Dynamics of antifolate transport via the reduced folate carrier
Rapid genotyping of loci involved in antifolate drug resistance in Plasmodium falciparum by primer...
-
Upload
shalini-nair -
Category
Documents
-
view
212 -
download
0
Transcript of Rapid genotyping of loci involved in antifolate drug resistance in Plasmodium falciparum by primer...
Rapid genotyping of loci involved in antifolate drug resistance inPlasmodium falciparum by primer extension
Shalini Naira,*, Alan Brockmanb,c, Lucy Paiphunb, Francois Nostenb,c,d, Tim J.C. Andersona
aSouthwest Foundation for Biomedical Research (SFBR), PO Box 760549, San Antonio, TX 78245, USAbShoklo Malaria Research Unit (SMRU), Mae Sot, Tak, Thailand
cFaculty of Tropical Medicine, Mahidol University, Bangkok, ThailanddNuffield Department of Medicine, John Radcliffe Hospital, Oxford, UK
Received 10 January 2002; received in revised form 28 February 2002; accepted 28 February 2002
Abstract
Current methods used to genotype point mutations in Plasmodium falciparum genes involved in resistance to antifolate drugs include
restriction digestion of PCR products, allele-specific amplification or sequencing. Here we demonstrate that known point mutations in
dihydrofolate reductase and dihydropteroate synthase can be scored quickly and accurately by single-nucleotide primer extension and
detection of florescent products on a capillary sequencer. We use this method to genotype parasites in natural infections from the Thai-
Myanmar border. This approach could greatly simplify large-scale screening of resistance mutations of the type required for evaluating and
updating antimalarial drug treatment policies. The method can be easily adapted to other P. falciparum genes and will greatly simplify
scoring of point mutations in this and other parasitic organisms. q 2002 Australian Society for Parasitology Inc. Published by Elsevier
Science Ltd. All rights reserved.
Keywords: Plasmodium falciparum; Dihydrofolate reductase; Dihydropteroate synthase; Primer extension; Thailand
1. Introduction
Numerous association studies, elegant transfection
experiments, and expression of Plasmodium falciparum
genes in yeast or Escherichia coli provide overwhelming
evidence that specific mutations in dihydrofolate reductase
(dhfr) and dihydropteroate synthase genes (dhps) confer
resistance to antifolate drugs such as sulfadoxine and pyri-
methamine (Cowman et al., 1988; Sirawaraporn et al., 1990;
Foote et al., 1990; Plowe et al., 1997; Khan et al., 1997;
Cortese and Plowe, 1998; Triglia et al., 1998; Diourte et al.,
1999; Doumbo et al., 2000; Basco et al., 2000; Nagesha et
al., 2001; Hankins et al., 2001). Furthermore, these muta-
tions are correlated with both in vivo and in vitro drug
resistance in many studies (Kublin et al., 1998; Basco et
al., 2000; Nzila et al., 2000). As a consequence, molecular
characterisation of these mutations can provide a simple
way to evaluate the efficacy of this class of drugs and
field surveys may be used to evaluate suitable antimalarial
treatment strategies (Plowe et al., 1995; Wang et al., 1997).
A variety of methods are currently used for molecular
characterisation of mutations in dhfr and dhps. These
include sequencing (Basco et al., 2000), allele-specific
amplification (Zolg et al., 1990; Gyang et al., 1992; Wang
et al., 1995), and restriction analysis of polymerase chain
reaction (PCR) products (Eldin de Pecoulas et al., 1995;
Duraisingh et al., 1998). These methods are either expensive
(sequencing) or cumbersome and time consuming (allele-
specific amplification or restriction digestion). For example,
allele-specific amplification requires separate amplification
reactions with oligonucleotides specific for the alternative
bases at each one of the polymorphic bases to be scored,
while restriction digest approaches involves electrophoresis
of multiple digestion products.
A number of new methods are now available for rapid
automated scoring of single nucleotide polymorphisms
(SNPs) (Kwok, 2000; Syvanen, 2001).We apply one of
these – primer extension – to genotype mutations at dhps
and dhfr. In this technique, mutations are detected by fluor-
escent single base extension of primers designed adjacent to
polymorphic sites (Pastinen et al., 1996; Tully et al., 1996).
An attractive feature of this method is that multiple muta-
tions can be genotyped in a single reaction and scored in a
single lane of a gel or a single capillary on an automated
International Journal for Parasitology 32 (2002) 852–858
0020-7519/02/$20.00 q 2002 Australian Society for Parasitology Inc. Published by Elsevier Science Ltd. All rights reserved.
PII: S0020-7519(02)00033-4
www.parasitology-online.com
* Corresponding author. Tel.: 11-210-258-9642; fax: 11-210-670-3344.
