Background
Every year there are 270 million clinical attacks of malaria and 2 million deaths, caused by the protozoan Plasmodium falciparum. Strains resistant to the 4-aminoquinoline chloroquine (CQ) arrived in Africa in the late 70s [1]. This has led to an increase in malaria-associated deaths of children [2]. CQ and other blood schizontocides target haemoglobin digestion within the digestive vacuole or lysosome in the growing erythrocytic stages of the parasite. As weak bases they accumulate in the proton-rich vacuole [3], bind to haematin, and prevent its detoxication [4] to insoluble dimeric haemozoin [5]. Accumulation of haematin leads to the death of the parasite. The resistance process is not yet understood, but is believed to follow changes in lysosomal integral membrane proteins [6, 7]. The most important changes in CQ-resistance are non-silent mutations in gene pfcrt coding for PfCRT, the so-called CQ-resistance transporter [8], the most important changes in which are K76T and A220S. PfCRT, its orthologues (CG-10) in other Plasmodium spp., and a homologue, SSA662, from slime-mould Dictyostelium discoideum, represent a protein class of unknown function, with no easily interpreted relationship to other proteins [9]. A preliminary analysis of the sequence of PfCRT by the present author [unpublished: Plasmodium falciparum chloroquine-resistance transporter: one of the usual channels? (Poster). COST B9 Meeting on Antiprotozoal Chemotherapy. London, June 23, 2002. Poster Abstract 49.] indicated a similarity to chloride channels (ClC) in pro- and eukaryotes [10]. Experimental data indicating that PfCRT expressed in yeast has some chloride-channel features have recently been reported [11]. This could have a major impact on how we interpret the role of PfCRT in resistance. A ClC function, possibly gated by membrane potential, could, by varying the entrance or exit of charge-balancing chloride anion, control intralysosomal pH, thereby regulating access of basic drug to the lysosome [3], or influencing the interaction of drug with its target haematin [12]. Apart from these rather non-specific pH effects, which are rendered unlikely by different interactions of the physico-chemically very similar diastereomers quinine and quinidine with mutated PfCRT [13], there is persuasive evidence that resistance depends on a drug efflux process [14]. Contradictory evidence [15] may now be explained by postulating drug efflux from an internal compartment such as the lysosome into the cytoplasm, which after a variable delay, depending on experimental conditions, releases drug back into the culture medium.
The present study analyses changes in residue hydrophobicity, side-chain volume and charge in different CQ-resistant PfCRT sequences. In addition, the correlation of reported in vitro drug activity with residue hydrophobicity, side-chain volume and charge in a sensitive clone transfected with alleles of the pfcrt gene from CQ-sensitive and -resistant isolates [16] is examined. The results obtained support the idea that PfCRT could be a channel which, when mutated, allows efflux of chloroquine from the lysosome. The activity of the resistance-reversing CQ-verapamil (VE) combination on clones bearing different pfcrt alleles is correlated with that of the amodiaquine (AQ) metabolite desethylamodiaquine (DAQ) [17] which has significant activity in chloroquine-resistance [18]. Evidence is brought forward that VE and DAQ bind hydrophobically, in CQ-resistant parasites, to mutated PfCRT in the residue 72-76 region. Either of these drugs could replace the lost positive charge of lysine 76, impeding the access of further 4-aminoquinoline cations to PfCRT and partially restoring CQ-sensitivity. This idea would explain both the limited VE effect seen in some CQ-resistant New World isolates of P. falciparum [19] which have less hydrophobic PfCRT 72-76 sequences and their clinical cross-resistance to AQ in the first case-reports [20, 21] of CQ-resistant falciparum malaria from South America. These data allow tentative prediction of the response of novel PfCRT haplotypes to DAQ.
