Abstract
New carbamates that are highly selective for inhibition of Anopheles gambiae acetylcholinesterase (AChE) over the human enzyme might be useful in continuing efforts to limit malaria transmission. In this report we assessed 34 synthesized and commercial carbamates for their selectivity to inhibit the AChEs found in carbamate-susceptible (G3) and carbamate-resistant (Akron) An. gambiaerelative to human AChE. Excellent correspondence is seen between inhibition potencies measured with carbamate-susceptible mosquito homogenate and purified recombinant wild-type (WT) An. gambiae AChE (AgAChE). Similarly, excellent correspondence is seen between inhibition potencies measured with carbamate-resistant mosquito homogenate and purified recombinant G119S AgAChE, consistent with our earlier finding that the Akron strain carries the G119S mutation. Although high (100- to 500-fold) WT An. gambiae vs human selectivity is observed for several compounds, none of the carbamates tested potently inhibits the G119S mutant enzyme. Finally, we describe a predictive model for WT An. gambiae tarsal contact toxicity of the carbamates that relies on inhibition potency, molecular volume, and polar surface area.
Keywords: acetylcholinesterase, Anopheles gambiae, carbamate, malaria, resistance, toxicity
1. Introduction
According to the World Malaria Report 2011, malaria killed nearly 700,000 people in 2010, most of whom were children under 5 years old [1]. Over the past decade, control of the mosquito vector Anopheles gambiae using insecticide-treated nets (ITNs) has been particularly successful in reducing malaria transmission and mortality [1, 2]. Current ITNs are impregnated with pyrethroid modulators of the voltage-gated sodium ion channel, and these nets have been widely distributed in malaria-endemic regions. However, emerging pyrethroid-resistant strains of An. gambiae jeopardize the future usefulness of these nets [3, 4]. As pointed out by Nauen in 2006, only one other biological target has been successfully exploited to control adult mosquitoes: acetylcholinesterase (AChE, EC 3.1.1.7) [5]. At present the World Health Organization Pesticide Evaluation Scheme (WHOPES, http://www.who.int/whopes/en/) has not approved any AChE inhibitors for use on ITNs, though five AChE inhibitors have been approved for indoor residual spraying (IRS).
To be useful for deployment on ITNs, we judged that insecticidal AChE inhibitors would need to show high selectivity for An. gambiae AChE (AgAChE) over human AChE (hAChE). Since the catalytic subunit of AgAChE is only 49% identical to that of hAChE [6], the goal of achieving significant inhibition selectivity appears feasible. We recently studied a series of experimental and commercial aryl methylcarbamates (Figure 1) and found that novel compounds bearing a β-branched alkoxy or thioalkyl substituent at the 2-position (e.g. 1d) exhibit up to 500-fold selectivity for recombinant wild-type AgAChE (rAgAChE-WT) over recombinant hAChE (rhAChE) [7, 8]. In this paper we examine the same series of carbamates, using G3 Strain An. gambiae homogenate (Ag G3 hmg) as the source of WT enzyme, to ascertain the degree of correspondence of the native enzyme to our recombinant construct (rAgAChE-WT). As before, apparent second order inactivation rate constants ki (mM−1 min−1) were measured. Because a single mutation in AgAChE (G119S) confers high levels of resistance to carbamate insecticides [9, 10], we also determined ki values for these compounds against recombinant G119S enzyme (rAgAChE-G119S) and the enzyme present in Akron strain An. gambiae homogenate (Ag Akron hmg). Finally, the relationship of G3 strain An. gambiae tarsal contact toxicity (LC50) of 23 aryl methylcarbamates to their ki values and physicochemical properties was explored.
Figure 1.
Structures of synthesized (1a–f, 2a–d,g, 3d, 4h, 5, 6b,h–v) and commercial (7–10) carbamates assayed.
2. Materials and Methods
2.1. Reagents and recombinant enzymes
Carbamates 1a-f, 2a-d,g, 3d, 4h, 5, 6h-w were prepared as described previously [7]; carbamates 7–10 and rhAChE (Sigma C1682) were purchased from commercial suppliers. Recombinant constructs of WT and G119S AgAChE (rAgAChE-WT and rAgACh-G119S, respectively) were expressed in yeast as described earlier[11]; the two recombinant enzymes differ only at residue 119.