E-mail address: [email protected] (S. Nair).
sequencer. As a consequence, multiple mutations can be
genotyped in hundreds of samples in a single day resulting
in considerable savings of time and money. We demonstrate
the efficacy of this approach by genotyping P. falciparum
infections from the Thailand-Myanmar border.
2. Materials and methods
2.1. Genotyping strategy
We used a primer extension method to detect mutations in
dhfr and dhps. The essence of this method is very simple.
The segment of DNA containing the polymorphic sites is
first amplified by standard PCR methods. Oligos designed
with their 3 0 base adjacent to the polymorphic base are then
enzymatically extended by a single fluorescent dideoxy
nucleotide (ddNTP). Since each of the four ddNTPs are
labelled with different colours, the extended oligos are
labelled in different colours depending on the base present
at the targeted polymorphic site. The extended oligos can
then be size separated by electrophoresis and the label
colour determined. Multiple mutations can be genotyped
in a single reaction by designing oligos of different lengths.
Detailed protocols are described below.
Genotyping was performed using the ABI PRISM SNaP-
shote Multiplex Kit (Applied Biosystems) and scored on an
ABI 3100 capillary sequencer using GENESCAN and
GENOTYPER software. Following initial amplification of
template DNA (25 ml reaction), unincorporated nucleotides
(dNTPs) and excess primers were removed by digestion (1 h
378C, 15 min 758C) with 5 U Shrimp Alkaline Phosphatase
(Amersham) and 2 U Exonuclease 1 (Amersham). Primers
for the SNaPshot reactions were designed one base short of
the SNP to be typed. In the extension reaction (or SnaPshot
reaction) each primer binds to the template in the presence
of fluorescently labelled ddNTPs and Amplitaq DNA Poly-
merase and the primers are extended by one fluorescent
nucleotide at their 3 0 ends. Following removal of excess
fluorescently labelled ddNTPs by Shrimp Alkaline Phos-
phatase digestion (1 U enzyme in 5 ml reaction, 1 h, 378C;
15 min 758C), the fluorescently labelled products generated
by the SNaPshot reaction (0.05–0.5 ml) were electrophor-
esed in a ABI 3100 capillary sequencer together with 0.5 ml
Genescane-120 LIZe labelled size standards (15–120 bp)
(Applied Biosystems) and 9 ml HiDi Formamide (Applied
Biosystems). More than one mutation can be typed by
designing primers with tails of different lengths. We geno-
typed five point mutations encoding five amino acid changes
in dhfr (codons 16, 51, 59, 108 and 164) and six point
mutations encoding five amino acid changes in dhps
(codon 436 containing two point mutations, codons 437,
S. Nair et al. / International Journal for Parasitology 32 (2002) 852–858 853
Table 1
Primers and amplification conditions for genotyping dhfr and dhps
Primer ID Sequence (5 0 to 3 0)
dhfr primers (template)
dhfr-f ACGTTTTCGATATTTATGC
dhfr-r TCACATTCATATGTACTATTTATTC
dhfr primers (SNaPshot)
dhfr51f AGGAGTATTACCATGGAAATGTA
dhfr16r ctCTCATTTTTGCTTTCAACCTTACAACAT
dhfr108f ctgactACAAAATGTTGTAGTTATGGGAAGAACAA
dhfr164r gactgactgactAATTCTTGATAAACAACGGAACCTCCTA
dhfr59r gactgactgactgactTGATTCATTCACATATGTTGTAACTGCAC
dhps primers (template)
dhps-f GTTGAACCTAAACGTGCTGT
dhps-r TTCATCATGTAATTTTTGTTGTG
dhps primers (SNaPshot)
dhps613r TTGATCATTCATGCAATGGG
dhps540f gactGAGGAAATCCACATACAATGGAT
dhps581r TAAGAGTTTAATAGATTGATCATGTTTCTTC
dhps436(1)f gactgactAGTGTTATAGATATAGGTGGAGAATCC
dhps436(2)r gactgactgactgactTGGATTAGGTATAACAAAAAGGAICA
dhps437r gactgactgactgactgactTTTTTGGATTAGGTATAACAAAAGGA
PCR conditions for amplification of both dhfr and dhps were identical. The reaction mix (25 ml) contained 2 ng genomic DNA, 200 mM each dNTP, 1.5
mM Mg21, 1 £ PCR buffer, 0.25 mM each primer, 0.6 U Taq (Takara Shuzo Co.) while cycling conditions were as follows: (948C, 2 min, (948 C, 20 s; 458C, 20
s; 658C, 30 s) £ 30 cycles. The SNaPshot reaction for dhfr (5 ml) contained 2.5 ml reaction mix, 1.5 ml amplified template from the initial PCR reaction, 0.5 ml
primer pool at a concentration of 0.2 mM for each primer, and 0.5 ml dH20. SNaPshot reaction for dhps was the same except that one primer dhps 437r was at a
concentration of 0.4 mM in the primer pool. Reaction conditions for the SNaPshot reaction were as shown in the ABI PRISM SNaPshote Multiplex Kit (968 C,
10 s; 508C, 5 s, 608C, 30 s) £ 25. (gact)n tails added to the SnaPshot primers are shown in lower case, while Inosine (I) bases are incorporated in primers where
the complimentary DNA sequence may be polymorphic.
