Abstract
Nitro-substituted 1,3-benzothiazinones (nitro-BTZs) are mechanism-based covalent inhibitors of Mycobacterium tuberculosis decaprenylphosphoryl-β-D-ribose-2′-oxidase (DprE1) with strong antimycobacterial properties. We prepared a number of oxidized and reduced forms of nitro-BTZs to probe the mechanism of inactivation of the enzyme and to identify opportunities for further chemistry. The kinetics of inactivation of DprE1 was examined using an enzymatic assay that monitored reaction progress up to 100 min, permitting compound ranking according to kinact/Ki values. The side-chain at the 2-position and heteroatom identity at the 1-position of the BTZs were found to be important for inhibitory activity. We obtained crystal structures with several compounds covalently bound. The data suggest that steps upstream from the covalent end-points are likely the key determinants of potency and reactivity. The results of protein mass spectrometry using a 7-chloro-nitro-BTZ suggest that nucleophilic reactions at the 7-position do not operate and support a previously proposed mechanism in which BTZ activation by a reduced flavin intermediate is required. Unexpectedly, a hydroxylamino-BTZ showed time-dependent inhibition and mass spectrometry corroborated that this hydroxylamino-BTZ is a mechanism-based suicide inhibitor of DprE1. With this BTZ derivative, we propose a new covalent mechanism of inhibition of DprE1 that takes advantage of the oxidation cycle of the enzyme.
Introduction
Mycobacterium tuberculosis (Mtb) remains the top bacterial killer worldwide, often helped in its consumptive effect by AIDS1. New antitubercular agents are needed that, in combination with other drugs, decrease the duration of treatment and also address multi- and extensively-drug resistant forms of Mtb (MDR, XDR). This goal can only be achieved through the discovery and development of novel drug substances that operate via hitherto not addressed targets2. Decaprenylphosphoryl-β-D-ribose-2′-oxidase (DprE1) has been shown to meet these requirements3 after confirmation of DprE1 as the target of new potent and selective antitubercular benzothiazinones (BTZs)4.
DprE1 is the first of two enzymes that catalyze the conversion of decaprenylphosphoryl-β-D-ribose (DPR) to decaprenylphosphoryl-β-D-arabinose (DPA)5. Arabinose polymers form a large fraction and essential part of the mycobacterial cell wall. The DPR to DPA conversion appears to be the sole source of D-arabinofuranosyl residues in Mtb. In its natural context, DprE1 catalyzes the oxidation of the 2′ hydroxyl group of DPR to give the ketone decaprenylphosphoryl-2-keto-β-D-erythropentofuranose (DPX), with flavin adenine dinucleotide (FAD) acting as the oxidant in the reaction. While BTZs have been defined as mechanism-based inhibitors, it is worth noting that they do not operate through the forward physiological mechanism of DprE1, but its reverse function. After BTZs have entered the catalytic pocket of DprE1 containing the reduced form of the flavin cofactor (FADH2; see Fig. 1), which was generated by oxidation of the substrate, the nitro group of the BTZs is reduced to nitroso which can then form a covalent bond with a nearby cysteine residue (Cys387, Mtb enzyme numbering)6,7. Cys387 is not essential for DprE1 activity as shown by site directed mutagenesis6,8 and by the fact that Mtb strains with Cys387 residues mutated to Ser or Gly are viable4. Therefore, BTZs can covalently inhibit DprE1 only in the presence of its natural substrate or close analogues, e.g. farnesylphosphoryl-β-D-ribofuranose (FPR) that is often used in enzymatic assays because reductive activation of the nitro to the nitroso form of the BTZs is mediated by enzyme-bound FADH29,10.