Anzeige
Materials and Methods
Computational and analytical methods
In the analysis of mutation-related changes in PfCRT sequences, Eisenberg's hydropathy value[22] ("EIS"), the side-chain volume (SCV) and the side-chain charge (CH) of each residue were obtained. (Table 1). The side-chain volume was obtained from the HyperChem 7 programme (Hypercube Inc. Gainesville Florida, USA), on any individual amino acid (except proline, owing to its unusual composition) after replacement of the α-carbon, its hydrogen, carboxyl and amino group, by H, so that the side-chain volume of glycine, for example, would be 85.18 Å3(H2), and the side-chain volume of alanine would be 156.6 Å3(CH4). Formal charge at pH 7.0 (a positive or negative integer or zero) associated with gain or loss of a proton by nitrogen or oxygen (if present) in the amino acid side-chain was also used.
Table 1
Abbreviations, Eisenberg hydropathy (EIS) value, side-chain volume (SCV), side-chain pKa and formal charge on the side-chain for amino acids.
Amino-acid | EIS hydropathy (log scale) | side-chain volume Å3 | side-chain pKa | formal side-chain charge (pH 7.0) |
|---|---|---|---|---|
A ala | 0.25 | 156.55 | 0 | |
C cys | 0.04 | 219.43 | 8.33 | 0 |
D asp | -0.72 | 232.12 | 3.86 | -1 |
E glu | -0.62 | 284.70 | 4.25 | -1 |
F phe | 0.61 | 382.16 | 0 | |
G gly | 0.16 | 85.18 | 0 | |
H his | -0.40 | 334.84 | 6.0 | +1 |
I ile | 0.73 | 313.43 | 0 | |
K lys | -1.10 | 366.25 | 10.28 | +1 |
L leu | 0.53 | 315.53 | 0 | |
M met | 0.26 | 327.41 | 0 | |
N asn | -0.64 | 256.12 | 0 | |
P pro | -0.07 | ND | 0 | |
Q gln | -0.69 | 308.35 | 0 | |
R arg | -1.80 | 421.32 | 12.48 | +1 |
S ser | -0.26 | 183.07 | 0 | |
T thr | -0.18 | 238.55 | 0 | |
V val | 0.54 | 267.78 | 0 | |
W trp | 0.37 | 462.28 | 0 | |
Y tyr | 0.02 | 407.07 | 10.07 | 0 |
Of ten variant residues in the PfCRT sequence (see Table 5) four had alternative mutants, and 15 different changes were considered. The mean and standard errors of the values of physicochemical characteristics were determined.
For the correlation of reported in vitro drug activity with hydrophobicity, side-chain volume and charge of PfCRT residues in a CQ-sensitive clone whose pfcrt gene had been replaced by alleles from isolates of different CQ-sensitivities, the data of Sidhu et al. [16] were used (See Table 2 for an example of the calculation of mean values of physicochemical parameters and Table 3 for tabulation of data used).
Table 2
Determination of physicochemical characteristics of mutable residues, and their mean values for protein PfCRT in a transfected clone of P. falciparum.
PFCRT : clone GC03 | |||||
|---|---|---|---|---|---|
EIS | SCV | CH | |||
residue | amino acid | ||||
72 | C | 0.04 | 219.43 | 0 | |
73 | M | 0.26 | 327.41 | 0 | |
75 | N | -0.64 | 256.12 | 0 | |
76 | K | -1.1 | 366.25 | 1 | |
SUM | -1.44 | 1169.21 | 1 | ||
MEAN | -0.275 | 292.303 | 0.25 | ||
72 | C | 0.04 | 219.43 | 0 | |
74 | M | 0.26 | 327.41 | 0 | |
75 | N | -0.64 | 256.12 | 0 | |
76 | K | -1.1 | 366.25 | 1 | |
97 | H | -0.4 | 334.84 | 1 | |
220 | A | 0.25 | 156.55 | 0 | |
271 | Q | -0.69 | 308.35 | 0 | |
326 | N | -0.64 | 256.12 | 0 | |
356 | I | 0.73 | 313.43 | 0 | |
371 | R | -1.8 | 421.32 | 1 | |
SUM | -3.99 | 2959.82 | 3 | ||
MEAN | -0.399 | 295.982 | 0.3 | ||
Table 3
Mean physicochemical parameters and drug IC50 values[16] for clones of P. falciparum showing different haplotypes of PfCRT.
