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Antimicrobial Agents and Chemotherapy, January 2005, p. 342-349, Vol. 49, No. 1
0066-4804/05/$08.00+0 doi:10.1128/AAC.49.1.342-349.2005
Copyright © 2005, American Society for Microbiology. All Rights Reserved.
Istituto di Genetica Molecolare IGM-CNR, Pavia, Italy,1 Institute of Veterinary Biochemistry and Molecular Biology, University of Zürich-Irchel, Zürich, Switzerland2
Received 19 May 2004/ Returned for modification 3 August 2004/ Accepted 8 September 2004
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An examination of the three-dimensional structure of the HIV-1 RT-DNA-deoxynucleoside triphosphate (dNTP) ternary complex (8) showed that several amino acid residues are involved in the formation of the dNTP-binding pocket in the ternary complex. These include residues which are also mutated in response to NRTI-based chemotherapy, such as D113, Y115, F116, Q151, and M184. Mutations involving these amino acid residues in the dNTP-binding pocket may alter the size and shape of this pocket, thus resulting in alterations of dNTP selectivity, polymerization, and pyrophosphorolysis (7, 27).
As mentioned above, in the setting of highly active antiretroviral therapy, NRTIs are used in combination with NNRTIs. The latter class of inhibitors includes a large number of structurally dissimilar hydrophobic compounds that bind to a site on the RT palm subdomain adjacent to but distinct from the polymerase active site (6). Because both groups of inhibitors bind to different sites on RT in a nonexclusive manner, combinations of nucleoside analogs and nonnucleoside inhibitors may have a synergistic inhibitory effect on HIV-1 RT. Indeed, synergistic inhibition has been reported for many combinations of nucleoside and nonnucleoside RT inhibitors both in enzymatic tests (13) and in cell culture viral replication assays (10). The molecular basis for this synergistic effect has recently been elucidated by several studies, which showed that many NNRTIs have the ability to inhibit the phosphorolytic removal of a chain-terminating nucleotide analog such as AZTMP or d4TMP (2, 18). Aside from their relevance for the development of better therapeutic protocols, these results suggested that the binding of NNRTIs to the viral RT can influence the shape and/or geometry of the dNTP-binding pocket (12, 26), thus affecting both polymerization and phosphorolytic activities.
In an effort to understand the contribution of residues in the dNTP-binding pocket to the mechanism of phosphorolysis-mediated resistance to NRTIs and to its inhibition by NNRTIs, we studied RT derivatives with D113E, Y115F, F116Y, Q151E/N, and M184V mutations for their involvement in the process of PPi-dependent removal of the chain-terminating thymidine analogs AZTMP and d4TMP as well as for their sensitivities to NNRTI inhibition.
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-32P]ATP (3,000 Ci/mmol), and AZT triphosphate were purchased from Amersham Biosciences. Poly(rA), oligo(dT), 66- and 24-mer oligodeoxynucleotides, and unlabeled dNTPs were purchased from Roche Molecular Biochemicals. Whatman was the supplier of GF/C filters. All other reagents were of analytical grade and were purchased from Merck or Fluka.
Nucleic acid substrates.
The homopolymer poly(rA) (Pharmacia) was mixed with the oligomer oligo(dT)12-18 (Pharmacia) at a nucleotide weight ratio of 10:1 in 20 mM Tris-HCl (pH 8.0) containing 20 mM KCl and 1 mM EDTA, heated at 65°C for 5 min, and then slowly cooled to room temperature. The template oligonucleotide d66-mer was mixed with the complementary primer d24-mer at an equimolar ratio in 20 mM Tris-HCl (pH 8.0) containing 20 mM KCl and 1 mM EDTA, heated at 85°C for 3 min, incubated for 15 min at 37°C, and finally slowly cooled down to room temperature. Before annealing, the 24-mer primer was 5' end labeled with T4 polynucleotide kinase (Roche Molecular Biochemicals) and [
-32P]ATP according to the manufacturer's protocol.
