Genetics, Vol. 163, 1327-1336, April 2003, Copyright © 2003

Evidence for Diversifying Selection on Erythrocyte-Binding Antigens of Plasmodium falciparum and P. vivax

Jake Bauma, Alan W. Thomasb, and David J. Conwaya
a Department of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London WC1E 7HT, United Kingdom
b Department of Parasitology, Biomedical Primate Research Centre, 2280 GH Rijswijk, The Netherlands

Corresponding author: Jake Baum, London School of Hygiene and Tropical Medicine, Keppel St., London WC1E 7HT, United Kingdom., jakebaum{at}pobox.com (E-mail)

Communicating editor: D. CHARLESWORTH


*  ABSTRACT
*TOP
*ABSTRACT
*MATERIALS AND METHODS
*RESULTS
*DISCUSSION
*LITERATURE CITED

Malaria parasite antigens involved in erythrocyte invasion are primary vaccine candidates. The erythrocyte-binding antigen 175K (EBA-175) of Plasmodium falciparum binds to glycophorin A on the human erythrocyte surface via an N-terminal cysteine-rich region (termed region II) and is a target of antibody responses. A survey of polymorphism in a malaria-endemic population shows that nucleotide alleles in eba-175 region II occur at more intermediate frequencies than expected under neutrality, but polymorphisms in the homologous domains of two closely related genes, eba-140 (encoding a second erythrocyte-binding protein) and {psi}eba-165 (a putative pseudogene), show an opposite trend. McDonald-Kreitman tests employing interspecific comparison with the orthologous genes in P. reichenowi (a closely related parasite of chimpanzees) reveal a significant excess of nonsynonymous polymorphism in P. falciparum eba-175 but not in eba-140. An analysis of the Duffy-binding protein gene, encoding a major erythrocyte-binding antigen in the other common human malaria parasite P. vivax, also reveals a significant excess of nonsynonymous polymorphisms when compared with divergence from its ortholog in P. knowlesi (a closely related parasite of macaques). The results suggest that EBA-175 in P. falciparum and DBP in P. vivax are both under diversifying selection from acquired human immune responses.


INVASION of the erythrocyte by the malaria parasite Plasmodium falciparum is a complex process involving specific molecular interactions between the blood stage merozoite and the erythrocyte surface (CHITNIS 2001 Down). P. falciparum is able to utilize a number of different receptor-ligand interactions to successfully invade the erythrocyte (MITCHELL et al. 1986 Down; DOLAN et al. 1994 Down; OKOYEH et al. 1999 Down). This is in contrast to the other common human malaria parasite, P. vivax, where erythrocyte binding depends on the interaction between the Duffy-binding protein (DBP) and the erythrocyte Duffy antigen (CHITNIS 2001 Down). Several P. falciparum invasion ligands that may play a role in erythrocyte invasion have been identified (ADAMS et al. 2001 Down; CHITNIS 2001 Down). Of particular interest is a family of proteins that share homology with the DBP of P. vivax (ADAMS et al. 1992 Down, ADAMS et al. 2001 Down).

This erythrocyte-binding protein (EBP) family is defined by the presence of particular cysteine-rich regions (ADAMS et al. 1992 Down, ADAMS et al. 2001 Down). One is located near the N terminus of the extracellular part of the protein and the second is at the C terminus of the extracellular part, adjacent to a transmembrane domain. The N-terminal cysteine-rich region is termed region II (ADAMS et al. 1992 Down) and consists of a duplicated Duffy-binding-like (DBL) domain with homology to the binding region in the DBPs of P. vivax and the related malaria parasite of macaques, P. knowlesi. The duplicated DBL domains are termed F1 and F2, respectively (ADAMS et al. 1992 Down; Fig 1). Five divergent EBP genes in P. falciparum have been identified in the P. falciparum genome: erythrocyte binding antigen (eba)-175 on chromosome 7 (SIM et al. 1990 Down); eba-140 on chromosome 13 (MAYER et al. 2001 Down; THOMPSON et al. 2001 Down; NARUM et al. 2002 Down); eba-181 on chromosome 1 (ADAMS et al. 2001 Down); ebl-1 on chromosome 13 (PETERSON and WELLEMS 2000 Down); and {psi}eba-165, a pseudogene on chromosome 4 (TRIGLIA et al. 2001 Down). EBA-175 was the first P. falciparum EBP to be characterized (CAMUS and HADLEY 1985 Down; SIM et al. 1990 Down), and its binding is dependent on the sialic acid residues and peptide backbone of glycophorin A (GYPA; SIM et al. 1994 Down), the major erythrocyte surface sialoglycoprotein. The F2 domain of EBA-175 region II in particular has been shown to contain the region that binds to GYPA (SIM et al. 1994 Down; OCKENHOUSE et al. 2001 Down). Antibodies raised against EBA-175 have been shown to block invasion in vitro (NARUM et al. 2000 Down), and immunization with EBA-175 gives some protection in a nonhuman primate experimental challenge model (JONES et al. 2001 Down). However, targeted genetic disruption of the eba-175 gene did not prevent invasion, demonstrating that EBA-175 is not essential (REED et al. 2000 Down). The EBA-140 protein (MAYER et al. 2001 Down; THOMPSON et al. 2001 Down; NARUM et al. 2002 Down) is ~30% identical to EBA-175 across the full protein sequence and plays a role in invasion, binding to the erythrocyte surface via the glycophorin C receptor (MAYER et al. 2001 Down; MAIER et al. 2002 Down). The putative pseudogene {psi}eba-165 contains one or two stop codons (the second being polymorphic) and is transcribed but does not appear to be translated (TRIGLIA et al. 2001 Down). Functional characteristics of the EBA-181 and EBL-1 proteins have not yet been determined (PETERSON and WELLEMS 2000 Down; ADAMS et al. 2001 Down).



View larger version (21K):
In this window
In a new window
Download PPT slide
 
Figure 1. Scheme of eba-175, eba-140, and {psi}eba-165 genes showing regions studied here (black bars). eba-175 regions (numbered at top) are as in ADAMS et al. 1992 Down. Regions I–VI encode the extracellular domain with signal peptide, and region VII encodes the putative cytoplasmic domain. The asterisks (*) represent two positions where frameshifts have been observed in {psi}eba-165 (TRIGLIA et al. 2001 Down).