clone | c1GC03 | c2GC03 | c3dd2 | c4dd2 | c5k76I | c67g8 |
|---|---|---|---|---|---|---|
mutable residues 72-76 | CMNK | CMNK | CIET | CIET | CIEI | SMNT |
mutable residues 72-371 | CMNK HAQNIR | CMNK HAQNIR | CIET HSESTI | CIET HSESTI | CIEI HSESII | SMNT HSQDLR |
mean EIS 72-76
| -0.275 | -0.275 | -0.0075 | -0.0075 | 0.22 | -0.205 |
mean EIS 72-371
| -0.399 | -0.399 | -0.102 | -0.102 | 0.08 | -0.416 |
mean SCV 72-76
| 292.3025 | 292.3025 | 264.0275 | 264.0275 | 282.7475 | 251.2875 |
mean SCV 72-371
| 295.982 | 295.982 | 260.1521 | 260.1521 | 275.7521 | 275.2463 |
mean CH 72-76
| 0.25 | 0.25 | -0.25 | -0.25 | -0.25 | 0 |
mean CH 72-371
| 0.3 | 0.3 | -0.1 | -0.1 | -0.1 | 0.1 |
CQ IC50 nM
| 27.4 | 22.9 | 143.8 | 147.4 | 101.7 | 126.9 |
DCQ IC50 nM
| ND | 37.7 | 875.2 | 1182.2 | 635.3 | 649.4 |
AQ IC50 nM
| 20.2 | 18.2 | 31.6 | 25.8 | 28.9 | 35.8 |
DAQ IC50 nM
| ND | 45.2 | 70.2 | 67.9 | 54.8 | 86.2 |
C-V IC50 nM
| 27.9 | 21.8 | 76.2 | 71.3 | 49.4 | 106.2 |
Statistics
The statistical analysis was carried initially in Microsoft Excel and significance levels were determined in a Documenta Geigy Table [29]. The results were confirmed in SPSS 11.01 using Pearson's bivariate correlation method. Each IC50 value reported by Sidhu et al.[16] is the mean of at least 3 test results, and these means were used unmodified, giving only two degrees of freedom (DF) where values for the four CQ-resistant clones and three or four degrees of freedom where values for all the five or six clones were used (DF = n-2). A probability value in the two-tailed test equal to or less than 0.05 indicated a significant correlation.
Anzeige
Hydrophobicities at acid pH, molecular volumes and formal charge for the 5 drugs examined are listed in Table 4.
Table 4
Hydrophobicity values (log D) of drugs at pH 5.2 [30], their volume, surface area and number of positive charges.
drug | logD5.2 | Vol(Å3) (base) | surface area (Å2) (base) | protons (positive charges) |
|---|---|---|---|---|
CQ | -3.44 | 1010 | 606 | 2 |
DCQ | -4.61 | 910 | 555 | 2 |
AQ | -1.06 | 996 | 568 | 2 |
DAQ | -2.54 | 930 | 554 | 2 |
VP | 0.59 | 1340 | 734 | 1 |
Table 5
Changes in physicochemical parameters seen in mutations associated with CQ-resistance in lines of P. falciparum from field and laboratory*.