2.2. Mosquito rearing, preparation of homogenates, and toxicity testing
G3 Strain (susceptible) and Akron strain (carbamate-resistant) An. gambiae were obtained from MR4 (www.mr4.org). To prevent cross-contamination, these strains were reared in separate environmental chambers (G3 28 ± 1 °C, 55–65% relative humidity (RH); Akron 28 ± 1 °C, 70% RH; both 14 h light, 10 h dark) using standard techniques. Pupae were removed daily to hatch in separate cages at 27 ± 1 °C and 80% RH, and adult mosquitoes were given free access to 10% (w/v) sugar water. Mosquito homogenates for enzyme assay were prepared from non-blood-fed mosquitoes, as described previously [11]. Tarsal contact LC50 values to G3 strain An. gambiae were determined using the standard WHO filter paper protocol, as described previously [7, 11, 12]
2.3. Enzyme kinetic methods and software used
Enzyme activity was measured using the Ellman assay [13] in a microtiter plate format, using acetylthiocholine (ATCh) as substrate. Apparent second-order inactivation rate constants ki were determined by measuring enzyme velocities as a function of incubation time at fixed carbamate concentrations. These velocities (v/v0) were used to calculate pseudo first-order rate constants kobs (min−1) for inactivation by plotting ln(v/v0) vs incubation time t. For each inhibitor kobs values were determined at three or more inhibitor concentrations ([I]). Plots of kobs vs [I] were then constructed and the slope of the linear fit provided the apparent second-order rate constants ki (mM−1 min−1) for inactivation [7, 11, 14]. All kinetic data were evaluated using Prism 5.0 (GraphPad Software Inc., La Jolla, CA, USA). Correlations of the tarsal contact toxicity of the carbamates to G3 strain An. gambiae (Log LC50) to the corresponding ki values and select physicochemical properties were evaluated using ICM software [15].
3. Results and Discussion
3.1. Carbamate inhibition of WT AgAChE (recombinant and G3 homogenate)
Since G3 strain An. gambiae are carbamate-susceptible, the primary ATCh-hydrolyzing enzyme in the mosquito should be WT AgAChE. Our recombinant WT AgAChE construct (rAgAChE-WT) comprises the catalytic subunit (540 amino acids) and only the first 12 aa of the native 36 aa hydrophobic C-terminal domain; it does not include the 123 aa N-terminal region found in the native enzyme (Supplementary Data). Yet as shown in Table 1, for all 34 carbamates there is excellent correspondence between ki values determined using rAgAChE-WT, and the homogenate of G3 strain An. gambiae (Ag G3 hmg). This close correspondence is highlighted graphically in Figure 2A, that plots log ki(Ag G3 hmg) vs log ki(rAgAChE-WT). As can be seen, the R2 value for the correlation is 0.996, the slope is near unity (1.02) and the intercept is near zero (−0.02). Thus the large N-terminal domain in native AgAChE does not appear to affect the susceptibility of AgAChE to inhibition by carbamates. Consequently the high (100- to 500-fold) An. gambiae vs human inhibition selectivities reported previously for 1c, 1d, 2dand 3d based on rAgAChE-WT ki values [7] are replicated when Ag G3 hmg ki values are used to calculate the ratios (Table 1). The high selectivity of compound 1d for inhibition of AgAChE over hAChE is also illustrated in Figure 3. The respective ki values (mM−1 min−1) derive from the slopes of plot of pseudo-first-order inactivation rate constants kobs (min−1) vs [1d]. As can be seen, the lines for rAgAChE-WT and Ag G3 hmg overlap and have a much higher slope than that of rhAChE. As discussed previously, 1c-d, 2dand 3d share a common structural motif that confers high inhibition selectivity: a spacer atom at C2- of the benzene ring (O, S, CH2), attached to a β-branched alkyl group. Although the key residue substitutions in AgAChE relative to hAChE responsible for this selectivity have not yet been identified, we did develop a 3D QSAR model that offers reasonable predictive power for log (AgAChE/hAChE) selectivity [7].
Table 1.