Protective immune responses that block erythrocyte invasion might be targeted at the EBPs. If acquired immune responses select for polymorphic amino acids in the target antigens, then signatures of such selection ought to be detectable by molecular population genetic tests (CONWAY et al. 2000 Down). A recent comparison of region II sequences from eba-175 of different P. falciparum laboratory isolates with the orthologous region from the chimpanzee malaria parasite P. reichenowi [the closest known relative of P. falciparum (ESCALANTE and AYALA 1994 Down)] showed evidence for an excess of amino acid polymorphism in this domain within P. falciparum (OZWARA et al. 2001 Down). Furthermore, antibodies to the region II domain of the protein are commonly detected in sera from individuals in endemic populations (DAUGHERTY et al. 1997 Down; OKENU et al. 2000 Down).

The existence of divergent genes within the EBP family, including one that is a putative pseudogene, provides an opportunity to investigate in a comparative manner whether selection is operating at particular loci. Differences in the strength and type of selection on the different EBPs may reflect differences in their respective functional importance or immunogenicity. Here a molecular population genetic approach was undertaken to look at DNA sequence diversity in region II from the eba-175, eba-140, and {psi}eba-165 genes from a single malaria-endemic West African population. Nonsynonymous and synonymous nucleotide polymorphisms in eba-175 and eba-140 were also compared to divergence from orthologous genes in P. reichenowi. Results indicate that eba-175 in particular is under diversifying selection in P. falciparum. An analysis of the polymorphism in the homologous domain of P. vivax dbp (compared to its P. knowlesi ortholog) also shows evidence for positive selection.


*  MATERIALS AND METHODS
*TOP
*ABSTRACT
*MATERIALS AND METHODS
*RESULTS
*DISCUSSION
*LITERATURE CITED

DNA samples and DNA sequencing:
DNA was obtained from 33 peripheral blood samples from individuals infected with P. falciparum malaria in Ibadan, southwestern Nigeria. These were a subset of samples previously used to study other genes (CONWAY et al. 2000 Down; POLLEY and CONWAY 2001 Down). Isolates that had previously been shown to have apparently single-clone infections were used, where still available, so that sequence haplotypes could be determined.

From each isolate, region II of the three erythrocyte-binding antigen genes (see Fig 1) was amplified by PCR using forward and reverse primers designed from the published sequences (GenBank) of each gene: eba-175, X52524, nucleotides 433–2280 from the start codon of the reference sequence; eba-140, AF332918, nucleotides 421–2268; and {psi}eba-165, AY032735, nucleotides 394–2545. Primers used to amplify these regions were eba-175, Fwd 5-GGAAGAAATACTTCATCTAATAACG-3 and Rev 5-CATCCTTTACTTCTGGACACATCG-3; eba-140, Fwd 5-CTGAAATATCTATTGGAAAGG-3 and Rev 5-CATTAATACTTATTGGCGTTC-3; and {psi}eba-165, Fwd 5-CAATACGTTTAAGAGTATAGG-3 and Rev 5-CTTGAGAAGTCAGACTAAGG-3. PCR amplification was carried out in 20-µl volumes containing 1 unit of Expand high-fidelity enzyme (Roche Applied Science, UK), 1x Expand reaction buffer with 1.5 mM MgCl2 (Roche Applied Science, Lewes, UK), 1 µM of each oligonucleotide primer, and between 10 and 50 ng of DNA (a mixture of human and parasite DNA). This was then run through the following temperature cycles where a° represents the annealing temperature, which was 62°, 54°, and 48° for eba-175, eba-140, and {psi}eba-165, respectively: 94° (2 min); 94° (30 sec), a° (30 sec), 68° (2 min) for 10 cycles; 94° (30 sec), a° (30 sec), 68° (2 min + 5 sec per cycle) for 25 cycles; and 5 min at 72° final extension.

Amplification of the P. reichenowi region II domain of eba-140 and attempted amplification of {psi}eba-165 were undertaken with P. falciparum primers (as above) using P. reichenowi genomic DNA. The region II sequence from the P. reichenowi eba-175 ortholog (GenBank no. AJ251848) was derived in a previous study (OZWARA et al. 2001 Down), and the genomic DNA used here was from the same chimpanzee P. reichenowi isolate.

Purified PCR products [prepared with QIAGEN (Crawley, UK) spin columns] were ligated into pGem-T Easy Vector (Promega, Southampton, UK), which was then cloned and grown in JM 109 Escherichia coli high-efficiency competent cells (Promega). Purified plasmids containing the relevant inserts were sequenced using internal and plasmid sequencing primers by cycle sequencing with the 3' BIG DYE dye terminator cycle-sequencing premix kit (Applied Biosystems, Warrington, UK). Sequencing products were run on an ABI Prism 377 DNA sequencer (Perkin-Elmer/Applied Biosystems), and sequences were checked and assembled using Sequence Navigator version 1.0.1 (Perkin-Elmer/Applied Biosystems). All nucleotide singletons were resequenced from new PCR products to confirm that they were not artifacts of amplification, cloning, or sequencing.

Statistical analyses of between- and within-species diversity:
Population genetic tests of neutrality were applied to data on region II sequences. TAJIMA's (1989a) test was used to test for departure from neutrality as measured by the difference between {pi} (observed average pairwise nucleotide diversity) and {theta} (expected nucleotide diversity under neutrality derived from the number of segregating sites, S). Under balancing selection rare alleles are selected and maintained at intermediate frequencies, elevating {pi} above that expected under neutrality and making the value of the test statistic (D) positive. FU and LI's (1993) test was used to test for excess or lack of singleton nucleotides by comparing estimates of {theta} based on the number of singletons vs. that derived from S (the D* index) or {pi} (the F* index). An excess of intermediate frequency polymorphisms and a lack of rare variants (singletons) result in positive values for D* and F*. A third test of neutrality, the McDonald-Kreitman test (MCDONALD and KREITMAN 1991 Down), was used to compare inter- and intraspecific nucleotide changes in region II for eba-175 and eba-140, using the orthologous sequences from P. reichenowi. A comparison of the ratio of nonsynonymous to synonymous polymorphisms within P. falciparum with the ratio for fixed differences between the species reveals if there is a skew in a particular direction (using a 2 x 2 table), tested using Fisher's exact test of significance. Analyses were carried out using DNAsp 3.5 (http://www.bio.ub.es/~julio/DnaSP.html). A McDonald-Kreitman test was also performed on 24 sequences of P. vivax dbp region II (GenBank accession nos. AF289480–483, AF289635–653, and AF291096) isolated from Papua New Guinea (XAINLI et al. 2000 Down), with P. knowlesi dbp{alpha} (ADAMS et al. 1990 Down; GenBank accession no. M90466) used for the interspecific comparison. Tests based on nucleotide frequency distribution (e.g., Tajima's D test) were not performed on the P. vivax data set since the possibility of artifactual singletons was not excluded from the published sequences (XAINLI et al. 2000 Down).