540, 581 and 613). PCR amplification conditions and primer
sequences are shown in Table 1, while the positions and
orientation of the oligos used in the extension reaction are
shown in Fig. 1.
2.2. Field samples
We collected P. falciparum-infected blood samples with
.0.5% parasitaemia from patients visiting the malaria
clinic at Mawker-Thai on the Thai-Myanmar border
between December 1998 and August 2001. The collection
protocols were approved by the Ethical Committee of the
Faculty of Tropical Medicine, Mahidol University, Bang-
kok, and by the Institutional Review board at the University
of Texas Health Science Center at San Antonio. Parasite
DNA was prepared by Phenol/Chloroform extraction of
whole blood, following removal of buffy coats. Two nano-
grams of DNA were used in each PCR reaction.
2.3. Sequencing
To investigate the reliability of genotyping by primer
extension we sequenced 10 dhfr and eight dhps alleles
from single clone infections from Mawker-Thai in Thailand
for comparison with data generated by primer extension.
These single clone infections were identified by analysis
of multiple microsatellite loci (data not shown). The
template primers shown in Table 1 were used to amplify
the fragments of interest and these were sequenced directly
using the ABI PRISM BigDyee Terminator Cycle sequen-
cing Ready Reaction kit (Applied Biosystems). As addi-
tional controls, we genotyped a variety of laboratory
parasite lines (3D7, HB3, Dd2, VS/1, FCR3) obtained
from MR4/ATCC (Manassus, VA, USA) with known dhfr
and dhps sequence.
2.4. Analysis
Alternate alleles at each polymorphic site are labelled
with different dyes and migrate at a slightly different posi-
tion. The differing migration pattern of different dye labels
also allows samples containing different dhfr or dhps alleles
to be scored with the GENOTYPER software. We compared
the haplotype frequencies generated in this study with those
from other studies of antifolate resistance in Thailand using
F-statistics (Cockerham and Weir, 1984). These were calcu-
lated using the program FSTAT (Goudet, J. 2000. FSTAT, a
program to estimate and test gene diversities and fixation
indices (version 2.9.1). Available from http://www.unil.ch/
izea/softwares/fstat.html) and significance of measures of
differentiation were estimated by permutation.
3. Results and discussion
In the first section we describe and discuss the results of
the field survey. In the second we highlight the advantages
and disadvantages of genotyping by primer extension.
3.1. Field survey
We genotyped 174 malaria-infections for dhfr and 168 for
dhps. Examples of peak profiles for both field samples and
controls are shown in Fig. 2, interpretation of peak colours
and product lengths is described in Table 2, and a summary
of amino-acid haplotypes is shown in Table 3. Nineteen
infections contained multiple clones. In these samples,
peaks of different colours were observed for one or more
base positions at either of the two loci (Fig. 2). Of these 19
samples, three samples contained multiple alleles at both
loci examined. The total number of samples for which
unambiguous haplotypes could be established was 163 for
dhfr and 157 for dhps. We conducted this work primarily to
demonstrate the effectiveness of primer extension based
genotyping. However, three features of the data generated
are of particular interest and are discussed below:
† All dhfr and dhps alleles examined contained mutations
at one or more of the amino-acid position examined. At
dhfr we found four different alleles, containing between
two and four amino-acid changes considered to confer
resistance (Table 3), with the commonest allele contain-
ing Ala-16/Ile-51/Arg-59/Asn-108/Leu-164. Similarly,
at dhps, we observed five different alleles containing
between two and three amino-acid changes considered
to confer resistance. The commonest dhps allele was
Ser-436/Gly-437/Glu-540/Gly-581/Ala-613. Parasites in
Thailand are known to show high levels of resistance to
sulfadoxine-pyrimethamine (White, 1992). However, the
amino-acids profiles from Mawker-Thai suggest a higher
level of resistance than reported elsewhere in Southeast
Asia or in other countries. The high prevalence of muta-
tions thought to confer resistance is particularly interest-
ing, since sulfadoxine/pyrimethamine was abandoned in
this part of Thailand in the early 1980s. Hence, for over
20 years resistant alleles of dhfr and dhps have been
S. Nair et al. / International Journal for Parasitology 32 (2002) 852–858854
Fig. 1. Schematic diagram showing the position and orientation of SNaP-
shot primers for: (a) dhfr; and (b) dhps. The 5 0 ends of the primers are
upturned to indicate (gact)n tails (Table 1).
maintained in the apparent absence of antifolate drug
selection. This may indicate that parasites bearing resis-
tant alleles suffer little or no fitness reduction relative to
wild-type parasites in the absence of selection, or that
additional compensatory mutations have restored fitness.