RESIDUE | mutants | Δ sc charge res-sens | Δ EIS res-sens | Δ SCV Å3 res/sens |
|---|---|---|---|---|
CYS 72 | SER | 0 | -0.30 | 0.834 |
MET 74 | ILE | 0 | 0.47 | 0.957 |
ASN 75 | GLU | -1 | 0.02 | 1.111 |
LYS 76 | THR ILE* ASN* | -1 -1 -1 | 0.92 1.83 0.46 | 0.652 0.855 0.699 |
HIS 97 | GLN | -1 | -0.29 | 0.921 |
ALA 220 | SER | 0 | -0.51 | 1.170 |
GLN 271 | GLU | -1 | 0.07 | 0.923 |
ASN 326 | SER ASP | 0 -1 | 0.38 -0.08 | 0.714 0.907 |
ILE 356 | THR LEU | 0 0 | -0.91 -0.20 | 0.761 1.007 |
ARG 371 | ILE THR | -1 -1 | 2.53 1.62 | 0.744 0.566 |
MEAN (± S.E.) | -0.60 (0.13) | 0.40 (0.25) | 0.86 (0.04) |
Results
Initial analysis of the effects of residue changes on physicochemical characteristics of the protein. (Table 5)
On calculating the mean charge, hydrophobicity, and volume of the side-chain (SCV) for 15 mutations to resistance (including 2 laboratory-selected lines)[13], the following results were obtained.
1.
Charge became more negative by -0.6 (S E: ± 0.13).
2.
Hydrophobicity increased by +0.40 (0.25).
3.
Side-chain volume was reduced by a factor of 0.86 (0.04).
Correlation of physicochemical characteristics with drug activity in transfectants
Since drug response is drastically changed in CQ-resistance (for example, VE acquires the ability to enhance the effects of CQ) it is highly relevant to look at correlations between IC50 values of the four CQ-resistant clones themselves and PfCRT physicochemical properties of their mutable residues, as well as to look at the correlations of these properties with the CQ-sensitive and resistant clones overall.
Chloroquine-resistant transfectants (Table 6: Figures 1,2,3,4,5,6,7)
Table 6
For 4 CQ-resistant transfectants the Pearson negative correlations of IC50 value and physicochemical characteristics (R2 values) are shown, and significant results (P ≤ 0.05) on 2-tailed analyses are asterisked.
drug | ratio R+/R | EIS 72-76 | EIS 72-371 | SCV 72-76 | SCV 72-371 |
|---|---|---|---|---|---|
CQ | 1.5 | 0.29 | 0.11 | 0.37 | 0.77 |
DCQ | 1.9 | 0 | 0.02 | 0.02 | 0.76 |
AQ | 1.4 | 0.41 | 0.56 | 0.35 | 0.23 |
DAQ | 1.6 | 0.98* | 0.98* | 0.96* | 0 |
CQ-VE | 2.2 | 0.97* | 0.99* | 0.94* | 0.01 |
Figure 1
Correlation of DAQ IC50 (nM) and EIS 72-76 in 4 CQ-resistant transfectants.
Figure 2
Correlation of DAQ IC50 (nM) and EIS 72-371 in 4 CQ-resistant transfectants
Figure 3
Correlation of DAQ IC50 (nM) and SCV 72-76 in 4 CQ-resistant transfectants.
Figure 4
Correlation of CQ-VE IC50 (nM) and EIS 72-76 in 4 CQ-resistant transfectants.
Figure 5
Correlation of CQ-VE IC50 (nM) and EIS 72-371 in 4 CQ-resistant transfectants.
Figure 6
Correlation of CQ-VE IC50 (nM) and SCV 72-76 IN 4 CQ-resistant transfectants.
Figure 7
Correlation of CQ-VE (nM) and DAQ IC50 values in 4 CQ-resistant transfectants.
Chloroquine (CQ), desethylchloroquine (DCQ) and amodiaquine (AQ) IC 50 values showed no significant correlation with any physicochemical feature of the mutable residues of PfCRT.
×
![]()
×
![]()
×
![]()
×
![]()
×
![]()
×
![]()
×
![]()
Desethylamodiaquine (DAQ)
IC50 value was negatively correlated with hydrophobicity of mutable residues 72-76 and 72-371. Up to 98% of variation in activity of DAQ was explained by hydrophobicity (Figures 1 and 2).
Increased mean side-chain volume of residues 72-76 was negatively correlated with IC50 and explained up to 96% of variation (Figure 3). No correlation was seen when all the ten mutable residues from 72-371 were taken into account, indicating that there was an opposing side-chain volume correlation associated with residues 97-371.