Recombination, linkage disequilibrium, and haplotype structure:
The |D'| (LEWONTIN 1964 Down) and R2 (HILL and ROBERTSON 1968 Down) indices of linkage disequilibrium were considered quantitatively between sites (including indels), excluding those sites where the rare nucleotide allele was represented less than five times in the population sample. For the single site with three variants, the two rare alleles were lumped together. All values were calculated using DNAsp 3.5, and the relationship between linkage disequilibrium and distance between nucleotide sites was plotted. The relationship between the level of linkage disequilibrium (using the R2 and |D'| statistics) and genetic distance was tested using the program Permute on LDHAT, a package for analyzing patterns of linkage disequilibrium within the framework of coalescent theory (MCVEAN et al. 2002 Down). The program is available freely on the Internet: http://www.stats.ox.ac.uk/?mcvean/LDhat/LDhat.html. Sites were included where the frequency of the rare allele was >10%, and 10,000 simulated permutations were carried out to test significance.

The minimum number of recombination events occurring throughout the aligned sequences was calculated, according to the method of HUDSON and KAPLAN 1985 Down using DNAsp 3.5. The population recombination parameter C = 4Nc, and the population mutation parameter {theta} = 4Nµ, can be estimated from sequence polymorphism data under the assumption of neutrality (where N is the effective population size; c, the rate of recombination between adjacent base pairs per generation; and µ, the rate of mutation per base pair per generation). An estimate of the number of recombination events per mutation event can therefore be obtained using the ratio of C/{theta}; i.e., 4Nc/4Nµ = c/µ (HEY and WAKELEY 1997 Down; ANDOLFATTO and PRZEWORSKI 2001 Down). Two methods for estimating C were used (HUDSON 1987 Down; HEY and WAKELEY 1997 Down), which have different sensitivities to the number, size, and variability of the underlying sequence data (HEY and WAKELEY 1997 Down). {theta} was estimated on the basis of the proportion of segregating sites in the sample (WATTERSON 1975 Down). All values were calculated using the program SITES (http://lifesci.rutgers.edu/~heylab) or DNAsp 3.5.

Coalescent simulations of the expected number of haplotypes (K), the haplotype diversity (H), and the frequency of the major haplotype (HP) in a population sample of n sequences with S diallelic polymorphisms were run to test whether the observed haplotype structure in the population sample fitted neutral expectations (DEPAULIS et al. 1999 Down, DEPAULIS et al. 2001 Down). The tests (the K-test, H-test, and HP-test, respectively) were run using a recombination rate (6 x 10-7 per site per generation) estimated from a genetic cross of P. falciparum (SU et al. 1999 Down) and a conservatively estimated effective population size of 10,000 (ANDERSON et al. 2000 Down; HUGHES and VERRA 2001 Down; POLLEY and CONWAY 2001 Down; CONWAY and BAUM 2002 Down). Simulations were carried out using the program ALLELIX available freely on the Internet: http://www.snv.jussieu.fr/moussant. The observed value of H was calculated using DNAsp 3.5 and multiplied by (n - 1)/n in accordance with that used by DEPAULIS and VEUILLE 1998 Down.


*  RESULTS
*TOP
*ABSTRACT
*MATERIALS AND METHODS
*RESULTS
*DISCUSSION
*LITERATURE CITED

Analysis of region II sequences of P. falciparum eba-175:
Sequence polymorphism in a 1848-bp region of eba-175 [chromosome (chr) 7], a 1848-bp region of eba-140 (chr 13), and a 2152-bp region of {psi}eba-165 (chr 4) was analyzed (Fig 1). A total of 30 region II sequences from eba-175 were sequenced from the Nigerian study population, among which were 16 different allelic sequences (haplotypes), with 17 segregating (polymorphic) nucleotide sites (Table 1, Fig 2). All substitutions at these polymorphic sites were nonsynonymous, and one site had 3 alleles (nucleotide position 1750, numbering from the start codon of the reference eba-175 sequence as described in MATERIALS AND METHODS). Except for position 676 all the polymorphic sites, including a two-codon deletion (nucleotide positions 1201–1206), have been seen in culture-adapted isolates of P. falciparum (LIANG and SIM 1997 Down).



View larger version (28K):
In this window
In a new window
Download PPT slide
 
Figure 2. Polymorphic nucleotide sites in region II of P. falciparum genes: eba-175, eba140, and {psi}eba-165. Nucleotide positions are numbered vertically (conserved positions are not shown), numbering from the start codon of eba-175, eba-140, and {psi}eba-165 reference sequences (X52524, AF332918, and AY032735, respectively). Dot (.) indicates identity with a P. falciparum reference sequence. Dash (-) indicates a deletion. Uppercase letters indicate nonsynonymous differences; lowercase letters indicate synonymous (or noncoding in {psi}eba-165) differences. Solid boxes indicate which subdomain (F1 or F2) the nucleotides lie in for the respective genes.


 
View this table:
In this window
In a new window

 
Table 1. Genetic variation in region II of P. falciparum erythrocyte-binding protein genes

The average nucleotide diversity index ({pi}) for eba-175 region II was 0.003 (i.e., 0.3% nucleotide differences between pairs of alleles on average). The nucleotide frequency distribution was tested for statistical departures from neutral expectations. The overall value of Tajima's D for region II is positive (D = 1.07, Table 1), but not significantly different from zero. The overall values of Fu and Li's D* and F* statistics are also positive (D* = 0.92 and F* = 1.14, Table 1), but again not significant. The positive values of both of these statistics indicate that nucleotide alleles occur at more intermediate frequencies than expected with few alleles being rare or near to fixation (Fig 2A). Such an observation is consistent with the action of balancing selection maintaining allelic variation in the population.

The presence of recombination influences the ability to detect selection since it breaks up the associations between sites under selection and linked variation (CHARLESWORTH et al. 1997 Down). Therefore, measures of recombination and linkage disequilibrium were investigated across the region of eba-175 studied. Linkage disequilibrium (LD) as measured by |D'| (LEWONTIN 1964 Down) and R2 (HILL and ROBERTSON 1968 Down), was plotted against nucleotide distance between polymorphic sites (Fig 3). Both |D'| and R2 decline with nucleotide distance, showing negative correlations that are significant (P < 0.02), with the high significant values visibly clustered in the top left-hand corner of each plot (Fig 3). This indicates that recombination commonly occurs between eba-175 alleles as has been seen for the ama1 (POLLEY and CONWAY 2001 Down) and msp1 (CONWAY et al. 1999 Down) merozoite antigen genes within the same Nigerian population. However, there are some high pairwise values of LD between certain polymorphic sites separated by >800 bp (significant points in the upper right-hand corner of each plot; Fig 3). The LD between these sites is predominantly caused by the high frequency of the allelic sequence type number 11 within the population (Fig 2A), which is the most common allelic sequence and relatively distinct from the others in the population.