Whilst the BTZs have been studied extensively and significant progress towards understanding their mechanism of action has been made, there is a significant gap in our understanding of the enzymatic and cellular potencies of these compounds. Previous studies have shown a wide range in cellular potencies as measured by mycobacterial minimum inhibitory concentration (MIC)4,11,12. In the single study for which enzymatic IC50 values on the enzyme have additionally been measured, for BTZ043 the IC50 is much higher than the MIC value9. In this paper, we present an extensive study of DprE1 inhibition kinetics by known and new BTZs in order to bridge the gap between enzymatic and cellular data and possibly identify new BTZ leads. In addition, we synthesized a novel BTZ, two nitroso- and one hydroxylamino-containing compound (see Results) in order to further probe the mechanism of inactivation of DprE1 through the combined used of enzyme inhibition kinetics, mass spectrometry and X-ray crystallography.
Results
A panel of antimycobacterial BTZs and BOZs
A new synthetic method for the BTZs was developed13, in which the sulfur and nitrogen of the benzothiazinone scaffold are incorporated in a single step. This was accomplished by the use of asymmetrically substituted thiourea reagents (synthesis details can be found in Supplemental Methods).
Table 1 lists the compounds that were synthesized for the present study. The reader is referred to the generic structure and numbering of the molecule at the top of Table 1. Compounds 712, 612 and 9 represent a series that have the same benzothiazinone scaffold but differ in the cyclic group attached to the 2-position, namely piperidine, morpholine, and dimethylpiperidine, respectively. Compound 11, the first 7-substituted BTZ to be tested, will be described below. Compounds 4, 3 and 5 are the benzoxacinone (BOZ) analogues of 7, 6 and 9, respectively. The BOZs have an oxygen atom instead of a sulfur at the 1-position of the molecule and these were synthesized in order to probe the potency of the molecules relative to the BTZ counterparts. Compounds 12 (BTZ0434) and 13 (PBTZ16914) are the most potent BTZs reported to date and 13 in particular shows great promise for further development. We have synthesized compound 10, which is the BOZ equivalent of 13, in order to further probe the effect on potency of the sulfur to oxygen heteroatom substitution at the 1-position of the molecule.
Table 1.
A series of Nitrobenzothiazinones (Nitro-BTZs) | ||||
kinact/Ki (M−1 s−1) | 39 ± 2 | 17 ± 2 | 240 ± 16 | 340 ± 50 |
CLND Solubility (μM) | 370 | ≥450 | 90 | 11 |
MIC Mtb-H37Rv (n = 3) |
3.3 μM 1.2 μg/ml |
5.9 μM 2.1 μg/ml |
0.8 μM 0.31 μg/ml |
1.6 μM 0.6 μg/ml |
MIC M. vaccae 10670 (n = 1) |
1.1 μM 0.4 μg/ml |
8.6 μM 3.1 μg/ml |
<0.13 μM <0.05 μg/ml |
0.5 μM 0.2 μg/ml |
A series of Nitrobenzoxacinone (Nitro-BOZs) analogues of the Nitro-BTZs (above) | ||||
kinact/Ki (M−1 s−1) | 5.6 ± 0.1 | 4.2 ± 0.1 | 7.7 ± 0.3 | |
CLND Solubility (μM) | ≥510 | ≥510 | 130 | |
MIC Mtb-H37Rv (n = 3) |
16 μM 5.3 μg/ml |
3.9 μM 1.4 μg/ml |
6.5 μM 2.4 μg/ml |
|
MIC M. vaccae 10670 (n = 1) |
4.6 μM 1.6 μg/ml |
18 μM 6.2 μg/ml |
0.5 μM 0.2 μg/ml |
|
The most potent Nitro-BTZs and Nitro-BOZ | ||||
kinact/Ki (M−1 s−1) | 720 ± 20 | N.A.c | 300 ± 40 | |
CLND Solubility (μM) | 32 | 32 | 12 | |
MIC Mtb-H37Rv (n = 3) |
2.3 nM 1 ng/ml |
0.42 nM 0.19 ng/ml |
310 nM 0.14 μg/ml |
|
MIC M. vaccae 10670 (n = 1) |
1 nM 0.4 ng/ml |
N.D. | <110 nM <0.05 μg/ml |
|
Reduced forms of nitro-BTZs | ||||
Redox status relative to Nitro-BTZs | 2-electron reduced | 4-electron reduced | 2-electron reduced | |
kinact/Ki (M−1 s−1) | N.A.a | N.A.b | 39 ± 1 | |
CLND Solubility (μM) | 250 | 10 | 210 | |
Mtb-H37Rv MIC (n = 3) |
82% Inhibition at 80 μM | >80 μM | 67% Inhibition at 0.16 μM | |
M. vaccae 10670 MIC (n = 1) |
73 μM 25 μg/ml |
18 μM 6.2 μg/ml |
0.06 μM 0.03 μg/ml |
akinact/Ki value for 1 could not be obtained because the time-courses only mildly deviate from linearity in the first 100 min of reaction making fitting to Eq. 1 difficult; the IC50 decreases from 5 to 3 μM during the first 100 min of reaction (see Fig. S1A).