Both these possibilities are troubling, since they suggest
that reversion to susceptibility is unlikely to occur.
However, it is possible that sulfadoxine-pyrimethamine
is still used in Myanmar, and Fansimef (a combination of
sulfadoxine-pyrimethamine and mefloquine) which was
officially abandoned in 1994, is sometimes still used in
Thailand. One further possible explanation is that wide-
spread treatment with the antibiotic trimethoprim-sulfa-
methoxazole helps maintain high levels of resistance to
sulfadoxine-pyrimethamine (Iyer et al., 2001).
† Plowe et al. (1997) examined dhfr and dhps haplotypes in
parasites from Mali, Kenya, Malawi and Bolivia. At
dhps, they rarely observed Ala-436 and Gly-437 in the
same haplotype, and never observed Ala-436 with either
the Glu-540 or Gly-581 mutations. They therefore
suggested that such combinations may have deleterious
effects on enzyme function. In this study the Ala-436/
Gly-437 combination was common, occurring in 35
infections (22%) examined. Furthermore, Ala-436 was
combined with Glu-540 in 32 (20%) of samples. It there-
fore seems unlikely that Plowe et al. (1997) explanation
can explain the absence of these haplotypes in Africa and
Bolivia. Ala-436 was never observed with Gly-581,
supporting their observations. However, this combina-
tion was found in 1/10 Thai samples sequenced by Triglia
et al. (1997), demonstrating that parasites bearing Ala-
436/Gly-581 are viable.
† We compared our results with those of Biswas et al.
(2000) who examined 50 malaria infections from Thai-
land (from Trad, Tak, Kanchanaburi and Nongkai). This
mixed sample showed greater diversity of haplotypes
than in this study (seven dhfr genotypes as opposed to
four in this study; 10 dhps haplotypes as opposed to five
in this study). To examine differentiation between these
two population samples we used F-statistics. We
observed dramatic differentiation between the two popu-
lation samples (dhfr, FST ¼ 0:34, P , 0:0002; dhps:
FST ¼ 0:456, P , 0:0002). This high level of differentia-
tion is likely to have resulted from the recent evolution of
drug resistance and differing levels of antifolate drug
selection in different regions. On a practical note, such
dramatic differentiation cautions against designing
national health policies on the basis of small regional
samples of parasites. Rational drug treatment policies
may best be designed at the local level by monitoring
prevalence of resistance mutations. The rapid genotyping
methods described here may help make such surveillance
possible in African countries where antifolate resistance
is emerging, since many thousands of parasites collected
from different locations can be genotyped with relative
ease.
S. Nair et al. / International Journal for Parasitology 32 (2002) 852–858 855
Fig. 2. Electropherograms generated from the Plot View window of the
GENOTYPER program showing peak profiles generated for dhfr and dhps.
Arrows indicate the positions of the peaks amplified for each of the muta-
tions scored. Horizontal bars indicate the positions of alternate alleles at a
particular codon. These have only been shown for bases that are poly-
morphic in this figure (codons 51 and 164 for dhfr and 436(1), 540 and
581 for dhps). The green, blue, red and black peaks indicate the ddNTP
added during primer extension. Interpretation of the peak profiles in terms
of codon and amino acid mutations is explained in Table 2. Panel (a) dhfr
genotyping: FS1-3 are field isolates from Mawker–Thai, while K1 is a
laboratory clone. (b) dhps genotyping: FS1-2 are field samples. FS1
contains a single dhps allele, while FS2 contains at least two clones with
polymorphism at codon positions 540, 581 and 436. HB3 is a laboratory
clone.
3.2. Pros and cons of primer extension methods
3.2.1. Accuracy
Direct sequencing of 10 single clone infections from
Thailand for dhfr and eight clones for dhps revealed two
polymorphic codons in dhfr (51, 164) and three in dhps (436
(first nucleotide position), 540, 581). No additional poly-
morphic sites were observed in these sequences. As an addi-
tional control we examined haplotype profiles from
laboratory isolates with known dhfr (3D7, FCR3 and VS/
1) and dhps (3D7, HB3, Dd2) sequences. This was done to
examine the reliability of base calling for mutations for sites
that were not polymorphic in the field samples (codons 16,
59 and 108 in dhfr, and codon 436 (second nucleotide posi-
tion), 437 and codons 613 in dhps). This combination of
sequenced field samples and laboratory clones provided
controls for polymorphism at all sites assayed. In all
cases, SNaPshot haplotype profiles of both sequenced
laboratory clones and laboratory isolates (Table 2) were
identical to predictions. This demonstrates that the peaks
generated result from SNaPshot primers annealing in the
correct position in the sequence, and gives us confidence
in the data generated.