View larger version (18K):
In this window
In a new window
Download PPT slide
 
Figure 3. Levels of linkage disequilibrium (LD) across eba-175 region II. LD between all possible pairs of polymorphic sites measured using R2 (top) and |D'| (bottom) as a function of physical distance for EBA-175 region II is shown. Sites were excluded where frequency of the rarer allele was <10% in the sample. Solid circles indicate sites showing significant LD between them (Fisher's exact test, P < 0.05); open circles indicate nonsignificant LD. The highest significant values cluster in the top left-hand corner of each plot. Correlation coefficients ({rho}) and significance values estimated by 10,000 permutations (see MATERIALS AND METHODS) are displayed on each plot.

To investigate structure in the distribution and frequency of allelic sequences in the data set (considering each allelic sequence type as equivalent to a distinct haplotype), the probability of observing K <= 16 haplotypes and a haplotype diversity of H <= 0.789, given a sample of n = 30 sequences showing S = 17 diallelic polymorphisms, was determined using DEPAULIS and VEUILLE's (1998) K- and H-tests. The number of haplotypes did not depart significantly from neutral expectations (P = 0.185). The haplotype diversity was, however, significantly lower than expected (P = 0.005). The higher than expected frequency (13/30 sequences) of allelic sequence type 11 in the population (HP-test, P = 0.008; DEPAULIS et al. 1999 Down) is the most likely cause of the significant reduction in haplotype diversity. A lower than expected haplotype diversity and higher than expected frequency of the major haplotype indicates that allelic sequence type 11 may have recently increased in the population through selection (DEPAULIS et al. 1999 Down).

The number of recombination events occurring throughout the aligned sequences was calculated according to the method of HUDSON and KAPLAN 1985 Down and revealed a minimum number of six recombination events among all 30 eba-175 region II sequences. HUDSON's (1987) and HEY and WAKELEY's (1997) estimators of the scaled recombination rate, C, are 0.006 and 0.013 between adjacent nucleotides and 10.7 and 24.9 across the whole gene sequence (1848 bp), respectively. The value of {theta} (WATTERSON 1975 Down) for region II is 0.002. The ratio of the rate of recombination vs. the rate of mutation, c/µ, as estimated by C/{theta} using Hudson's estimate is 2.35 and using Hey and Wakeley's estimate is 5.81. This suggests that recombination is occurring between two and six times more often than mutation in region II. Together, the value of the C/{theta} ratio and the significant decline of LD across region II of eba-175 indicate that recombination is common between eba-175 alleles. The evidence of recombination suggests that phylogeny-based statistical approaches for detecting selection (YANG and BIELAWSKI 2000 Down) are not appropriate for analyzing intraspecific sequence variation here.

Two descriptive features of amino acid polymorphisms in eba-175 are worth noting. First, following the two-codon deletion at nucleotide positions 1201–1206, the next three codons all contain nonsynonymous polymorphisms (GAAGlu to AAALys, AACAsn to AAALys, and AAGLys to ATGMet; Fig 2). Second, there is a concordant distribution of amino acid polymorphisms between cysteine residues 5 and 6 in both the F1 and F2 subdomains (Fig 2 and Fig 4). The polymorphic nucleotide sites in the F1 subdomain (at nucleotide positions 820, 835, and 856) are located at similar positions and result in amino acid changes similar to those in the F2 subdomain (at nucleotide positions 1731, 1750, and 1775; Fig 4). These amino acid polymorphisms are conservative with respect to their resulting amino acid changes (GRANTHAM 1974 Down; with the exception of site 1775, where the substitution of a Glutamic acid residue (acidic) for an Alanine (nonpolar) may have moderate effects on protein function). The mutations in both subdomains occur in a region homologous to that known to be important for P. vivax and P. knowlesi DBP binding to the erythrocyte surface (RANJAN and CHITNIS 1999 Down), and the three in the F2 subdomain overlap with synthetic peptides of eba-175 that inhibit human erythrocyte binding and GYPA receptor recognition by EBA-175 (OCKENHOUSE et al. 2001 Down).



View larger version (22K):
In this window
In a new window
Download PPT slide
 
Figure 4. Alignment of three polymorphisms occurring between cysteine residues 5 and 6 in the F1 (top) and F2 (bottom) subdomains of eba-175. Polymorphic nucleotide positions are numbered above each region (numbering from reference sequence start codon). Dot (.) indicates identity with reference sequence (in boldface type). % indicates frequency of alleles in the Nigerian population.

Analysis of region II sequences of P. falciparum eba-140 and {psi}eba-165:
A total of 24 sequences were sampled for region II of eba-140 (Table 1, Fig 2B). These consisted of 8 different allelic sequences (haplotypes) and contained seven polymorphic sites, with one site having three variants (nucleotide position 782 of the reference sequence as described in MATERIALS AND METHODS). Of the seven sites, six had nonsynonymous polymorphisms and a single site had a synonymous polymorphism (site 1896). Except for a nonsynonymous mutation at position 855, the polymorphic sites within the F1 region, including all three alleles at position 782, have been seen in isolates of P. falciparum from both wild and laboratory-maintained isolates (MAYER et al. 2002 Down). A total of 25 sequences were sampled for region II of {psi}eba-165 (Table 1, Fig 2C), among which were 9 different allelic sequence types (haplotypes). None of the sequences contained the additional adenine at nucleotide position 1251 reported in an isolate of 3D7, in which it would lead to a second stop codon (TRIGLIA et al. 2001 Down). The status of the reported stop codon that causes truncation upstream of region II was not investigated (TRIGLIA et al. 2001 Down). Tajima's and Fu and Li's tests of neutrality for both eba-140 and {psi}eba-165 region II give negative values in contrast to the positive values determined for eba-175 (Table 1). This reflects the fact that the two loci have low-frequency polymorphisms, both having four singletons, whereas eba-175 had only one singleton (Table 1, Fig 2). There is therefore no indication that either eba-140 or {psi}eba-165 is under balancing selection that maintains polymorphism, but rather a weak trend in the opposite direction. The low level of polymorphic nucleotide sites in both eba-140 and {psi}eba-165 precludes estimation of the recombination rate and linkage disequilibrium for these genes. The observed haplotype number, haplotype diversity, and the frequency of the major haplotype for eba-140 and {psi}eba-165 were not significantly different from those predicted under neutrality (P > 0.05 for all tests).