Carbamate inactivation rate constants ki for rAgAChE (WT & G119S), An. gambiae homogenates (G3 & Akron), and rhAChE.a
| Carbamate | rAgAChE-WT ki (mM−1 min−1) |
Ag G3 hmg ki (mM−1 min−1)b |
rAgAChE-G119S ki (mM−1 min−1) |
Ag Akron hmg ki (mM−1 min−1)d |
rhAChE ki (mM−1 min−1) |
WT selectivitye |
|---|---|---|---|---|---|---|
| 1a | 62.2 ± 2.0 | 76.6 ± 1.7 | nd | nd | 0.74 ± 0.05 | 84 ± 6 |
| 1b | 52.8 ± 2.7 | 58.7 ± 1.3 | <0.054 ± 0.015 | <0.054 ± 0.033 | 0.65 ± 0.20 | 81 ± 5 |
| 1c | 125 ± 2.7 | 136 ± 5 | nd | nd | 0.58 ± 0.05 | 220 ± 20 (230 ± 20) |
| 1d | 255 ± 12 | 311 ± 15 | <0.060 ± 0.015 | <0.039 ± 0.011 | 0.48 ± 0.12 | 530 ± 130 (640 ± 160) |
| 1e | 9.83 ± 0.33 | 11.2 ± 0.3 | nd | nd | 0.28 ± 0.02 | 35 ± 3 |
| 1f | 0.48 ± 0.02 | 0.51 ± 0.03 | nd | nd | 0.21 ± 0.04 | 2.3 ± 0.4 |
| 2a | 414 ± 18 | 515 ± 8 | nd | nd | 7.46 ± 0.27 | 55 ± 3 |
| 2b | 526 ± 11 | 620 ± 12 | <0.031 ± 0.016 | <0.031 ± 0.007 | 6.53 ± 0.24 | 81 ± 3 |
| 2c | 806 ± 15 | 1,040 ± 40 | nd | nd | 16.8 ± 0.4 | 48 ± 1 |
| 2d | 1,850 ± 100 | 1,740 ± 35 | <0.046 ± 0.019 | <0.086 ± 0.015 | 14.5 ± 1.5 | 130 ± 15 (120 ± 13) |
| 2g | 68.9 ± 1.6 | 66.7 ± 1.1 | nd | nd | 5.05 ± 0.26 | 14 ± 1 |
| 3d | 75.3 ± 2.7 | 75.3 ± 3.6 | nd | nd | 0.75 ± 0.03 | 100 ± 5 (100 ± 6) |
| 4h | 1.31 ± 0.07 | 0.99 ± 0.02 | <0.018 ± 0.007 | nd | 0.24 ± 0.06 | 5.4 ± 1.5 |
| 5 | 2.75 ± 0.26 | 1.74 ± 0.07 | <0.029 ± 0.008 | nd | 0.20 ± 0.06 | 14 ± 4 |
| 6b | 155 ± 6 | 187 ± 3 | <0.19 ± 0.04 | <0.20 ± 0.02 | 5.47 ± 0.30 | 28 ± 2 |
| 6h | 17.2 ± 0.3 | 15.4 ± 0.5 | <0.139 ± 0.006 | <0.165 ± 0.012 | 0.52 ± 0.08 | 33 ± 5 |
| 6i | 881 ± 17 | 1020 ± 30 | 1.37 ± 0.03 | 2.02 ± 0.06 | 63.7 ± 1.9 | 14 ± 1 |
| 6j | 741 ± 5 | 701 ± 16 | 1.68 ± 0.05 | 2.22 ± 0.09 | 32.1 ± 0.6 | 23 ± 1 |
| 6k | 3,270 ± 70 | 2,900 ± 60 | 1.87 ± 0.07 | 2.58 ± 0.15 | 383 ± 19 | 8.5 ± 0.5 |
| 6l | 10,000 ± 500 | 13,600 ± 600 | 15.7 ± 0.4 | 18.4 ± 1.3 | 1,910 ± 110 | 5.3 ± 0.4 |
| 6m | 1,510 ± 110 | 1,710 ± 20c | 0.4 ± 0.03c | 0.65 ± 0.06c | 126 ± 3 | 12 ± 1 |
| 6n | 1,580 ± 40 | 1,870 ± 30 | nd | nd | 139 ± 6 | 11 ± 1 |