3.2.2. Efficiency
Restriction digestion and allele specific amplification
methods have the virtue of simplicity. These methods do
not require complicated equipment and therefore are ideal
for remote field laboratories. The primer extension methods
described here require the use of an automated sequencer
and are not ideally suited to such remote field laboratories.
S. Nair et al. / International Journal for Parasitology 32 (2002) 852–858856
Table 2
Interpretation of SNaPshot data for dhfr and dhps
(a) dhfr
Amino acid residue 51 16 108 164 59
Actual fragment length (bp) 24 31 36 41 46
Observed fragment length (bp)a 27–28 31–32 38 43–44 47–48
Amino acid change Asn ! Ile Ala ! Val Ser ! Asn/Thr Ile ! Leu Cys ! Arg
Nucleotide change AAT ! ATT GCA ! GTA AGC ! AAC/ACC ATA ! TTA TGT ! CGT
Colour changeb Green ! red Blue ! green Blue ! green/black Red ! green Green ! blue
Predicted peak colors (controls)
3D7 Green Blue Blue Red Green
FCR3 Green Green Black Red Green
VS/1 Red Blue Green Green Blue
(b) dhps
Amino acid residue 613 540 581 436(1)/436(2) 437
Actual fragment length (bp) 21 28 32 36/41 46
Observed fragment length (bp)a 25–26 29–30 33–34 38–39/44–45 49–50
Amino acid change Ala ! Thr/Ser Lys ! Glu Ala ! Gly Ser ! Ala/Phe Ala ! Gly
1) TCT ! GCT
Nucleotide change GCC ! ACC/TCC AAA ! GAA GCG ! GGG 2) TCT ! TTT GCG ! GGG
1) red ! blue
Colour changeb Black ! red/green Green ! blue Blue ! black 2) blue ! green Blue ! black
Predicted peak colours (controls)
3D7 Black Green Blue Red/blue Black
Hb3 Black Green Blue Red/blue Blue
Dd2 Green Green Blue Red/green Black
a Black, green, blue and red peaks result from primer extension with ddCTP-dTAMRAe, ddATP-dR6G, ddGTP-dR110, and ddTTP-dROXe, respectively.b Observed length is measured with reference to labelled size standard. Observed length may differ from actual length of fragments since fluorescent labelled
ddNTPs alter migration patterns.
Table 3
Haplotypes observed from Mawker–Thaia
(a) dhfr (n ¼ 163)
16 51 59 108 164 Haplotype frequency
Ala Ile Arg Asn Leu 0.72
Ala Asn Arg Asn Leu 0.11
Ala Ile Arg Asn Ile 0.11
Ala Asn Arg Asn Ile 0.06
(b) dhps (n ¼ 157)
436 437 540 581 613 Haplotype frequency
Ser Gly Glu Gly Ala 0.68
Ala Gly Glu Ala Ala 0.20
Ser Gly Lys Gly Ala 0.08
Ala Gly Lys Ala Ala 0.02
Ser Gly Glu Ala Ala 0.01
a Polymorphic amino-acid residue numbers are shown along the top of
each table, while amino acids conferring resistance are shown in bold.
Haplotype frequencies are calculated only from infections containing single
alleles.
However, the speed at which data can be generated makes
such methods ideal for use in central laboratories, and for
use in large survey projects. The dhps and dhfr genotypes
generated in this paper were genotyped in four 96-well
microtitre plates in less than 2 days work with an
ABI3100 capillary sequencer. There is no reason why
several thousand infections could not be genotyped within
a week using 384 well plates. In comparison, generation of
data on this scale using conventional restriction digest or
allele specific amplification methods would take consider-
ably longer. Are large-scale surveys necessary? For asses-
sing drug resistance mutations in a local area, quite small
numbers of samples may be sufficient. However, the
evidence presented here of strong local differentiation in
dhfr and dhps allele frequencies suggest that quite fine-
scale regional sampling may be necessary to formulate
sensible treatment policies. Furthermore, the rapid emer-
gence of antifolate resistance (Doumbo et al., 2000; Nzila
et al., 2000) means that parasite populations may need to be
sampled continually to monitor the spread of resistance.