Comparison between intraspecific nucleotide diversity in P. falciparum eba-175 and eba-140 and interspecific divergence from P. reichenowi:
The ortholog of eba-175 in P. reichenowi has been identified in a previous study (OZWARA et al. 2001 Down) and shows 82% predicted amino acid identity with P. falciparum in region II. PCR amplification using primers for P. falciparum eba-140 region II amplified an identically sized fragment from P. reichenowi genomic DNA. The predicted amino acid sequence of this fragment has a duplicated DBL domain and shows 92% overall deduced amino acid identity to the P. falciparum EBA-140 region II (see supplemental data at http://www.genetics.org/supplemental/). The duplicated DBL domains differ from P. falciparum EBA-140 F1 and F2 domains by 25/312 (8%) and 23/304 (8%) amino acids, respectively; all cysteine residues are conserved between the two species. No amplification product was obtained using P. falciparum {psi}eba-165-specific primers on P. reichenowi genomic DNA, suggesting that either the pseudogene is absent or sequence differences at the primer-annealing sites prevented successful amplification.

The sequences of eba-175 region II derived here differ from P. reichenowi eba-175 by 158 fixed nucleotide differences (47 synonymous and 112 nonsynonymous). When the ratio of the synonymous to nonsynonymous fixed differences is compared to the ratio of polymorphisms within the population of Nigerian isolates (0 synonymous and 17 nonsynonymous) in a 2 x 2 table (MCDONALD and KREITMAN 1991 Down), there is significant evidence for an excess of nonsynonymous polymorphism within P. falciparum (Fisher's exact P = 0.007; Table 2). This is consistent with, and more highly significant than, a McDonald-Kreitman test previously applied to P. falciparum sequences derived from laboratory isolates (OZWARA et al. 2001 Down) and indicates that there has been positive diversifying selection in eba-175 region II of P. falciparum. In contrast, a comparison of polymorphism and interspecific divergence in eba-140 region II shows no statistically significant difference in the ratios (Table 2), thus yielding no evidence of positive selection.


 
View this table:
In this window
In a new window

 
Table 2. McDonald-Kreitman test of neutrality for region II of P. falciparum and P. reichenowi EBPs and for region II of P. vivax and P. knowlesi DBPs

Comparison between intraspecific nucleotide diversity in P. vivax dbp and interspecific divergence from P. knowlesi dbp{alpha}:
As a separate comparison, polymorphism in 24 sequences of region II for the P. vivax DBP from Papua New Guinea (XAINLI et al. 2000 Down) was compared with the divergence from region II of the closely related DBP of P. knowlesi dbp{alpha} (ADAMS et al. 1990 Down) in a McDonald-Kreitman test. This analysis shows an excess of nonsynonymous polymorphism within P. vivax (Fisher's exact P = 0.016; Table 2). Analyses using region II from the other P. knowlesi Duffy-binding-like genes P. knowlesi dbpß and -{gamma}, which are slightly less similar to P. vivax (ADAMS et al. 1990 Down, ADAMS et al. 1992 Down), were also significant (P = 0.047 and 0.047, respectively). The similarity between the significant results seen with P. falciparum EBA-175 and the P. vivax DBP suggests that both proteins are under positive diversifying selection within the species, in contrast to EBA-140 and {psi}eba-165 that do not show evidence of selection.


*  DISCUSSION
*TOP
*ABSTRACT
*MATERIALS AND METHODS
*RESULTS
*DISCUSSION
*LITERATURE CITED

Analyses of sequence diversity in malaria parasite erythrocyte-binding antigens reveal signatures of intraspecific diversifying selection. Nucleotide polymorphisms in region II of the eba-175 gene of P. falciparum have alleles with higher frequencies than expected under neutrality, and comparison with the orthologous region II domain of P. reichenowi eba-175 reveals a significant excess of nonsynonymous polymorphism within P. falciparum. This indicates that balancing selection has operated on region II of the EBA-175 protein, to maintain alleles within the parasite population. A similar result is not seen with allelic sequences of region II from eba-140, a functional homolog of eba-175, or with the putative pseudogene {psi}eba-165. The contrast between the frequency of allelic variants as measured by the direction of Tajima's and Fu and Li's statistics for eba-175 (positive) and eba-140 and {psi}eba-165 (negative) indicates that evidence for maintenance of variation in eba-175 is not an artifact resulting from changes in population size during parasite history. Demographic changes, which can confound these statistics (TAJIMA 1989B Down), would be expected to affect variation across the genome and not at individual genetic loci.

The Duffy-binding protein gene (dbp) of P. vivax also shows an excess of nonsynonymous vs. synonymous polymorphism, when compared to divergence with its P. knowlesi ortholog (dbp{alpha}). These data suggest a similar type of selection on EBA-175 and DBP, reflecting the importance of DBP to P. vivax invasion [recognition of the Duffy antigen is essential for erythrocyte invasion (MILLER et al. 1976 Down)] and the primary importance of EBA-175 for P. falciparum invasion (SIM et al. 1994 Down). The most likely agent driving intraspecific diversification of these antigens is the human acquired immune response. New alleles of a parasite antigen that arise in the population would potentially be able to avoid immune detection (escape variants) and as such give the parasite a survival advantage leading to the allele's selection and increase in frequency within the population. The positive Tajima's D value for EBA-175 supports such a hypothesis of immune selection acting in a negative frequency-dependent manner. Additionally, the elevated frequency of allelic sequence type 11 in the population sample may indicate a relatively recent selective increase of a new variant, with the allelic sequence type containing (or being linked to) a site that determines an ability to avoid immune detection. The increase in its frequency is unlikely to be associated with the recent selective sweep of a chloroquine resistance allele of the chloroquine resistance transporter gene (Pfcrt) on chromosome 7 (WOOTTON et al. 2002 Down) since the two genes are separated by a genetic distance of >900 kb [where 17 kb corresponds to 1 cM (SU et al. 1999 Down) and the chromosome length is 1.4 Mb], between which recombination is very likely to disrupt any linkage. Further understanding of the process of immune-mediated selection of merozoite antigens will be important for strengthening this selective hypothesis. Insights from other pathogen models are likely to be of particular use, such as recent work showing that host cytotoxic T-lymphocyte (CTL) responses select for SIV viral escape variants during infection as evidenced by the preferential accumulation of amino acid replacements in viral CTL epitopes (ALLEN et al. 2000 Down). In addition, computer models of malaria infection incorporating parameters such as parasite growth, mutation and recombination rates, and how host immunity develops will be important for investigating the emergence of escape variants in the parasite population and generating expectations for patterns of genetic variation seen in parasite surface antigens.