The verapamil (VE) effect
For CQ-VE (the verapamil effect), residue hydrophobicity was also negatively correlated with IC50, for residues 72-76 and 72-371 (Figures 4 and 5). Up to 99% of variation in activity of CQV was explained by hydrophobicity.
Increased mean side-chain volume of residues 72-76 was negatively correlated with IC50 and explained up to 94% of variation (Figure 6), but, as for DAQ, significant correlation was not seen with side-chain volume of residues 72-371.
Anzeige
No significant influence of side-chain charge could be detected for any of the drugs examined.
There was a significant positive correlation between IC50 of CQ-VE, and IC50 of DAQ, while >99% of variation was explained (Figure 7). In contrast there was no correlation whatsoever between CQ and DAQ IC50 values, or between CQ and AQ.
Chloroquine (CQ)-sensitive and resistant transfectants (see Table 7: Figures 8,9,10,11,12,13)
Table 7
For 5 or 6 transfectants of varying sensitivity, the Pearson negative correlations of IC50 value and physicochemical characteristics (R2 values) are shown, and significant results (P ≤ 0.05) on 2-tailed analyses are asterisked.
drug | ratio R/S | EIS 72-76 | EIS 72-371 | SCV 72-76 | SCV 72-371 | CH 72-76 | CH 72-371 |
|---|---|---|---|---|---|---|---|
CQ | 6.4 | 0.35 | 0.30 | 0.77* | 0.95* | 0.80* | 0.80* |
DCQ | 31.4 | 0.28 | 0.26 | 0.45 | 0.93* | 0.75* | 0.75* |
AQ | 2.0 | 0.17 | 0.08 | 0.76* | 0.47 | 0.41 | 0.41 |
DAQ | 1.9 | 0.01 | 0.01 | 0.98* | 0.34 | 0.10 | 0.10 |
CQ-VE | 4.9 | 0.04 | 0.01 | 0.98* | 0.53 | 0.32 | 0.32 |
Figure 8
Correlation of CQ IC50 (nM) and SCV 72-76 values in 6 transfectants.
Figure 9
Correlation of DAQ IC50 (nM) and SCV 72-76 values in 5 transfectants.
Figure 10
Correlation of CQ IC50 (nM) and SCV 72-371 values in 6 transfectants.
Figure 11
Correlation of CQ IC50 (nM) and CH 72-371 values in 6 transfectants.
Figure 12
Correlation of CQ-VE IC50 (nM) and DAQ IC50 values in 5 transfectants.
Figure 13
Correlation of DAQ IC50 (nM) and AQ IC50 values in 5 transfectants.
Taking CQ-sensitive and -resistant lines into account, neither hydrophobicity of residues 72-76 nor 72-371 showed significant correlation with the IC50 of any drug studied.
Mean side-chain volume of residues 72-76 was negatively correlated with IC50 of CQ (Figure 8), AQ, DAQ (Figure 9) and CQ-VE, with 77, 76, 98 and 98% of variation explained. For CQ and DCQ this was seen for side-chain volume of 72-371 (95 and 93% of variation explained) (Figure 10) but not for AQ, DAQ, or CQ-VE.
Anzeige
Mean side-chain charge negatively correlated with IC50 of CQ, for residues 72-76 and 72-371 (Figure 11), and also for DCQ, explaining 80 and 75% of variation. No significant correlation was seen for AQ, DAQ or CQV.
There was a significant positive correlation between IC50 of CQ-VE, and IC50 of DAQ, while 99% of variation was explained (Figure 12).
A similar picture was seen for the correlation of CQ-VE against AQ IC50, where 86% of variation was explained (Figure 13).
In contrast no significant correlation was detected between CQ and DAQ, or between CQ and AQ.