3.2.3. Cost
The SNaPshot kit containing premixed fluorescent
ddNTPs and Taq currently costs ,USD1.05 per reaction
(for 5 ml reactions, as used here). The additional costs of
Shrimp Alkaline Phosphatase, Exonuclease 1, microtitre
plates, and the running costs of sequencer bring the total
cost per gene to approximately USD2.00, or USD4.00 for
analysing both genes from a single sample (USD0.36 per
mutation). The method is not as cheap as restriction diges-
tion or allele-specific amplification in material terms.
However, the speed and efficiency may result in consider-
able savings in labour costs and time.
3.2.4. Template quality
In this study we used parasite infections with .0.5%
parasitaemia, and high quality DNA was prepared by
Phenol/Chloroform extraction. In many field studies
finger-prick blood samples are collected and parasitaemias
may be very low, resulting in considerable variation in the
quality and concentration of P. falciparum DNA present in
the initial PCR reaction. In this case, increasing the number
of cycles to 40 in the initial PCR reaction generates suffi-
cient template for the SNaPshot reaction (Nair, unpublished
data). Alternatively, for samples with very small amounts of
parasite DNA, or badly sheared DNA a semi-nested ampli-
fication strategy (Anderson et al., 1999) may be used to
generate sufficient template for the primer extension reac-
tion.
3.2.5. Multiple infections
Multiple clones of P. falciparum are frequently observed
within infected blood samples, and this complicates scoring
of polymorphisms and assessment of population allele
frequencies (Hill and Babiker, 1995). Multiple infections
can be fairly easily characterised by primer extension,
since oligonucleotides containing ddNTPs labelled with
different dyes show different migration properties. Hence,
in a mixed infection, polymorphic bases are visible as two
peaks that are slightly offset (Fig. 2). We found 19 infections
with more than one peak at any one of the variable bases in
either dhps or dhfr. Infections showing multiple peaks at
sites in dhfr are more likely to be polymorphic for sites in
dhps than expected by chance (x2c ¼ 5:53, df ¼ 1,
P , 0:025). This feature of these data gives us considerable
confidence in our ability to score multiple infections.
One caveat should be mentioned for those working in
areas with high levels of multiple infections. Primers
extended with different bases, and therefore different dyes,
may not necessarily have identical peak height. As a conse-
quence, peak heights may not provide an unbiased way to
identify the predominant clone within a blood sample, and
scoring predominant peaks may result in biased estimates of
population allele frequencies (see Anderson et al. (1999) for
a discussion of related problems for microsatellite data).
Nevertheless, primer extension does provide a simple
method to assess the prevalence of drug resistance muta-
tions within the infected human population, which is prob-
ably the most important parameter for those interested in
optimising efficacy of drug treatment. The efficiency with
which this method can detect and quantify the composition
of alleles in multiple infections could be addressed by
making artificial mixtures of two parasites with known
alleles. We have not conducted these experiments.
Other modern SNP typing methods could also be used for
genotyping mutations in dhps and dhfr. For example, real-
time PCR methods have been described for scoring the
Ser ! Asn mutation at codon 108 in dhfr (Durand et al.,
2000). The main advantage of primer extension methods
is that multiple mutations can be scored concurrently.
These SNP genotyping methods have many other applica-
tions for work with P. falciparum and other parasitic organ-
isms. Single nucleotide polymorphisms occur at a rate for
approximately 1 per kb in the P. falciparum genome and a
SNP map of Chr3 has now been constructed (Mu et al.,
unpublished). We expect that rapid SNP genotyping meth-
ods such as those utilised here will soon become routine
tools for mapping, population genetics and molecular epide-
miology studies in P. falciparum and other parasites.
Acknowledgements
We thank the staff of the SMRU for assistance with field
collection of blood samples and the patients visiting the field
clinic at Mawker-Thai. The SMRU is part of the Wellcome-
Trust Mahidol University-Oxford Tropical Medicine
Research Program supported by the Wellcome Trust of
Great Britain. FN is a Wellcome Trust Senior Clinical
Fellow. This work was funded by NIH grant AI48071 to
TJCA.
S. Nair et al. / International Journal for Parasitology 32 (2002) 852–858 857
References
Anderson, T.J., Su, X.Z., Bockarie, M., Lagog, M., Day, K.P., 1999.
Twelve microsatellite markers for characterisation of Plasmodium
falciparum from finger-prick blood samples. Parasitology 119 (Pt 2),
113–25.
Basco, L.K., Tahar, R., Keundjian, A., Ringwald, P., 2000. Sequence varia-
tions in the genes encoding dihydropteroate synthase and dihydrofolate
reductase and clinical response to sulfadoxine-pyrimethamine in
patients with acute uncomplicated falciparum malaria. J. Infect. Dis.