There is no evidence of selection on EBA-140. This protein, which is apparently involved in multiple invasion pathways (MAYER et al. 2001 Down, MAYER et al. 2002 Down; MAIER et al. 2002 Down), might play a less important role in erythrocyte invasion or might be less exposed to the immune system, a factor that may affect its candidacy as a malaria vaccine antigen. The presence of an ortholog to eba-175 and eba-140 in P. reichenowi indicates that duplication and divergence of the EBP genes occurred before the ancestral split leading to P. falciparum and P. reichenowi and suggests that other orthologous EBPs may be identifiable within P. reichenowi. The inability to amplify a P. reichenowi ortholog of {psi}eba-165 here does not exclude the possibility that this might be identified with further efforts.

For region II of eba-175 the ratio of C/{theta} (an estimate of the ratio of the biological parameters c/µ, the recombination vs. mutation rate) suggests that recombination is occurring between two and six times more often than mutation. This is comparable to that derived for another P. falciparum merozoite antigen gene ama-1 (C/{theta} ~ 7), using sequences from the same Nigerian population (POLLEY and CONWAY 2001 Down). Both are higher than those found in Drosophila melanogaster (median for 24 loci, ~1.5; ANDOLFATTO and PRZEWORSKI 2001 Down), humans (~1.3; HEY and WAKELEY 1997 Down), and Saccharomyces cerevisiae (1.24; JENSEN et al. 2001 Down). However, they are lower than expected given the available laboratory estimates of the P. falciparum genome recombination rate (1 cM per 17 kb {cong} c as 6 x 10-7; SU et al. 1999 Down) and spontaneous mutation rates (µ = 2.5 x 10-9; PAGET-MCNICOL and SAUL 2001 Down), which give a ratio of c/µ of ~240. The incongruity between the two values is likely to represent the combined effect of a number of different evolutionary processes (ANDOLFATTO and PRZEWORSKI 2001 Down; JENSEN et al. 2001 Down). For example, moderate population subdivision and inbreeding will both reduce the frequency at which different alleles meet and recombine (PAUL et al. 1995 Down), increasing disequilibrium between alleles and therefore reducing the value of C/{theta}. The presence of recent positive selection (a selective sweep) is also likely to reduce local variation through genetic hitchhiking and therefore increase linkage disequilibrium (CHARLESWORTH et al. 1997 Down), reducing the value of C/{theta}. This is given some support by the high frequency of allelic sequence type 11 in the population, which has certainly increased the level of LD. Further laboratory estimates of c and µ and analysis of other loci will help to clarify the basis of this difference.

In summary we report significant evidence for positive diversifying selection on the region II domain of the P. falciparum invasion ligand EBA-175, which is at least as strong as evidence for selection on the P. vivax DBP ligand. Similar signatures are not seen in the paralogous eba-140 or {psi}eba-165 genes. This suggests a greater importance of EBA-175 in the invasion process of the human erythrocyte and/or as a target of acquired immunity. As such this gives encouragement to development of EBA-175 as a component in a multivalent malaria vaccine (JONES et al. 2001 Down). However, it also clearly identifies the need to understand the allele specificity of its antigenicity and function, in particular the importance of polymorphisms within the F1 and F2 domains, and to incorporate this understanding into vaccine design.


*  FOOTNOTES

Sequence data from this article have been deposited with the EMBL/GenBank Data Libraries under the following accession numbers: Plasmodium falciparum eba-175 sequences, AJ438799AJ438828; P. falciparum eba-140 sequences, AJ438830–AJ438853; P. falciparum {psi}eba-165 sequences, AJ438854–AJ438878; and P. reichenowi eba-140, AJ438829. Back


*  ACKNOWLEDGMENTS

We are grateful to Prof. A. M. J. Oduola, Dr. O. A. T. Ogundahunsi, and Dr. C. H. M. Kocken who helped with provision of parasite samples and to Dr. G. A. T. McVean and Dr. S. Mousset for invaluable advice on coalescent simulations. We also thank Spencer Polley for helpful discussion and comments on the manuscript. This work was supported by the Wellcome Trust (Prize Studentship for J.B.) and by the UK Medical Research Council (grant no. G9803180).

Manuscript received July 5, 2002; Accepted for publication December 19, 2002.


*  LITERATURE CITED
*TOP
*ABSTRACT
*MATERIALS AND METHODS
*RESULTS
*DISCUSSION
*LITERATURE CITED

ADAMS, J. H., D. E. HUDSON, M. TORII, G. E. WARD, and T. E. WELLEMS et al., 1990  The Duffy receptor family of Plasmodium knowlesi is located within the micronemes of invasive malaria merozoites. Cell 63:141-153.[Medline]

ADAMS, J. H., B. K. SIM, S. A. DOLAN, X. FANG, and D. C. KASLOW et al., 1992  A family of erythrocyte binding proteins of malaria parasites. Proc. Natl. Acad. Sci. USA 89:7085-7089.[Abstract/Free Full Text]

ADAMS, J. H., P. L. BLAIR, O. KANEKO, and D. S. PETERSON, 2001  An expanding ebl family of Plasmodium falciparum.. Trends Parasitol. 17:297-299.[Medline]

ALLEN, T. M., D. H. O'CONNOR, P. JING, J. L. DZURIS, and B. R. MOTHE et al., 2000  Tat-specific cytotoxic T lymphocytes select for SIV escape variants during resolution of primary viraemia. Nature 407:386-390.[Medline]

ANDERSON, T. J., B. HAUBOLD, J. T. WILLIAMS, J. G. ESTRADA-FRANCO, and L. RICHARDSON et al., 2000  Microsatellite markers reveal a spectrum of population structures in the malaria parasite Plasmodium falciparum.. Mol. Biol. Evol. 10:1467-1482.

ANDOLFATTO, P. and M. PRZEWORSKI, 2001  Regions of lower crossing over harbor more rare variants in African populations of Drosophila melanogaster.. Genetics 158:657-665.[Abstract/Free Full Text]

CAMUS, D. and T. J. HADLEY, 1985  A Plasmodium falciparum antigen that binds to host erythrocytes and merozoites. Science 230:553-556.[Abstract/Free Full Text]

CHARLESWORTH, B., M. NORDBORG, and D. CHARLESWORTH, 1997  The effects of local selection, balanced polymorphism and background selection on equilibrium patterns of genetic diversity in subdivided, inbreeding and outcrossing populations. Genet. Res. 70:155-174.[Medline]

CHITNIS, C. E., 2001  Molecular insights into receptors used by malaria parasites for erythrocyte invasion. Curr. Opin. Hematol. 8:85-91.[Medline]

CONWAY, D. J. and J. BAUM, 2002  In the blood—the remarkable ancestry of Plasmodium falciparum.. Trends Parasitol. 18:351-355.