| 6o | 7,600 ± 300 | 8,520 ± 230 | nd | nd | 784 ± 28 | 9.7 ± 0.5 |
| 6p | 3,270 ± 70 | 3,620 ± 60 | nd | nd | 375 ± 6 | 8.7 ± 0.2 |
| 6q | 6,690 ± 240 | 6,930 ± 80 | nd | nd | 1,360 ± 40 | 4.9 ± 0.2 |
| 6r | 5,280 ± 170 | 6,090 ± 170 | nd | nd | 553 ± 13 | 9.5 ± 0.4 |
| 6s | 648 ± 29 | 924 ± 30 | nd | nd | 67.8 ± 2.6 | 9.6 ± 0.6 |
| 6t | 1,510 ± 70 | 1,610 ± 30 | nd | nd | 110 ± 6 | 14 ± 1 |
| 6u | 28.8 ± 0.4 | 43.9 ± 1.0 | 0.529 ± 0.025 | 0.754 ± 0.027 | 4.96 ± 0.58 | 5.8 ± 0.7 |
| 6v | 272 ± 10 | 318 ± 10 | <0.122 ± 0.005 | <0.163 ± 0.004 | 5.15 ± 0.20 | 53 ± 3 |
| 7 (propoxur) | 266 ± 9 | 323 ± 8c | <0.037 ± 0.007c | <0.040 ± 0.005c | 17.0 ± 0.4 | 16 ± 1 |
| 8 (bendiocarb) | 839 ± 22 | 865 ± 41c | <0.055 ± 0.007c | <0.053 ± 0.008c | 111 ± 5 | 7.6 ± 0.4 |
| 9 (carbofuran) | 2,620 ± 150 | 2,760 ± 110c | <0.044 ± 0.020c | <0.069 ± 0.010c | 428 ± 12 | 6.1 ± 0.4 |
| 10 (carbaryl) | 386 ± 10 | 343 ± 8c | <0.037 ± 0.014c | <0.049 ± 0.015c | 15.4 ± 0.4 | 25 ± 1 |
Measured at 23 ± 1 °C, pH 7.7, 0.1% (v/v) DMSO. Values at rAgAChE-WT and rhAChE were reported previously [7].
G3 strain An. gambiae homogenate; these mosquitoes carry WT AgAChE and possess a carbamate-susceptible phenotype.
This ki value reported previously [11].
Akron strain An. gambiae homogenate; these mosquitoes carry G119S mutant AgAChE and possess a carbamate-resistant phenotype.
Calculated as ki(rAgAChE-WT) divided by ki(rhAChE); values in parenthesis are calculated using the corresponding ki(An. gambiae G3 homogenate) values. Error in the selectivity is determined by standard propagation of error [20].
Figure 2.
Comparison of Log ki values of carbamates using mosquito homogenates and corresponding purified recombinant enzymes. A)log ki(Ag G3 hmg) vs log ki(rAgAChE-WT) B) log ki(Ag Akron hmg) vs log ki(rAgAChE-G119S). Data taken from Table 1.
Figure 3.
Plot of kobs vs [carbamate] plot for compound 1d at AgAChE (WT and G119S; recombinant and homogenate) and rhAChE. For clarity the data for 1d at rhAChE and AgAChE-G119S (recombinant and Akron homogenate) are also plotted on expanded axes (inset).