Expression and purification of recombinant HIV-1 RT forms. pUC12N/p66(His)/p51 coexpression vectors with wild-type or mutant forms of HIV-1 RT p66 (3) were kindly provided by S. H. Hughes (NCI-Frederick Cancer Research and Development Center) and were purified in two steps. Escherichia coli strain JM109(DE3) cultures harboring the corresponding expression plasmids were grown at 37°C in 1 liter of Luria broth to an A600 of 0.6. Isopropylthiogalactoside was added to a final concentration of 1 mM, and growth was continued for 4 h. The cells were harvested by centrifugation, resuspended in 10 ml of buffer A (40 mM Tris [pH 8.0], 0.5 M NaCl, 1 mM phenylmethylsulfonyl fluoride [PMSF]), and subjected to lysis in a French press. The mixture was cleared by centrifugation at 30,000 x g for 30 min. The supernatant was loaded on a 1-ml HiTrap chelating column complexed with Co2+ ions and equilibrated with buffer A. The enzyme was eluted from the column with a 0 to 0.5 M imidazole-HCl gradient in buffer A. Pooled fractions were dialyzed against buffer B (50 mM Tris-HCl [pH 7.5], 50 mM NaCl, 1 mM 2-mercaptoethanol, 0.4 mM PMSF, 10% [vol/vol] glycerol) and then loaded onto a Mono S column (Pharmacia) equilibrated in buffer B. The HIV-1 RT proteins were eluted from the column with a 50 to 500 mM NaCl gradient in buffer B. Pooled fractions were dialyzed against a buffer containing 50 mM Tris-HCl (pH 7.5), 20% (vol/vol) glycerol, 1 mM EDTA, 1 mM dithiothreitol (DTT), and 0.4 mM PMSF. All enzymes were purified to >95% purity and had the following specific activities on poly(rA)-oligo(dT): HIV-1 p66(His)/p51, 75,670 U/mg; p66(D113E)/p51, 16,690 U/mg; p66(Y115F)/p51, 96,415 U/mg; p66(F116Y)/p51, 62,760 U/mg; p66(Q151E)/p51, 26,760 U/mg; p66(Q151N)/p51, 25,770 U/mg; and p66(M184V)/p51, 79,050 U/mg. One unit of DNA polymerase activity corresponds to the incorporation of 1 nmol of deoxynucleoside monophosphate into acid-precipitable material in 60 min at 37°C.
HIV-1 RT RNA-dependent DNA polymerase activity assay. RNA-dependent DNA polymerase activity was assayed as follows. Each final reaction volume of 25 µl contained reaction buffer (50 mM Tris-HCl [pH 7.5], 1 mM DTT, 0.2 mg of bovine serum albumin/ml, 4% glycerol), 10 mM MgCl2, 0.5 µg of poly(rA)-oligo(dT)10:1 (0.3 µM 3'-OH ends), 10 µM [3H]dTTP (1 Ci/mmol), and 2 to 4 nM RT. The reactions were incubated at 37°C for the indicated times. Twenty-microliter aliquots were then spotted onto glass fiber GF/C filters, which were immediately immersed in 5% ice-cold trichloroacetic acid. The filters were washed twice in 5% ice-cold trichloroacetic acid and once in ethanol for 5 min and then dried, and acid-precipitable radioactivities were quantitated by scintillation counting. When the 5'-32P-labeled d24-d66-mer template was used, the reaction volume was 10 µl and contained 0.05 µM (3'-OH ends) DNA template and the enzymes and nucleotides indicated in the figure legends. After incubation at 37°C, the products of the reaction were separated in a 7 M urea-14% polyacrylamide sequencing gel. Quantification of the products was performed by scanning the gel with a Molecular Dynamics PhosphorImager and integrating the data with the program ImageQuant.
Steady-state kinetic measurements. Reactions were performed under the conditions described for the HIV-1 RT RNA-dependent DNA polymerase activity assay. The time-dependent incorporation of radioactive dTTP into poly(rA)-oligo(dT) at different substrate concentrations was monitored by removing 25-µl aliquots at different time points. Initial velocities of the reaction, as determined by linear regression analyses of the data, were then plotted against the corresponding substrate concentrations.
When the 5'-32P-labeled d24-d66-mer template was used, initial velocities after 10 min of incubation at 37°C in the presence of different substrate concentrations were calculated from the integrated gel band intensities (see below).
The data were analyzed by non-least-square computer fitting to the Michaelis-Menten equation in the form v = Vmax/(1 + Km/[S]), where Vmax = kcatE0.