CONWAY, D. J., C. ROPER, A. M. ODUOLA, D. E. ARNOT, and P. G. KREMSNER et al., 1999  High recombination rate in natural populations of Plasmodium falciparum.. Proc. Natl. Acad. Sci. USA 96:4506-4511.[Abstract/Free Full Text]

CONWAY, D. J., D. R. CAVANAGH, K. TANABE, C. ROPER, and Z. S. MIKES et al., 2000  A principal target of human immunity to malaria identified by molecular population genetic and immunological analyses. Nat. Med. 6:689-692.[Medline]

DAUGHERTY, J. R., C. I. MURPHY, L. A. DOROS-RICHERT, A. BARBOSA, and L. O. KASHALA et al., 1997  Baculovirus-mediated expression of Plasmodium falciparum erythrocyte binding antigen 175 polypeptides and their recognition by human antibodies. Infect. Immun. 65:3631-3637.[Abstract]

DEPAULIS, F. and M. VEUILLE, 1998  Neutrality tests based on the distribution of haplotypes under an infinite sites model. Mol. Biol. Evol. 15:1788-1790.[Medline]

DEPAULIS, F., L. BRAZIER, and M. VEUILLE, 1999  Selective sweep at the Drosophila melanogaster Supressor of Hairless locus and its association with the In(2L)t invasion polymorphism. Genetics 152:1017-1024.[Abstract/Free Full Text]

DEPAULIS, F., S. MOUSSET, and M. VEUILLE, 2001  Haplotype tests using coalescent simulations conditional on the number of segregating sites. Mol. Biol. Evol. 18:1136-1138.[Free Full Text]

DOLAN, S. A., J. L. PROCTOR, D. W. ALLING, Y. OKUBO, and T. E. WELLEMS et al., 1994  Glycophorin B as an EBA-175 independent Plasmodium falciparum receptor of human erythrocytes. Mol. Biochem. Parasitol. 64:55-63.[Medline]

ESCALANTE, A. A. and F. J. AYALA, 1994  Phylogeny of the malarial genus Plasmodium, derived from rRNA gene sequences. Proc. Natl. Acad. Sci. USA 91:11373-11377.[Abstract/Free Full Text]

FU, Y. X. and W. H. LI, 1993  Statistical tests of neutrality of mutations. Genetics 133:693-709.[Abstract]

GRANTHAM, R., 1974  Amino acid difference formula to help explain protein evolution. Science 185:862-864.[Abstract/Free Full Text]

HEY, J. and J. WAKELEY, 1997  A coalescent estimator of the population recombination rate. Genetics 145:833-846.[Abstract]

HILL, W. G. and A. ROBERTSON, 1968  Linkage disequilibrium in finite populations. Theor. Appl. Genet. 38:226-231.

HUDSON, R. R., 1987  Estimating the recombination parameter of a finite population model without selection. Genet. Res. 50:245-250.[Medline]

HUDSON, R. R. and N. L. KAPLAN, 1985  Statistical properties of the number of recombination events in the history of a sample of DNA sequences. Genetics 111:147-164.[Abstract/Free Full Text]

HUGHES, A. L. and F. VERRA, 2001  Very large long-term effective population size in the virulent human malaria parasite Plasmodium falciparum.. Proc. R. Soc. Lond. Ser. B Biol. Sci. 268:1855-1860.[Medline]

JENSEN, M. A., H. L. TRUE, Y. O. CHERNOFF, and S. LINDQUIST, 2001  Molecular population genetics and evolution of a prion-like protein in Saccharomyces cerevisiae.. Genetics 159:527-535.[Abstract/Free Full Text]

JONES, T. R., D. L. NARUM, A. S. GOZALO, J. AGUIAR, and S. R. FUHRMANN et al., 2001  Protection of Aotus monkeys by Plasmodium falciparum EBA-175 region II DNA prime-protein boost immunization regimen. J. Infect. Dis. 183:303-312.[Medline]

LEWONTIN, R. C., 1964  The interaction of selection and linkage. I. General considerations: heterotic models. Genetics 49:49-67.[Free Full Text]

LIANG, H. and B. K. L. SIM, 1997  Conservation of structure and function of the erythrocyte-binding domain of Plasmodium falciparum EBA-175. Mol. Biochem. Parasitol. 84:241-245.[Medline]

MAIER, A. G., M. T. DURAISINGH, J. C. REEDER, S. S. PATEL, and J. W. KAZURA et al., 2002  Plasmodium falciparum erythrocyte invasion through glycophorin C and selection for Gerbich negativity in human populations. Nat. Med. 9:87-92.

MAYER, D. C., O. KANEKO, D. E. HUDSON-TAYLOR, M. E. REID, and L. H. MILLER, 2001  Characterization of a Plasmodium falciparum erythrocyte-binding protein paralogous to EBA-175. Proc. Natl. Acad. Sci. USA 98:5222-5227.[Abstract/Free Full Text]

MAYER, D. C., J. B. MU, X. FENG, X. Z. SU, and L. H. MILLER, 2002  Polymorphism in a Plasmodium falciparum erythrocyte-binding ligand changes its receptor specificity. J. Exp. Med. 196:1523-1528.[Abstract/Free Full Text]

MCDONALD, J. H. and M. KREITMAN, 1991  Adaptive protein evolution at the Adh locus in Drosophila. Nature 351:652-654.[Medline]

MCVEAN, G. A. T., P. AWADALLA, and P. FEAMHEAD, 2002  A coalescent-based method for detecting and estimating recombination from gene sequences. Genetics 160:1231-1241.[Abstract/Free Full Text]

MILLER, L. H., S. J. MASON, D. F. CLYDE, and M. H. MCGINNISS, 1976  The resistance factor to Plasmodium vivax in blacks. The Duffy-blood-group genotype, FyFy. N. Engl. J. Med. 295:302-304.[Abstract]

MITCHELL, G. H., T. J. HADLEY, M. H. MCGINNISS, F. W. KLOTZ, and L. H. MILLER, 1986  Invasion of erythrocytes by Plasmodium falciparum malaria parasites: evidence for receptor heterogeneity and two receptors. Blood 67:1519-1521.[Abstract/Free Full Text]

NARUM, D. L., J. D. HAYNES, S. FUHRMANN, K. MOCH, and H. LIANG et al., 2000  Antibodies against the Plasmodium falciparum receptor binding domain of EBA-175 block invasion pathways that do not involve sialic acids. Infect. Immun. 68:1964-1966.[Abstract/Free Full Text]