182, 624–8.
Biswas, S., Escalante, A., Chaiyaroj, S., Angkasekwinai, P., Lal, A.A.,
2000. Prevalence of point mutations in the dihydrofolate reductase
and dihydropteroate synthetase genes of Plasmodium falciparum
isolates from India and Thailand: a molecular epidemiologic study.
Trop. Med. Int. Health 5, 737–43.
Cockerham, C.C., Weir, B.S., 1984. Estimating F-statistics for the analysis
of population structure. Evolution 38, 1358–70.
Cortese, J.F., Plowe, C.V., 1998. Antifolate resistance due to new and
known Plasmodium falciparum dihydrofolate reductase mutations
expressed in yeast. Mol. Biochem. Parasitol. 94, 205–14.
Cowman, A.F., Morry, M.J., Biggs, B.A., Cross, G.A., Foote, S.J., 1988.
Amino acid changes linked to pyrimethamine resistance in the dihydro-
folate reductase-thymidylate synthase gene of Plasmodium falciparum.
Proc. Natl. Acad. Sci. USA 85, 9109–13.
Diourte, Y., Djimde, A., Doumbo, O.K., Sagara, I., Coulibaly, Y., Dicko,
A., Diallo, M., Diakite, M., Cortese, J.F., Plowe, C.V., 1999. Pyrimetha-
mine-sulfadoxine efficacy and selection for mutations in Plasmodium
falciparum dihydrofolate reductase and dihydropteroate synthase in
Mali. Am. J. Trop. Med. Hyg. 60, 475–8.
Doumbo, O.K., Kayentao, K., Djimde, A., Cortese, J.F., Diourte, Y.,
Konare, A., Kublin, J.G., Plowe, C.V., 2000. Rapid selection of Plas-
modium falciparum dihydrofolate reductase mutants by pyrimethamine
prophylaxis. J. Infect. Dis. 182, 993–6.
Duraisingh, M.T., Curtis, J., Warhurst, D.C., 1998. Plasmodium falci-
parum: detection of polymorphisms in the dihydrofolate reductase
and dihydropteroate synthetase genes by PCR and restriction digestion.
Exp. Parasitol. 89, 1–8.
Durand, R., Eslahpazire, J., Jafari, S., Delabre, J.F., Marmorat-Khuong, A.,
di Piazza, J.P., le Bras, J., 2000. Use of molecular beacons to detect an
antifolate resistance-associated mutation in Plasmodium falciparum.
Antimicrob. Agents Chemother. 44, 3461–4.
Eldin de Pecoulas, P., Basco, L.K., Abdallah, B., Dje, M.K., le Bras, J.,
Mazabraud, A., 1995. Plasmodium falciparum: detection of antifolate
resistance by mutation-specific restriction enzyme digestion. Exp. Para-
sitol. 80, 483–7.
Foote, S.J., Galatis, D., Cowman, A.F., 1990. Amino acids in the dihydro-
folate reductase-thymidylate synthase gene of Plasmodium falciparum
involved in cycloguanil resistance differ from those involved in pyri-
methamine resistance. Proc. Natl. Acad. Sci. USA 87, 3014–7.
Gyang, F.N., Peterson, D.S., Wellems, T.E., 1992. Plasmodium falciparum:
rapid detection of dihydrofolate reductase mutations that confer resis-
tance to cycloguanil and pyrimethamine. Exp. Parasitol. 74, 470–2.
Hankins, E.G., Warhurst, D.C., Sibley, C.H., 2001. Novel alleles of the
Plasmodium falciparum dhfr highly resistant to pyrimethamine and
chlorcycloguanil, but not WR99210. Mol. Biochem. Parasitol. 117,
91–102.
Hill, W.G., Babiker, H.A., 1995. Estimation of numbers of malaria clones
in blood samples. Proc. R. Soc. Lond. B Biol. Sci. 262, 249–57.
Iyer, J.K., Milhous, W.K., Cortese, J.F., Kublin, J.G., Plowe, C.D., 2001.
Plasmodium falciparum cross-resistance between trimethoprim and
pyrimethamine. Lancet 358, 1066–7.
Khan, B., Omar, S., Kanyara, J.N., Warren-Perry, M., Nyalwidhe, J., Peter-
son, D.S., Wellems, T., Kaniaru, S., Gitonga, J., Mulaa, F.J., Koech,
D.K., 1997. Antifolate drug resistance and point mutations in Plasmo-
dium falciparum in Kenya. Trans. R. Soc. Trop. Med. Hyg. 91, 456–60.
Kublin, J.G., Witzig, R.S., Shankar, A.H., Zurita, J.Q., Gilman, R.H.,
Guarda, J.A., Cortese, J.F., Plowe, C.V., 1998. Molecular assays for
surveillance of antifolate-resistant malaria. Lancet 351, 1629–30.