The values of integrated gel band intensities depending on the PPi concentrations were fitted to the following equation: I*T/IT 1 = Vmax[PPi]/(Kd + [PPi]), where T is the target site, or the template position of interest, and I*T is the sum of the integrated intensities at positions T, T + 1...T + n.
For determinations of the Km and Vmax values, an interval of substrate concentrations from 0.2 to 10 Km was used.
Inhibition assays. Reactions were performed under the conditions described for the HIV-1 RT RNA-dependent DNA polymerase activity assay. The incorporation of radioactive dTTP into poly(rA)-oligo(dT) at different concentrations of dTTP was monitored in the presence of increasing fixed amounts of the inhibitor being tested. The data were analyzed by non-least-square computer fitting to the equation for competitive (AZTTP and d4TTP) or noncompetitive (efavirenz and nevirapine) inhibition. For Ki determinations, an interval of inhibitor concentrations between 0.2 and 5 Ki was used.
For determinations of the variation in Kis for AZTTP in the presence of PPi, increasing concentrations of AZTTP were titrated in standard inhibition assays in the absence or presence of a fixed concentration of PPi, as indicated in the text.
Determination of kinetic parameters for efavirenz binding and dissociation. An experiment to determine the kinetic parameters for efavirenz binding and dissociation was performed as follows. HIV-1 RT (20 to 40 nM), either wild type or mutated, was incubated for 2 min at 37°C in a final volume of 4 µl in the presence of 15 nM 3'-OH ends, reaction buffer, and 10 mM MgCl2. Efavirenz was then added to a final volume of 5 µl. Then, 145 µl of a mix containing buffer A, 10 mM MgCl2, and 10 µM [3H]dTTP (1 Ci/mmol) was added at different time points. After an additional 10 min of incubation at 37°C, 50-µl aliquots were spotted onto GF/C filters and acid-precipitable radioactivities were measured as described for the HIV-1 RT RNA-dependent DNA polymerase activity assay. The fraction of enzyme that was in complex with the inhibitor at equilibrium was estimated by use of the following equation: [E:I]/[E]0 = {1 1/(1+[I]/Ki)}. This fraction was kept at >90%. The samples were diluted by a factor of 30 in order to prevent both reinitiation by the enzyme and rebinding of the inhibitor after dissociation during the incorporation step. The amount of dTTP incorporated into poly(rA)-oligo(dT) at the zero time point (v0, uninhibited reaction) was proportional to the amount of RT present at the beginning of the reaction ([E]0), whereas the incorporation measured at subsequent time points (vt) was directly proportional to the amount of uninhibited RT ([E]t = [E]0 [E:I]t). Thus, the difference (v0 vt) gives an estimate of the [E:I] complex formed at each time point, since (v0 vt) = ([E]0 [E]0 + [E:I]t). Parallel reactions were run for 10 min at 37°C, with enzyme, inhibitor, and substrates present at the same concentrations as in the diluted mixture, but without any preincubation. Incorporation values were typically between 2 and 5% of those for the uninhibited reaction (zero time point). These values were subtracted as background values. The kapp values were determined by fitting the experimental data to the following single-exponential equation: (v0 vt)/v0 = A[1 ekappt)], where A is a constant and t is time.
The koff and kon values were then derived from the relationships kapp = kon(Ki + [I]) and Ki = koff/kon (25).
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FIG. 1. HIV-1 RT mutations analyzed in this study. The crystal structure of the HIV-1 RT heterodimer in complex with DNA and TTP (PDB entry 1RTD) is shown in the top left corner. The purple circle indicates the region to which the mutations analyzed in the present study (blue) are localized, together with the bound TTP (red). This region is magnified in the bottom right corner, where only the mutated residues and TTP are shown for greater clarity. The picture was generated with the program SwissPDBViewer 3.5 and further enhanced with Adobe Photoshop CS 8.0.