3.2 Carbamate Inhibition of G119S mutant of AgAChE (recombinant and Akron homogenate)
Since the ideal insecticidal carbamate mosquitocide would also have good activity against An. gambiae bearing the G119S resistance mutation, we measured inactivation rate constants of both recombinant G119S AgAChE (rAgAChE-G119S) and the enzyme present in the homogenate of carbamate-resistant Akron strain An. gambiae (Ag Akron hmg). We have previously used PCR-RFLP analysis to verify the presence of the G119S mutation within the AChE of Akron strain An. gambiae [11]. Although the two recombinant enzymes differ only at residue 119, ki values measured with rAgAChE-G119S are much (100- to 1000-fold) lower than those measured with rAgAChE-WT (Table 1). Only carbamate 6lwhich very rapidly inactivates the WT construct (rAgAChE-WT, ki = 10,000 ± 500 mM−1 min−1) inactivates the G119S mutant at a rate greater than 5 mM−1 min−1. Glycine119 is a key residue in the oxyanion hole, and replacement of its small side chain (H) with the hydroxymethyl side chain of serine appears to effectively hinder carbamoylation of the active site serine (S199 in AgAChE) [6, 10, 11]. It should be noted that ki values measured with rAgAChE-G119S were very similar to those measured with Akron homogenate. A plot of log ki(Ag Akron hmg) vs. log ki(rAgAChE-G119S) gave an R2 value of 0.984 (17 points, Figure 2B). Since the native enzyme present in Akron homogenate contains the 123 aa N-terminal domain, and our construct rAgAChE-G119S does not, these results again demonstrate again that large N-terminal domain in native AgAChE does not affect carbamate inhibition. At present the native function of this domain is not known, and we speculate that it may be involved in regulation of enzyme expression and/or localization. Sequence alignment reveals that three other vector mosquito AChEs (Aedes albopictus, Aedes aegypti, Culex quinquefasciatus) feature highly homologous, but slightly shorter N-terminal domains (93 vs 123 aa, Supplementary Data). Finally, the very small rAgAChE-G119S and Akron hmg ki values seen for the aryl methylcarbamates in Table 1 suggest that this class of inhibitor is not well-suited to target carbamate-resistant An. gambiae. This point is illustrated for selective carbamate 1d in Figure 3; inactivation of rAgAChE-G119S and Ag Akron hmg is barely perceptible, and is even slower than that of hAChE (see inset). Our recent report on pyrazol-4-yl methylcarbamates [11] indicates that small-core carbamates represent a viable strategy to rapidly inactivate rAgAChE-G119S and thus target AChE-resistant strain An. gambiae (e.g. Akron).
3.3. Correlation of carbamate An. gambiae (G3 strain) tarsal contact toxicity to WT inhibition potency and physicochemical parameters
We previously reported the tarsal contact toxicities of G3 strain An. gambiae for the carbamates listed in Figure 1, and noted that there is no simple correlation to rAgAChE-WT ki values [7]. For example, in the 2-alkoxyphenyl series (1b–d, 7, 9), 9 (carbofuran) is the most rapid inactivator and has the lowest LC50 value in the tarsal contact assays (16 ug/mL, cf. Tables 1 and 2). However, 7 (propoxur) is approximately 40-fold more toxic than 1ddespite their similar AgAChE ki values (266 ± 9 and 255 ± 12 mM−1 min−1respectively at rAgAChE-WT). Similarly, in the 3-alkylphenyl series (6b,h-v), 6l is the most rapid AgAChE inactivator (ki = 10,000 ± 500 mM−1 min−1 at rAgAChE-WT), and in the tarsal contact assay it is among the most toxic carbamates. However 6iwhich is 11-fold slower than 6l for inactivation of AgAChE, has very similar toxicity to 6l. Overall, a plot of Log (LC50) vs Log ki (rAgAChE-WT, 23 points) gives a very poor correlation (R2 = 0.16, Supplementary Data).
Table 2.
G3 strain Anopheles gambiae tarsal contact toxicity and physicochemical parameters of select aryl methylcarbamates.