Kwok, P.Y., 2000. High-throughput genotyping assay approaches. Pharma-
cogenomics 1, 95–100.
Nagesha, H.S., Din, S., Casey, G.J., Susanti, A.I., Fryauff, D.J., Reeder, J.C.,
Cowman, A.F., 2001. Mutations in the pfmdr1, dhfr and dhps genes of
Plasmodium falciparum are associated with in-vivo drug resistance in
West Papua, Indonesia. Trans. R. Soc. Trop. Med. Hyg. 95, 43–49.
Nzila, A.M., Mberu, E.K., Sulo, J., Dayo, H., Winstanley, P.A., Sibley,
C.H., Watkins, W.M., 2000. Towards an understanding of the mechan-
ism of pyrimethamine-sulfadoxine resistance in Plasmodium falci-
parum: genotyping of dihydrofolate reductase and dihydropteroate
synthase of Kenyan parasites. Antimicrob. Agents Chemother. 44,
991–6.
Pastinen, T., Partanen, J., Syvanen, A.C., 1996. Multiplex, fluorescent,
solid-phase minisequencing for efficient screening of DNA sequence
variation. Clin. Chem. 42, 1391–7.
Plowe, C.V., Djimde, A., Bouare, M., Doumbo, O., Wellems, T.E., 1995.
Pyrimethamine and proguanil resistance-conferring mutations in Plas-
modium falciparum dihydrofolate reductase: polymerase chain reaction
methods for surveillance in Africa. Am. J. Trop. Med. Hyg. 52, 565–8.
Plowe, C.V., Cortese, J.F., Djimde, A., Nwanyanwu, O.C., Watkins, W.M.,
Winstanley, P.A., Estrada-Franco, J.G., Mollinedo, R.E., Avila, J.C.,
Cespedes, J.L., Carter, D., Doumbo, O.K., 1997. Mutations in Plasmo-
dium falciparum dihydrofolate reductase and dihydropteroate synthase
and epidemiologic patterns of pyrimethamine-sulfadoxine use and
resistance. J. Infect. Dis. 176, 1590–6.
Sirawaraporn, W., Sirawaraporn, R., Cowman, A.F., Yuthavong, Y., Santi,
D.V., 1990. Heterologous expression of active thymidylate synthase-
dihydrofolate reductase from Plasmodium falciparum. Biochemistry
29, 10779–85.
Syvanen, A.C., 2001. Accessing genetic variation: genotyping single
nucleotide polymorphisms. Nat. Rev. Genet. 2, 930–42.
Triglia, T., Menting, J.G., Wilson, C., Cowman, A.F., 1997. Mutations in
dihydropteroate synthase are responsible for sulfone and sulfonamide
resistance in Plasmodium falciparum. Proc. Natl. Acad. Sci. USA 94,
13944–9.
Triglia, T., Wang, P., Sims, P.F., Hyde, J.E., Cowman, A.F., 1998. Allelic
exchange at the endogenous genomic locus in Plasmodium falciparum
proves the role of dihydropteroate synthase in sulfadoxine-resistant
malaria. EMBO J. 17, 3807–15.
Tully, G., Sullivan, K.M., Nixon, P., Stones, R.E., Gill, P., 1996. Rapid
detection of mitochondrial sequence polymorphisms using multiplex
solid-phase fluorescent minisequencing. Genomics 34, 107–13.
Wang, P., Brooks, D.R., Sims, P.F., Hyde, J.E., 1995. A mutation-specific
PCR system to detect sequence variation in the dihydropteroate synthe-
tase gene of Plasmodium falciparum. Mol. Biochem. Parasitol. 71, 115–
25.
Wang, P., Lee, C.S., Bayoumi, R., Djimde, A., Doumbo, O., Swedberg, G.,
Dao, L.D., Mshinda, H., Tanner, M., Watkins, W.M., Sims, P.F., Hyde,
J.E., 1997. Resistance to antifolates in Plasmodium falciparum moni-
tored by sequence analysis of dihydropteroate synthetase and dihydro-
folate reductase alleles in a large number of field samples of diverse
origins. Mol. Biochem. Parasitol. 89, 161–77.
White, N.J., 1992. Antimalarial drug resistance: the pace quickens. J. Anti-
microb. Chemother. 30, 571–85.
Zolg, J.W., Chen, G.X., Plitt, J.R., 1990. Detection of pyrimethamine resis-
tance in Plasmodium falciparum by mutation-specific polymerase chain
reaction. Mol. Biochem. Parasitol. 39, 257–65.
S. Nair et al. / International Journal for Parasitology 32 (2002) 852–858858