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TABLE 1. Binding affinities of wild-type HIV-1 RT and mutant RTs for dTTP, AZTTP, d4TTP, PPi, efavirenz, and nevirapinea
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Mutations in the nucleotide binding pocket of HIV-1 RT affect binding and dissociation of the NNRTI efavirenz. Next, the actual binding and dissociation rates of efavirenz were determined for the recombinant HIV-1 RTs, either wild type or carrying the single amino acid mutations D113E, Q151E/N, and M184V, and the derived kinetic constants are summarized in Table 2 (see Materials and Methods). The hypersensitivity of the Q151N mutant could be explained in terms of an increased association rate (5.1-fold higher than that of the wild type) of the drug with the mutated enzyme. All of the other mutants showed only minor variations with respect to the wild type according to their similar Ki values, as reported in Table 1. It is interesting, however, that the slight increase in the sensitivities of the D113E and Q151E mutants to efavirenz was due to higher inhibitor association rates, whereas the same effect noted for the M184V mutant could be explained by a slightly lower efavirenz dissociation rate. These results indicate that different amino acid substitutions in the NRTI binding site can affect both the association and dissociation rates of NNRTIs, suggesting that there is cross talk between the nucleotide binding site and the NNRTI binding pocket in HIV-1 RT.
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TABLE 2. Kinetic parameters for efavirenz binding to and dissociation from HIV-1 wild-type RT and mutant RTsa
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FIG. 2. Effect of PPi on inhibition of wild-type HIV-1 RT by AZTTP. Experiments were performed as described in Materials and Methods with wild-type HIV-1 RT in the absence (circles) or presence (triangles) of PPi and in the presence of increasing concentrations of AZTTP (0.05, 0.1, 0.2, 0.3, and 0.5 µM). Each point represents the mean value of three independent determinations. Error bars indicate standard deviations.
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TABLE 3. Effects of PPi and efavirenz on inhibition of HIV-1 wild-type RT and mutant RTs by AZTTP
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FIG. 3. PPi-dependent removal of a chain-terminating AZTMP residue by wild-type HIV-1 RT and the Q151E and Q151N mutants and its inhibition by efavirenz. (A) Reactions were carried out as described in Materials and Methods, with 40 nM wild-type RT, 2 µM dCTP, and 0.2 µM AZTTP and in the absence (lane 1) or presence (lanes 2 to 7) of increasing amounts of PPi. M, 5'-labeled 24-mer oligonucleotide marker. The template sequence is shown on the right side of the panel. The removal of AZTMP is indicated by a decrease in +2 products which is dependent on the PPi concentration. (B) Same conditions as those for panel A, but with the presence of 0.3 µM efavirenz in lanes 2 to 7. (C) Reactions were carried out as described in Materials and Methods, with 60 nM Q151E RT, 2 µM dCTP, and 2 µM AZTTP and in the absence (lane 1) or presence (lanes 2 to 8) of increasing amounts of PPi. M, 5'-labeled 24-mer oligonucleotide marker. The template sequence is shown on the right side of the panel. The removal of AZTMP is indicated by a decrease in +2 products which is dependent on the PPi concentration. (D) Same conditions as those for panel C, but with the presence of 0.3 µM efavirenz in lanes 2 to 8. (E) Reactions were carried out as described in Materials and Methods, with 60 nM Q151N RT, 2 µM dCTP, and 2 µM AZTTP and in the absence (lane 1) or presence (lanes 2 to 8) of increasing amounts of PPi. M, 5'-labeled 24-mer oligonucleotide marker. The template sequence is shown on the right side of the panel. The removal of AZTMP is indicated by a decrease in +2 products which is dependent on the PPi concentration.
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TABLE 4. Kinetic parameters for phosphorolytic removal of AZTMP and d4TMP by HIV-1 wild-type RT and mutant RTs in the absence or presence of efavirenz
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The Q151E mutation in the nucleotide binding pocket of HIV-1 RT affects inhibition by efavirenz of the phosphorolysis-dependent removal of AZTMP. The data reported in Table 3 suggest that efavirenz does not affect the ability of the Q151E mutant to remove a chain-terminating AZTMP residue. In order to directly verify this, we added increasing PPi concentrations to wild-type RT and the Q151E mutant in the presence of dCTP, AZTTP, and efavirenz. As shown in Fig. 3B and Table 4, the phosphorolytic activity of wild-type RT was completely inhibited by efavirenz, as expected from the data shown in Table 3. On the other hand, efavirenz did not affect the ability of the Q151E mutant to remove the chain-terminating AZTMP residue (Fig. 3D and Table 4).