bkinact/Ki value for 2 could not be obtained because the kobs versus inhibitor concentration relationship was concave up; the IC50 decreases from 3.5 to 0.8 μM during the first 100 min of reaction.
ckinact/Ki value for 13 could not be obtained using the present assay due to tight-binding limit considerations19; the 10–170 nM inhibitor concentration range where inhibition is observed is less than or equal to the concentration of DprE1 in the assay resulting in inhibitor depletion over time (see Fig. S1A).
Several other compounds were also synthesized to probe the mechanism of inhibition of DprE1 by the BTZs. Compounds 1 and 8 are the two-electron reduced forms of 7 and 12, respectively, also referred to as nitroso. These are intermediates that are proposed to be generated in the DprE1 active site as the BTZs are reduced by the reduced flavin cofactor (FADH2) in the first step of the mechanism of inactivation of the enzyme by the BTZs6,7,15 (see Introduction and Fig. 1). We were interested to compare the kinetics of inactivation of DprE1 by 1 and 8, which do not require activation, relative to the BTZ counterparts, 7 and 12, that require reductive activation. It is worth noting that the synthetic pathway16 for the nitroso-BTZs such as 8 has not been described before (see Supplemental Methods). Compound 2 is the four-electron reduced form of 7, also referred to as hydroxylamino-BTZ, and was synthesized as a potential noncovalent inhibitor control. However, it turned out to be a novel mechanism-based suicide substrate (see later). Finally, compound 11 was designed to probe two distinct chemical mechanisms of covalent bond formation with the enzyme that have been proposed previously. The first mechanism was proposed by Trefzer et al.6,7, where reductive activation of the BTZ by the reduced flavin intermediate of DprE1 is followed by covalent bond formation with the nitroso intermediate (see Introduction and Fig. 1). The second mechanism was proposed by Tiwari et al. and it involves nucleophilic substitution at the 7-position of the BTZ (see later)17.
Kinetics of inactivation of DprE1
As mentioned in “Introduction”, BTZs have a wide range of MIC values4,11,12. Enzymatic IC50 values have only heen measured in a single study9 and for BTZ043 this value is much higher than the MIC. To gain insight into the apparent disconnect between enzymatic and cellular data, we performed mechanism of inhibition studies using purified recombinant Mtb-DprE1 enzyme on the compounds shown in Table 1.
We recently developed a fluorescence-based enzyme assay for Mtb-DprE1 that involves oxidation of farnesylphosphoryl-β-D-ribose (FPR) to farnesylphosphoryl-β-D-2′-keto-erythro-pentafuranose (FPX) as resazurin is reduced to the highly fluorescent resorufin10. Time courses are linear for approximately 100 min and reaction progress can be monitored continuously making this assay ideally suited for mechanism of inhibition studies by time dependent inhibitors. This assay made it possible to observe clear time dependent inhibition behaviour by the BTZs for the first time and, therefore, permitted a more detailed evaluation of the mechanism of inhibition of Mtb-DprE1 by this class of inhibitors (Fig. 2). Prior assays were monitored for only 2 min9, which was insufficient time to make these observations.
