitochondrial cox 1, ssrRNA and csp genetic study in Malaysia [24, 48]. Interestingly, in this study some unique haplotypes (H_1, from Peninsular Malaysia) which did not cluster within the predominant haplotypes (Fig. 5) were also noted. H_1 and H_8 from Peninsular Malaysia were distantly apart probably because these laboratory lines were isolated from distant geographical locations. Additional population structure analyses showed moderate genetic differentiation between parasite populations originating from Sarikei and Betong (Fst = 0.14, P > 0.05) and very high between P. Malaysia and Kapit (Fst = 0.20, P < 0.05) (Additional file 10). Results were significant with robust Bayesian structure analysis where 4 different sub-populations were identified however, higher sample number are required from Sarikei and Peninsular Malaysia for accurate determination of the population structure. A recent genomic study identified host-specific sub-populations of P. knowlesi infections and has indicated a recombination event in the sexual stages of the parasite [49]. These observations might indicate that humans are susceptible to infection by any of the P. knowlesi populations circulating in these regions.
Conclusion
The present study is the first to investigate genetic diversity, natural selection and population structure of the pkmsp1p gene. High level of genetic diversity was observed in the full-length PkMSP1P gene and the C-terminal 19 kDa region appeared to be relatively conserved and under strong purifying selection. Shared haplotypes were observed for the 19 kDa domain. Future studies should investigate the diversity of PkMSP1P 19 kDa domain among P. knowlesi isolates from all over Malaysia.
Authors’ contributions
MAA and ETH designed the study and wrote the manuscript. FM helped in data preparation and analysis. MAA performed genetic analysis. All authors contributed to writing the manuscript. All authors read and approved the final manuscript.
Acknowledgements
The authors are grateful to Syeda Wasfeea Wazid for refining the data for genetic analysis.
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Competing interests
The authors declare that they have no competing interests.
This study was supported by a National Research Foundation of Korea (NRF) grant funded by the Korean Government (MSIP) (NRF-2017R1A2A2A05069562) and by the Basic Science Research Programme through the National Research Foundation of Korea (NRF) funded by the Ministry of Science, ICT & Future Planning (2015R1A4A1038666). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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