Anzeige
×
![]()
×
![]()
×
![]()
×
![]()
×
![]()
×
![]()
Discussion and Conclusions
Effects of residue changes on physicochemical characteristics of the protein
Using mean values of the parameters concerned will obviously obscure important relationships. However, this mean approach is only applied to the 10 residues which change in resistance. So, in the opinion of the author, a tentative interpretation of the findings is possible in the light of the 3 hypotheses outlined below, on the role of changes in the sequence of integral protein PfCRT in the digestive vacuole (lysosome) membrane upon sensitivity to chloroquine. These hypotheses assume that the probable target of the 4-aminoquinoline blood-schizontocidal drugs like CQ and DAQ is haematin released by digestion of haemoglobin inside the vacuole [4], and that a minimal intravacuolar drug concentration is needed for effective (reversible) interaction with the target [24]. They also assume that PfCRT has anion-, possibly chloride- channel-like, function [11, 25].
Three Alternative Hypotheses:
1.
Chloride channel function is diminished. This could follow from the more negative mean charge. A shortage of charge-balancing anion within the vacuole could result in a rise in vacuolar pH. The rise in vacuolar pH could reduce drug uptake [3]. The possible role of increase in hydrophobicity and reduction of the side-chain volume is obscure.
2.
Chloride channel function is enhanced. There is no easy interpretation of how the changes seen could enhance the chloride channel function, although equally there is no reason why such an outcome would be impossible. The expected result, a lowered vacuolar pH, could reduce drug interaction with haematin [12].
3.
Drug exits through modified chloride channel. More negative mean charge on a channel lining, an increase in its hydrophobicity, and the reduction of bulk of the side-chains would all enhance the ability of a hydrophilic, positively charged bulky drug like CQ (Table 4) to escape through the putative channel lumen [7, 25].
If the observation of markedly different effects of amino acid changes in PfCRT on the activity of antiplasmodial diastereomers quinine and quinidine [13, 16] is also taken into account, hypotheses 1 and 2, being based simply on postulated intravacuolar pH changes, are rendered unlikely, but hypothesis 3, depending on structural features, is supported.
Conclusion
An admittedly crude analysis supports the hypothesis that modifed PfCRT acts as a channel for exit of CQ cation.
Correlation of physicochemical characteristics with drug activity in transfectants
In view of the support of the first stage of the investigation for the modified channel hypothesis, further observations are interpreted largely in the light of the possibility that CQ escapes from the lysosome through the modified PfCRT channel in CQ-resistant lines, but is unable to do so in the CQ-sensitive lines. If an exit channel is involved, it is a reasonable assumption that most or all of the residue changes in resistance are likely to involve side-chains lining or closely associated with the channel lumen. Even side-chains not protruding into the channel lumen can affect overall delocalized charge, and side-chain bulk and hydrophobicity will affect residue packing and alter channel spatial characteristics. So comparing mean physicochemical parameters of these mutable residues in CQ-resistant and -sensitive PfCRT sequences should inform us about features of the channel associated with resistance.
CQ-resistant transfected lines
Response to CQ and DCQ
In CQ-resistant transfected lines, CQ and DCQ are expected to bind minimally to the lining side-chains of a PfCRT channel in the most resistant parasites. The high correlation of residue mean side-chain volume with drug sensitivity supports the possible action of enlarged side-chains in impeding the efflux of the drug, maintaining its concentration in the vacuole and enhancing its interaction with haematin.
No significant influence of charge or hydrophobicity was detectable, and this may be expected in the absence of what appears to be the crucial positive charge on the side-chain of residue 76, and the expected lack of adhesion of CQ, highly hydrophilic at acid pH, to the hydrophobic lining of the channel.
Response to AQ
The results seen with AQ are surprising, since in view of the drug's very high hydrophobicity in acidic conditions, one might expect to see a marked correlation with activity. However, the range of activity over the 4 CQ-resistant clones is only a factor of 1.4, and any influence of residue side-chain hydrophobicity on activity is not detectable in this analysis which is of very limited power (only 2 degrees of freedom). It is also not impossible that the AQ parent drug may have an additional mode of action to haematin binding. It is noteworthy that AQ sensitivity in vitro has shown a poor relationship with efficacy of treatment, but this probably mainly reflects the greater importance of the metabolite DAQ in vivo.