NARUM, D. L., S. R. FUHRMANN, T. LUU, and B. K. L. SIM, 2002  A novel Plasmodium falciparum erythrocyte binding protein-2 (EBP2/BAEBL) involved in erythrocyte receptor binding. Mol. Biochem. Parasitol. 119:159-168.[Medline]

OCKENHOUSE, C. F., A. BARBOSA, D. P. BLACKALL, C. I. MURPHY, and O. KASHALA et al., 2001  Sialic acid-dependent binding of baculovirus-expressed recombinant antigens from Plasmodium falciparum EBA-175 to Glycophorin A. Mol. Biochem. Parasitol. 113:9-21.[Medline]

OKENU, D. M., E. M. RILEY, Q. D. BICKLE, P. U. AGOMO, and A. BARBOSA et al., 2000  Analysis of human antibodies to erythrocyte binding antigen 175 of Plasmodium falciparum.. Infect. Immun. 68:5559-5566.[Abstract/Free Full Text]

OKOYEH, J. N., C. R. PILLAI, and C. E. CHITNIS, 1999  Plasmodium falciparum field isolates commonly use erythrocyte invasion pathways that are independent of sialic acid residues of glycophorin A. Infect. Immun. 67:5784-5791.[Abstract/Free Full Text]

OZWARA, H., C. H. KOCKEN, D. J. CONWAY, J. M. MWENDA, and A. W. THOMAS, 2001  Comparative analysis of Plasmodium reichenowi and P. falciparum erythrocyte-binding proteins reveals selection to maintain polymorphism in the erythrocyte-binding region of EBA-175. Mol. Biochem. Parasitol. 116:81-84.[Medline]

PAGET-MCNICOL, S. and A. SAUL, 2001  Mutation rates in the dihydrofolate reductase gene of Plasmodium falciparum.. Parasitology 122:497-505.[Medline]

PAUL, R. E., M. J. PACKER, M. WALMSLEY, M. LAGOG, and L. C. RANFORD-CARTWRIGHT et al., 1995  Mating patterns in malaria parasite populations of Papua New Guinea. Science 269:1709-1711.[Abstract/Free Full Text]

PETERSON, D. S. and T. E. WELLEMS, 2000  EBL-1, a putative erythrocyte binding protein of Plasmodium falciparum, maps within a favoured linkage group in two genetic crosses. Mol. Biochem. Parasitol. 105:105-113.[Medline]

POLLEY, S. D. and D. J. CONWAY, 2001  Strong diversifying selection on domains of the Plasmodium falciparum apical membrane antigen 1 gene. Genetics 158:1505-1512.[Abstract/Free Full Text]

RANJAN, A. and C. E. CHITNIS, 1999  Mapping regions containing binding residues within functional domains of Plasmodium vivax and Plasmodium knowlesi erythrocyte-binding proteins. Proc. Natl. Acad. Sci. USA 96:14067-14072.[Abstract/Free Full Text]

REED, M. B., S. R. CARUANA, A. H. BATCHELOR, J. K. THOMPSON, and B. S. CRABB et al., 2000  Targeted disruption of an erythrocyte binding antigen in Plasmodium falciparum is associated with a switch toward a sialic acid-independent pathway of invasion. Proc. Natl. Acad. Sci. USA 97:7509-7514.[Abstract/Free Full Text]

SIM, B. K. L., P. A. ORLANDI, J. D. HAYNES, F. W. KLOTZ, and J. M. CARTER et al., 1990  Primary structure of the 175K Plasmodium falciparum erythrocyte binding antigen and identification of a peptide which elicits antibodies that inhibit malaria merozoite invasion. J. Cell Biol. 111:1877-1884.[Abstract/Free Full Text]

SIM, B. K. L., C. E. CHITNIS, K. WASNIOWSKA, T. J. HADLEY, and L. H. MILLER, 1994  Receptor and ligand domains for invasion of erythrocytes by Plasmodium falciparum.. Science 264:1941-1944.[Abstract/Free Full Text]

SU, X., M. T. FERDIG, Y. HUANG, C. Q. HUYNH, and A. LIU et al., 1999  A genetic map and recombination parameters of the human malaria parasite Plasmodium falciparum.. Science 286:1351-1353.[Abstract/Free Full Text]

TAJIMA, F., 1989a  Statistical method for testing the neutral mutation hypothesis by DNA polymorphism. Genetics 123:585-595.[Abstract/Free Full Text]

TAJIMA, F., 1989b  The effect of change in population size on DNA polymorphism. Genetics 123:597-601.[Abstract/Free Full Text]

THOMPSON, J. K., T. TRIGLIA, M. B. REED, and A. F. COWMAN, 2001  A novel ligand from Plasmodium falciparum that binds to a sialic acid-containing receptor on the surface of human erythrocytes. Mol. Microbiol. 41:47-58.[Medline]

TRIGLIA, T., J. K. THOMPSON, and A. F. COWMAN, 2001  An EBA175 homologue which is transcribed but not translated in erythrocytic stages of Plasmodium falciparum.. Mol. Biochem. Parasitol. 116:55-63.[Medline]

WATTERSON, G. A., 1975  On the number of segregating sites in genetical models without recombination. Theor. Popul. Biol. 7:256-276.[Medline]

WOOTTON, J. C., X. FENG, M. T. FERDIG, R. A. COOPER, and J. MU et al., 2002  Genetic diversity and chloroquine selective sweeps in Plasmodium falciparum.. Nature 418:320-323.[Medline]

XAINLI, J., J. H. ADAMS, and C. L. KING, 2000  The erythrocyte binding motif of Plasmodium vivax duffy binding protein is highly polymorphic and functionally conserved in isolates from Papua New Guinea. Mol. Biochem. Parasitol. 111:253-260.[Medline]

YANG, Z. and J. P. BIELAWSKI, 2000  Statistical methods for detecting molecular adaptation. Trends Ecol. Evol. 15:496-503.[Medline]




This article has been cited by other articles:


Home page
Mol Biol EvolHome page
B. Nystedt, A. C. Frank, M. Thollesson, and S. G. E. Andersson
Diversifying Selection and Concerted Evolution of a Type IV Secretion System in Bartonella
Mol. Biol. Evol., February 1, 2008; 25(2): 287 - 300.
[Abstract] [Full Text] [PDF]


Home page
Clin. Microbiol. Rev.Home page
D. J. Conway
Molecular Epidemiology of Malaria
Clin. Microbiol. Rev., January 1, 2007; 20(1): 188 - 204.
[Abstract] [Full Text] [PDF]