Effects of the Q151E mutation on the phosphorolytic removal of d4TMP by HIV-1 RT and its inhibition by efavirenz. The results presented above revealed a difference between wild-type RT and the Q151E mutant in both phosphorolytic activity and sensitivity to efavirenz in the presence of AZTTP. In order to investigate whether this difference was dependent on the particular NRTI studied, we performed similar studies with the active form of another clinically approved thymidine analog, d4TTP (stavudine triphosphate). The phosphorolytic activities of wild-type RT and the Q151E mutant were then tested with the d24-d66-mer template in the presence of dCTP and d4TTP. As shown in Fig. 4A and C, both enzymes were able to phosphorolytically remove a d4TMP residue from the chain-terminated primer in response to increasing PPi concentrations, with comparable catalytic efficiencies (Table 4). When efavirenz was added together with PPi, a strong inhibition of the phosphorolytic activity of the wild-type enzyme was observed (Fig. 4B and Table 4), whereas the Q151E mutant was unaffected (Fig. 4D and Table 4).
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FIG. 4. PPi-dependent removal of a chain-terminating d4TMP residue by wild-type HIV-1 RT and the Q151E mutant and its inhibition by efavirenz. (A) Reactions were carried out as described in Materials and Methods, with 40 nM wild-type RT, 2 µM dCTP, and 0.2 µM d4TTP and in the absence (lane 1) or presence (lanes 2 to 7) of increasing amounts of PPi. M, 5'-labeled 24-mer oligonucleotide marker. The template sequence is shown on the right side of the panel. The removal of AZTMP is indicated by a decrease in +2 products which is dependent on the PPi concentration. (B) Same conditions as those for panel A, but with the presence of 0.3 µM efavirenz in lanes 2 to 7. (C) Reactions were carried out as described in Materials and Methods, with 60 nM Q151E RT, 2 µM dCTP, and 2 µM d4TTP and in the absence (lane 1) or presence (lanes 2 to 7) of increasing amounts of PPi. M, 5'-labeled 24-mer oligonucleotide marker. The template sequence is shown on the right side of the panel. The removal of AZTMP is indicated by a decrease in +2 products which is dependent on the PPi concentration. (D) Same conditions as those for panel B, but with the presence of 0.3 µM efavirenz in lanes 2 to 7.
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Earlier biochemical studies already addressed the functional roles of these residues in the polymerization reaction as well as in drug resistance against NRTIs (7, 27). For example, the D113 residue has been proposed to be equivalent to E710 of the Klenow fragment, which is essential for enzymatic activity. The Y115 side chain, on the other hand, was shown to act mainly as a sensor for the 2'-ribose position and to help to stabilize binding of the incoming dNTP and discriminate between ribo- and deoxyribose moieties.
We chose to analyze this set of mutations based on their involvement in the dNTP binding and incorporation steps of the RT catalytic cycle and their role in establishing NRTI resistance. In fact, mutations at these positions have been shown to confer resistance to NRTIs, although the exact mechanism of resistance has not been elucidated in all cases. The best-characterized mutations are those at codon 184, which have been shown to give specific resistance to the drug lamivudine, and substitutions at position 151, which, when present together with the F116Y mutation, result in a multidrug-resistant phenotype (9). Amino acid substitutions at positions 113 and 115 have also been observed in clinical HIV-1 isolates, but at a low rate and always associated with other NRTI mutations.
The aim of this study was to investigate the correlation among the effects induced by these mutations on different biochemical properties of HIV-1 RT, in particular its PPi-dependent primer unblocking activity and its sensitivity to NNRTIs.
The results presented here indicate that some mutations can have profound effects on some NRTIs while hardly affecting other ones. For example, the Y115F and Q151E/N mutations showed the highest levels of resistance to AZT, but when the same mutants were tested in the presence of d4TTP, only the Q151E and Q151N mutants showed significant resistance (15.6- and 3.5-fold, respectively) to inhibition, whereas the Y115F mutant retained a sensitivity comparable to that of the wild-type enzyme. In light of the preferential interaction of Y115 with the 2' position of the sugar ring, as suggested by structural data (4), it is possible that the lack of the 2' hydrogen in the 2',3'-didehydro sugar ring of d4T renders this nucleotide analog less sensitive to modifications at position 115. On the other hand, the interaction between Q151 and the thymidine base of AZTMP, as revealed in the structure (20), might also be maintained with the thymidine analog d4T, thus explaining the similar resistance of the Q151E and Q151N mutants to both analogs.