Response to DAQ
A very important role of hydrophobicity of the mutable residues was detected, equivalent for residues 72-76, and overall for 72-371, where 98% of variation was explained, in marked contrast with CQ. This is expected in view of the 10-fold higher hydrophobicity of DAQ in acidic conditions compared with CQ (Table 4) and may explain the retention of activity of DAQ in CQ-resistant lines. The important role of hydrophobicity in blood-schizontocidal drugs active in chloroquine-resistance was first reported by Bray et al. [26].
Supporting the importance of residues 72-76, the mean side-chain volume of these residues negatively correlates with IC50 and explains 96% of variation. There is no correlation between activity and mean side-chain volume for the whole sequence.
Again, no effect of side-chain charge was detectable.
These results suggest that not only is residue hydrophobicity for 72-76 important for activity of DAQ but there may be a "bottleneck" in the region of these residues. Caution is necessary, since side-chain size and hydrophobicity are mutually correlated for hydrophobic residues. In these lines, with no positive charge at PfCRT residue 76, the size and hydrophobicity in some residues in the 72-76 region may relate to the same residues, since important differences in hydrophobicity tend also to be changes in bulk.
Antiparasitic effect of CQ in combination with a resistance-reversing concentration of VE
The antiparasitic activity of CQ in the presence of VE showed a marked correlation with the hydrophobicity of the mutable residues, where up to 99% of variation was accounted for.
Increase in the side-chain volume of residues 72-76 was also strongly correlated with CQ activity in the presence of VE (94% of variation accounted for), but significant correlation was not seen with the whole sequence.
Again, no effect of charge was detected.
These results indicate that the addition of VE causes CQ to behave like DAQ. It appears probable that the positively charged, highly hydrophobic, and bulky VE (Table 4) is able to bind hydrophobically to residues 72-76 in the modified PfCRT. It hinders the efflux of CQ by mutual repulsion of positive charges and by partially blocking the channel (cautions about side-chain size and hydrophobicity need to be repeated here).
A significant positive correlation was detectable between the activities of CQ-VE and of DAQ on these CQ-resistant lines, explaining >99% of variation (Fig. 7).
CQ-sensitive and – resistant transfected lines
In this analysis no relationship between mean residue hydrophobicity and drug activity was seen, suggesting hydrophobic interactions between DAQ or VE and the channel are important only when residue 76 has lost its positive charge and allows these drugs access to the relevant residues.
However, mean side-chain volume of residues 72-76 was correlated with increased activity of CQ, AQ, DAQ and CQ-VE. (77, 76, 98 and 98% of variation explained). This emphasises the importance, especially for activity of AQ, DAQ and CQ-VE, of a possible "bottleneck" associated with these residues, since activity of CQ and DCQ but not of AQ, DAQ or CQV also correlated with mean side-chain volume of 72-371. This latter observation emphasises the influence of bulky residues in the putative channel in enhancing CQ activity probably due to the bulk of the drug and the relative narrowness of the channel.
Mean side-chain charge correlated with increased sensitivity to CQ and DCQ, explaining 80 and 75% of variation, for residues 72-76 and 72-371. This was not seen for AQ, DAQ or CQ/VP. This emphasises the importance of mutual positive charge-repulsion preventing CQ and DCQ from entering the channel.
The contrast between the importance of hydrophobicity in the CQ-resistant lines, and the inability to demonstrate an effect of this in the sensitive and resistant lines together, in spite of the higher power of the analysis, can be interpreted on the channel efflux model as resulting from the positive charge on the side-chain of residue 76 in the 2 sensitive clones preventing the various drugs reaching the hydrophobic region of the sequence including residues 72-76. The fact that 4 out of 5 residues here are subject to mutation suggests that, in sensitive clones, it forms a barrier to exit of 4-aminoquinoline cations.