| Carbamate |
An. gambiae G3 LC50 µg/mL (95% CI)a |
MW | molLogPe | molLogSe | molPSAe (Å2) |
molVole (Å3) |
|---|---|---|---|---|---|---|
| 1b | 290 (271–309) | 223.1 | 2.47 | −2.62 | 40.7 | 230 |
| 1c | 445 (396–503) | 237.1 | 3.05 | −3.00 | 40.7 | 248 |
| 1d | 1,500b | 251.2 | 3.62 | −3.15 | 40.7 | 266 |
| 2a | 317 (256–389) | 237.1 | 2.86 | −3.36 | 33.1 | 245 |
| 2b | 212 (145–279) | 239.1 | 2.92 | −3.53 | 33.1 | 238 |
| 2c | 800c | 253.1 | 3.50 | −3.96 | 33.1 | 255 |
| 2d | 1,500b | 267.1 | 4.08 | −4.15 | 33.1 | 274 |
| 4h | 712 (539–887) | 165.1 | 1.50 | −2.30 | 33.1 | 167 |
| 6i | 41 (35–46) | 193.1 | 2.60 | −3.22 | 33.1 | 204 |
| 6j | 237 (217–257) | 207.1 | 3.08 | −3.59 | 33.1 | 222 |
| 6l | 31 (29–34) | 207.1 | 2.92 | −3.48 | 33.1 | 219 |
| 6m | 37 (14–60) | 207.1 | 2.83 | −3.69 | 33.1 | 232 |
| 6n | 61 (43–124) | 261.1 | 3.47 | −3.76 | 33.1 | 244 |
| 6o | 68 (64–72) | 221.1 | 3.35 | −4.20 | 33.1 | 250 |
| 6p | 115 (95–147) | 275.1 | 3.99 | −4.16 | 33.1 | 264 |
| 6q | 236 (210–259) | 235.2 | 3.84 | −4.45 | 33.1 | 268 |
| 6r | 200d | 235.2 | 3.87 | −4.40 | 33.1 | 268 |
| 6s | 169 (162–176) | 223.1 | 1.65 | −2.35 | 33.1 | 223 |
| 6v | 342 (267–472) | 221.1 | 3.40 | −4.24 | 33.1 | 237 |
| 7 (propoxur) | 39 (32–45) | 209.1 | 1.93 | −2.04 | 40.0 | 212 |
| 8 (bendiocarb) | 16 (14–17) | 223.1 | 2.66 | −3.28 | 46.7 | 231 |
| 9 (carbofuran) | 16 (11–25) | 221.1 | 2.41 | −3.21 | 39.5 | 241 |
| 10 (carbaryl) | 42 (32–55) | 201.1 | 2.55 | −3.48 | 32.9 | 197 |
Mosquitoes were exposed (1 h) to dried filter papers previously treated with ethanolic solutions of carbamates; mortality was recorded after 24 h. LC50 values derive from the concentrations of inhibitor used to treat the paper and were reported previously [7].
Estimated, based on 27% mortality @ 1,000 ug/mL.
Estimated, based on 70% mortality @ 1,000 ug/mL.
Estimated, based on 72% mortality @ 250 ug/mL.
ICM [15] was used to calculate Log partition coefficient (molLogP), Log solubility (molLogS), topological polar surface area (molPSA), and molecular volume (molVol).
This finding indicates that factors other than enzyme inhibition potency strongly influence in vivo insecticidal efficacy of the carbamates. The role of metabolism in modulating insecticidal potency is well known [16], and must be partly responsible for the observed scatter. Metcalf noted in 1971 that housefly AChE IC50 values of carbamate inhibitors did not correlate well to housefly LD50 values, but exhibited improved correlation to LD50 values measured in the presence of the insecticidal synergist piperonyl butoxide [17]. Other factors influencing insecticidal potency include adsorption, distribution, and excretion, and these are often correlated with basic physicochemical properties. We thus attempted to build a partial least square (PLS) prediction model for the Log (LC50) based on the Log ki (rAgAChE-WT) and a number of macroscopic and microscopic physicochemical descriptors that could be readily calculated or estimated. These included molecular weight, molecular volume, partition coefficient (LogP), solubility (LogS), and topological polar surface area (PSA); estimation of the latter four descriptors was performed in ICM (Table 2) [15]. Leave-one-out cross-validation was used to evaluate the models and avoid overtraining. The best model was obtained using only three terms: Log ki(rAgAChE-WT), the molecular volume (molVol), and polar surface area (molPSA). This model features an overall correlation R2 value of 0.82, and a leave-one-out cross-validated R2 value of 0.78 (Figure 4 and Supplementary Data). Further addition of physicochemical descriptors did not improve the model’s performance. This model has the expected negative weighting for Log (ki), i.e. increasing Log (ki) decreases Log (LC50). PSA also shows a negative weighting; as PSA increases, Log (LC50) decreases. Finally molecular volume shows a positive weighting; the lower the volume, the lower the Log (LC50) value. Thus in addition to having a high ki value, toxicity is improved by lower molecular volume and higher PSA, at least within the limited ranges represented in this series. We speculate that these latter two properties affect exoskeleton and/or CNS barrier penetration by the carbamate, as they are known to play important roles in CNS drug ADME [18, 19].
Figure 4.
Plot of “leave-one-out cross-validated” predicted Log(LC50) vs experimental Log(LC50) for 23 carbamates listed in Table 2.