Progress curves were fitted to a single exponential equation to obtain the observed first order rate constant of inactivation, kobs (Figs 2A and S1A and B, Supplementary Information)18,19. A wide range of inhibitor concentrations was used from 10 nM to 100 µM, never exceeding the measured solubility of each individual compound (Table 1, CLND solubility). The dependence of kobs on compound concentration provides information concerning the number of steps involved in the mechanism of inactivation. Covalent inactivators that bind to enzymes with negligible affinity (e.g., covalent modification of catalytic cysteine residues by iodoacetamide) typically follow a single step binding mechanism as reflected by the linear dependence of kobs on compound concentration (the slope of this relationship giving the second order rate constant for inactivation, kinact/Ki). As the affinity increases, the slope of the kobs versus inhibitor concentration relationship increases, and kobs may show saturation behaviour if there is a change in the rate-limiting step from reversible binding at low inhibitor concentration to covalent chemistry at high inhibitor concentration.
Most BTZs and BOZs (3, 4, 5, 7, 8, 9, and 12) showed a linear dependence of kobs on inhibitor concentration with a range of kinact/Ki values, and three (6, 10, and 11) showed a hyperbolic dependence (Table 1 and Fig. 2). Because the BTZs and BOZs are multi-step mechanism-based inhibitors involving different redox forms of the enzyme (EOX and ERED), the kinact and Ki constants are complex parameters that are composed of the rate constants of all the individual steps depicted in Fig. 1, which together will govern whether a linear or hyperbolic kobs versus inhibitor concentration relationship will be observed in the experimentally attainable inhibitor concentration region. Differences in inhibitor structure can affect (1) the initial affinity of ERED for the unactivated form of the inhibitor, (2) affinity of the resulting EOX:NO-BTZ complex, and (3) the rate constants of the individual chemical steps, the magnitude of which would depend on how optimal the inhibitor is positioned in the active site for inhibitor reduction and covalent bond formation to occur. Consequently, it is not possible to derive directly from kinact/Ki which of the individual rate constants and thus steps is responsible for the differences in rate of inactivation. Nevertheless, for covalent inhibitors, kinact/Ki is the most reliable parameter to use as a guide to optimize chemistry18; the higher the value, the more effective the compound is as a covalent inhibitor.
Comparing the first row of compounds in Table 1, substituting the piperidine group in 7 with a morpholine in 6, does not significantly compromise kinact/Ki. Replacing the piperidine in 7 with dimethylpiperidine in 9 improves kinact/Ki by 6-fold. Introduction of a chlorine atom at the 7-position of the molecule in 11 results in an 8.7-fold increase in kinact/Ki as compared to 7. The improvements in kinact/Ki seem to track with lower MIC values in Mtb and M. vaccae (a non-infectious mycobacterial strain that is commonly used as a model system of Mtb), as would be expected.
We also explored the BOZ class of compounds using similar substitutions at the 2-position of the molecule as with the BTZs (middle row in Table 1). The kinact/Ki values of the BOZs (4, 3 and 5) are lower than the BTZ counterparts by 7-, 4- and 31-fold, respectively. Whilst the Mtb MIC value for 5 has increased 8-fold relative to 9, the MIC values for 4 and 3 did not change significantly in relation to 7 and 6. In M. vaccae, the MIC values for 4, 3 and 5 have also changed in relation to the BTZ counterparts but to a lesser degree than in Mtb. We have also obtained kinact/Ki values for BTZ043 (12)4,20 and PBTZ169 (13)14,21, the most potent BTZs reported to date. Whilst PBTZ169 was too potent to obtain a reliable kinact/Ki value due to assay tight-binding limit considerations, BTZ043 as expected gave the highest kinact/Ki value that could be reliably measured followed by 10, the BOZ equivalent of PBTZ169. Compared to the MIC of PBTZ169, the MIC of 10 is approximately 700-fold higher. Taken together, the results demonstrate that although the BOZs examined in this study cannot compete with the BTZ counterparts with respect to enzymatic and cellular potencies, substitution at the 1-position of the molecule with a heteroatom is tolerated and could be exploited in the future in conjunction with other changes in the molecule to improve potency.