The correlation observed, even including the sensitive clones in the analysis, between sensitivity to CQ in the presence of VE (the verapamil effect), and sensitivity to DAQ suggests that clinical activity of AQ is likely to be correlated with the magnitude of the in vitro VE-effect (all other things, especially the PGH-1 status [6, 27], being equal). The VE effect is much smaller in isolates where the 72-76 sequence is the "New World" S-MNT haplotype [19] (residue 73 is always valine). It is of interest to look at some other S. American haplotypes such as Jav and IAJ Colombia (C-MET) and Ecuador Ecu 1110 (C-MNT) [8]. These can both be predicted to be more sensitive to DAQ, and to have a higher VP-effect than the usual South American (S-MNT), even taking into account the large effect of PGH-1 amino acid changes at residues 1034, 1042 and 1246 [27]. The South American PfCRT S-MNT haplotype has recently been reported from Papua New Guinea together with the PGH-1 N86Y haplotype [19], and the Ecuador PfCRT 72-76 haplotype C-MNT, and 2 others, C-IDT and C-TNT have been found in Cambodia [28]. Predictions are possible for the effect of these on DAQ sensitivity, with and without the presence of PGH-1 N86Y, assuming that these two genes, pfcrt and pfmdr1, are the main ones concerned in resistance (Table 8). If AQ were to be widely used in Cambodia, the C-MNT and C-TNT haplotypes are likely to become more prevalent. Similarly in Papua New Guinea the S-MNT PfCRT haplotype is expected to give some resistance to treatment with AQ, and should become more prevalent if the drug becomes widely used.
Table 8
Prediction of DAQ IC50 nM value for CQ-resistant lines on the basis of mean EIS for the 72-76 haplotype and the linear equation in Fig. 1. (IC50 nM = -73.459(mean EIS) + 69.775).
EIS | C5K76I Laboratory | C34Dd2 SE Asia | C67G8Brazil | Jav/IAJColombia | Ecu1110 Ecuador | Cambodia | Cambodia | Cambodia |
|---|---|---|---|---|---|---|---|---|
HAPLO.
| CIEI | CIET | SMNT | CMET | CMNT | CMNT | CIDT | CTNT |
72
| 0.04 | 0.04 | -0.26 | 0.04 | 0.04 | 0.04 | 0.04 | 0.04 |
74
| 0.73 | 0.73 | 0.26 | 0.26 | 0.26 | 0.26 | 0.73 | -0.18 |
75
| -0.62 | -0.62 | -0.64 | -0.62 | -0.64 | -0.64 | -0.72 | -0.64 |
76
| 0.73 | -0.18 | -0.18 | -0.18 | -0.18 | -0.18 | -0.18 | -0.18 |
SUM
| 0.88 | -0.03 | -0.82 | -0.5 | -0.52 | -0.52 | -0.13 | -0.96 |
MEAN
| 0.22 | -0.0075 | -0.205 | -0.125 | -0.13 | -0.13 | -0.0325 | -0.24 |
predict IC50 DAQ (nM)
| 53.6 | 70.3 | 84.8 | 79.0 | 79.3 | 79.3 | 72.2 | 87.4 |
ACTUAL
| 54.8 | 69.05 | 86.2 | |||||
PGH-1 factor
| Y86---N86 | Y86---N86 | S. America | S. America | S. America | Y86---N86 | Y86---N86 | Y86---N86 |
1.4------1.0 | 1.4------1.0 | ----------2.7 | ----------2.7 | ----------2.7 | 1.4------1.0 | 1.4------1.0 | 1.4------1.0 | |
predict field sensitivity (IC50) nM
| ||||||||
IC50 DAQ (nM)
| 76-------54 | 98-------70 | ---------230 | ---------213 | ---------213 | 111------79 | 101-----72 | 122-----87 |
Acknowledgements
The author thanks The Health Protection Agency for financial support at The PHLS Malaria Reference Laboratory, LSHTM, and his colleagues for invaluable comments and suggestions. He thanks the editor and referees for help in interpretation and presentation of the study.