The results presented here also indicate that single amino acid substitutions within the dNTP-binding pocket can differentially affect the viral RT phosphorolytic activity. For example, the D113E mutation caused a reduction in the enzyme's sensitivity to PPi inhibition when a normal 3' dNTP (dTTP) was used as a substrate but failed to confer significant resistance to AZTTP. On the other hand, the Y115F mutant showed a PPi sensitivity similar to that of the wild-type enzyme but was strongly resistant to AZTTP inhibition. Since D113 has been implicated in an interaction with the triphosphate moiety of the nucleotide (8), whereas Y115 contacts mainly the sugar (4), it is reasonable that a mutation in the latter position will scarcely influence the binding of PPi.
The Q151E mutation caused a 3.7-fold increase in the Ki value for PPi with respect to that of wild-type RT. Structural studies have suggested that after bond formation between the 3'-OH of the primer and the
-phosphate, the release of the ß,
-phosphate of the dNTP as PPi may involve residues K65 and R72 (8). The latter residue forms a hydrogen bond with Q151. Thus, the nonconservative substitution Q151E likely destabilizes this bond and reduces PPi binding. An additional effect of this mutation may be an increase in the net negative charge of the binding pocket. In fact, during polymerization, a substantial amount of negative charge proximal to the active site comes from the side chains of the three catalytic carboxylates (D110, D185, and D186), the three phosphates of the incoming dNTP, and to a lesser extent, the nucleophilic 3'-OH of the primer terminus and the carboxylate of D113. Two metal ions (Mg2+), which are essential for catalysis, help to shield the resulting repulsive forces. However, crystal structures of a polymerase stalled at a chain-terminated primer showed only one bound metal ion (8). Thus, the addition of a glutamic acid at position 151 will increase the repulsion between the negatively charged PPi and the other electronegative species in the vicinity of the active site.
Both the Q151E and Q151N mutants showed reduced PPi binding and phosphorolytic rates with respect to wild-type RT when AZTMP was the chain-terminating nucleotide. The Q151E mutant was again the most affected mutant, with an overall 20-fold lower efficiency (kcat/Kd value) of PPi-mediated AZTMP removal than that of wild-type RT. However, when the same analysis was performed in the presence of d4TTP, the overall efficiency of d4TMP removal by the Q151E mutant was comparable to that of the wild-type enzyme. This suggests that the efficiency of the pyrophosphorolytic reaction is influenced by the nature of the terminating residue. The observation that wild-type RT was fourfold more efficient at removing AZTMP than d4TMP further supports this notion.
Finally, the ability of NNRTIs to synergistically interact with NRTIs through inhibition of the primer unblocking activity of the viral RT can be challenged by NRTI resistance mutations, even in the absence of detectable effects on NNRTI binding to the enzyme. In fact, our studies showed that efavirenz efficiently inhibited the pyrophosphorolytic removal of AZTMP and d4TMP by wild-type RT but not by the Q151E mutant. However, this lack of efavirenz inhibition was not due to weaker binding of the Q151E mutant to efavirenz. Thus, the efficiency of pyrophosphorolysis by the Q151E mutant was dependent on the nature of the chain-terminating residue, but its refractiveness to efavirenz inhibition was not.
NNRTIs bind to a critical hinge region involved in the relative motions of the RT finger and thumb subdomains, either altering or blocking these movements (1, 12, 26). Thus, these compounds modify the conformation of the catalytic site so that the crucial Mg2+ ions are no longer present in the proper alignment with the carboxyl groups for efficient catalysis. Since our results showed that the Q151E and Q151N mutants were already impaired in nucleotide binding and catalysis as well as in pyrophosphorolytic activity, it is possible that the distortion of the active site imposed by these mutations also alters the enzyme's response to efavirenz. Indeed, the polymerase activities of the Q151E and Q151N mutants were found to be slightly hypersensitive to efavirenz inhibition.
In conclusion, even though different mutations within the dNTP-binding pocket of HIV-1 RT can result in a common phenotype (i.e., NRTI resistance), the molecular mechanisms underlying this phenotype can be very different. Moreover, the same mutation can give rise to different phenotypes depending on the microenvironmental conditions and the nature of the substrates and/or inhibitors.
This work was partially supported by EC project LSHG-CT-2003-503480 TRIoH (to G.M.). R.C. was supported by an ICGEB Fellowship. U.H. is supported by the University of Zürich.
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