4. Conclusion
The collection of inhibitors described herein (Figure 1) provides an excellent platform on which to characterize the principal ATCh-hydrolyzing enzymes in carbamate-susceptible (G3) and carbamate-resistant (Akron) strain An. gambiae. Measured ki values for the susceptible G3 strain (Ag G3 hmg) exhibit an excellent correlation to those measured with our recombinant WT construct (rAgAChE-WT, Table 1, Figure 2A), indicating that the large (123 aa) N-terminal domain present in native WT AgAChE does not affect susceptibility to carbamates. Similarly, ki values for the resistant Akron strain (Ag Akron hmg) exhibit a good correlation to those measured with our recombinant G119S construct (rAgAChE-G119S, Table 1, Figure 2B), consistent with the presence of the G119S mutation in Akron strain An. gambiae. Finally, although G3 strain tarsal contact toxicities of the carbamates are not directly correlated to inhibition potency, a predictive model based on kimolecular volume, and polar surface area is presented (Figure 4).
Supplementary Material
Highlights.
34 aryl methylcarbamates are examined for inhibition of AgAChE
Both WT and G119S carbamate-insensitive enzymes are examined.
Recombinant enzyme results are compared to those from mosquito homogenates
We show that the 123 aa N-terminal domain of AgAChE does not affect inhibition
A predictive model for carbamate toxicity to An. gambiae is presented.
Acknowledgements
We gratefully acknowledge funding from the National Institutes of Health (AI082581), the Foundation for the National Institutes of Health (GCGH-1497) through the Grand Challenges in Global Health Initiative, and Virginia Tech (the College of Science, the Department of Chemistry, and Fralin Life Science Institute). The following reagents were obtained through the MR4 as part of the BEI Resources Repository, NIAID, NIH: Anopheles gambiae G3, MRA-112, deposited by M. Q. Benedict; and Anopheles gambiae AKRON, MRA-913, deposited by M. Akogbeto. Finally, we thank Mr. John Machen (Entomology, Virginia Tech) for mosquito rearing.
Abbreviations
- aa
amino acid
- AChE
acetylcholinesterase
- AgAChE
Anopheles gambiae AChE
- ATCh
acetylthiocholine
- hAChE
human AChE
- hmg
homogenate
- IRS
indoor residual spraying
- ITN
insecticide-treated net
- PSA
polar surface area
Footnotes
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Supplementary Data Available: Comparison of sequences of recombinant enzymes to deduced sequences of native enzymes; comparision of N-terminal domains of four mosquito acetylcholinesterases; details on correlation of log LC50 to ki(rAgAChE-WT) and select physicochemical descriptors.
References
- 1.World Malaria Report 2011. The World Health Organization; http://www.who.int/malaria/world_malaria_report_2011/9789241564403_eng.pdf. [Google Scholar]
- 2.Lim SS, Fullman N, Stokes A, Ravishankar N, Masiye F, Murray CJL, Gakidou E. Net Benefits: A Multicountry Analysis of Observational Data Examining Associations between Insecticide-Treated Mosquito Nets and Health Outcomes. Plos Medicine. 2011;8 doi: 10.1371/journal.pmed.1001091. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Müller P, Donnelly MJ, Ranson H. Transcription profiling of a recently colonised pyrethroid resistant Anopheles gambiae strain from Ghana. BioMed Central Genomics. 2007;8:36–47. doi: 10.1186/1471-2164-8-36. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.N'Guessan R, Boko P, Odjo A, Knols B, Akogbeto M, Rowland M. Control of pyrethroid-resistant Anopheles gambiae and Culex quinquefasciatus mosquitoes with chlorfenapyr in Benin. Tropical Medicine & International Health. 2009;14:389–395. doi: 10.1111/j.1365-3156.2009.02245.x. [DOI] [PubMed] [Google Scholar]
- 5.Nauen R. Insecticide resistance in public health pests: A challenge to effective vector control. Public Health - Bayer Environmental Science Journal. 2006;18:8–15. [Google Scholar]
- 6.Carlier PR, Anderson TD, Wong DM, Hsu DC, Hartsel J, Ma M, Wong EA, Choudhury R, Lam PC-H, Totrov MM, Bloomquist JR. Towards a species-selective acetylcholinesterase inhibitor of the mosquito vector of malaria Anopheles gambiae . Chemico-Biological Interactions. 2008;175:368–375. doi: 10.1016/j.cbi.2008.04.037. [DOI] [PubMed] [Google Scholar]
- 7.Hartsel JA, Wong DM, Mutunga JM, Ma M, Anderson TD, Wysinski A, Islam R, Wong EA, Paulson SL, Li J, Lam PC-H, Totrov MM, Bloomquist JR, Carlier PR. Re-engineering aryl methylcarbamates to confer high selectivity for inhibition of Anopheles gambiae versus human acetylcholinesterase. Bioorganic & Medicinal Chemistry Letters. 2012;22:4593–4598. doi: 10.1016/j.bmcl.2012.05.103. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Insecticidal Carbamates exhibiting Species-selective Inhibition of Acetylcholinesterase (AChE) 8,129,428. U.S. Patent. Paul R. Carlier, Jeffrey R. Bloomquist, Sally L. Paulson, Eric A. Wong, issued March 6, 2012.
- 9.Weill M, Lutfalla G, Mogensen K, Chandre F, Berthomieu A, Berticat C, Pasteur N, Philips A, Fort P, Raymond M. Insecticide resistance in mosquito vectors. Nature. 2003;423:136–137. doi: 10.1038/423136b. [DOI] [PubMed] [Google Scholar]
- 10.Weill M, Malcolm C, Chandre F, Mogenson K, Berthomieu A, Marquine M, Raymond M. The unique mutation in ace-1 giving high insecticide resistance is easily detectable in mosquito vectors. Insect Molecular Biology. 2004;13:1–7. doi: 10.1111/j.1365-2583.2004.00452.x. [DOI] [PubMed] [Google Scholar]
- 11.Wong DM, Li J, Chen Q-H, Han Q, Mutunga JM, Wysinski A, Anderson TD, Ding H, Carpenetti TL, Verma A, Islam R, Paulson SL, Lam PC-H, Totrov M, Bloomquist JR, Carlier PR. Select small core structure carbamates exhibit high contact toxicity to "carbamate-resistant" strain malaria mosquitoes Anopheles gambiae (Akron) PLOS One. 2012 doi: 10.1371/journal.pone.0046712. in press. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Guidelines for Testing Mosquito Adulticides for Indoor Residual Spraying and Treatment of Mosquito Nets. WHO/CDS/NTD/WHOPES/GCDPP/2006.3. Geneva: World Health Organization; 2006. [Google Scholar]
- 13.Ellman GL, Courtney KD, Andres VJ, Featherstone RM. A new and rapid colorimetric determination of acetylcholinesterase activity. Biochemical Pharmacology. 1961;7:88–95. doi: 10.1016/0006-2952(61)90145-9. [DOI] [PubMed] [Google Scholar]
- 14.Bar-On P, Millard CB, Harel M, Dvir H, Enz A, Sussman JL, Silman I. Kinetic and structural studies on the interaction of cholinesterases with the anti-Alzheimer drug rivastigmine. Biochemistry. 2002;41:3555–3564. doi: 10.1021/bi020016x. [DOI] [PubMed] [Google Scholar]
- 15.ICM software manual. La Jolla, CA: Molsoft; 2012. [Google Scholar]
- 16.Casida JE. Pest Toxicology: The Primary Mechanisms of Pesticide Action. Chemical Research in Toxicology. 2009;22:609–619. doi: 10.1021/tx8004949. [DOI] [PubMed] [Google Scholar]
- 17.Metcalf RL. Structure-Activity Relationships for Insecticidal Carbamates. Bulletin of the World Health Organization. 1971;44:43–78. [PMC free article] [PubMed] [Google Scholar]
- 18.Goodwin JT, Clark DE. In silico predictions of blood-brain barrier penetration: Considerations to "keep in mind". Journal of Pharmacology and Experimental Therapeutics. 2005;315:477–483. doi: 10.1124/jpet.104.075705. [DOI] [PubMed] [Google Scholar]
- 19.Pajouhesh H, Lenz GR. Medicinal Chemical Properties of Successful Central Nervous System Drugs. NeuroRX. 2005;2:541–553. doi: 10.1602/neurorx.2.4.541. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Andraos J. On the Propagation of Statistical Errors for a Function of Several Variables. Journal of Chemical Education. 1996;73:150–154. [Google Scholar]
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