The slopes of the time courses of Figs 2 and S1A/B (Supplementary Information) were computed in 10 min increments to determine how the IC50 changes as a function of time (Fig. 3). All BTZ and BOZ IC50 values decrease with increasing reaction time as expected for time dependent inhibitors. The IC50 for an irreversible inhibitor should, in theory, reach a limiting value at prolonged incubation times (>5 × t1/2) and is expected to be equal to half the concentration of active enzyme that is present in the assay18,19. This appears to be approximately the case for the most potent compounds (12 and 13; Fig. 3) where the >5 × t1/2 criterion is satisfied best (the concentration of Mtb-DprE1 in these enzyme assays was 150 nM).
Significant loss of measured potency is often observed when going from a biochemical assay to a cellular assay. Most often, the loss results from poor compound permeability across cell membranes. This was indeed found for several noncovalent inhibitors of Mtb-DprE1, where the MIC values were approximately 100-fold higher than the IC50 values in the biochemical assay10,22–26. For covalent inhibitors such as BTZ043, however, the opposite appears to be true; the reported M. smegmatis and M. tuberculosis MIC values are approximately 1000-fold lower4 than the measured M. smegmatis DprE1 enzymatic IC50 value of 4.5 μM9. It should be noted that a direct comparison between enzymatic IC50 values and cellular MIC values for a given compound is not very meaningful because the two parameters measure different activities and the relationship between the two is very complex. However, the observed trends for a given series of compounds can be compared and discussed and our data in Fig. 3 provide an explanation for the above reversal. For 12 (same as BTZ043), the enzymatic DprE1 IC50 value decreases from approximately 1.5 μM after 10 min of reaction time to approximately 120 nM after 100 min of reaction time. Had the assay been monitored longer, in theory the IC50 value would have reached a limiting value of 75 nM (this is equal to half the concentration of enzyme in the assay)18,19. Owing to the very low turnover number of the enzyme10, the enzymatic assay is not sensitive enough to permit measurements to be made at low nanomolar enzyme concentration to experimentally demonstrate that the enzymatic IC50 values reach low nanomolar limiting values at prolonged incubation times.
Figure 3 also reveals the perhaps unexpected observation that the nitro-BTZ 12 inhibited Mtb-DprE1 much faster than its nitroso analogue, 8. The nitroso derivative does not need to be activated for covalent binding to Cys387, yet the time dependence of the inhibition is much slower than that of the nitro counterpart. As was proposed previously7,9, these data suggest that as 12 is reduced to 8, it immediately reacts with Cys387 in the active site with little chance of escape by dissociating from the enzyme. The activity loss of the nitroso-BTZ 8 compared to its congener nitro-BTZ 12 is almost certainly related to the reactivity of the nitroso group towards nucleophiles and redox partners although we did not look for respective side-products or alternative reaction partners.
A new mechanism for covalent DprE1 modification: hydroxylamino-BTZs as suicide substrates
The progress curves for 2 were also time dependent, which was not expected given that this hydroxylamine compound is the two-electron reduced form of the nitroso derivative, 1 (Fig. 4D). These data could be explained if 2 is an alternative substrate of Mtb-DprE1 that reduces Eox to generate an ERED:1 complex, followed by covalent bond formation with Cys387 (Fig. 4A). Known antimycobacterial BTZs behave as “reverse substrates” of DprE1, meaning they have to be reduced, whereas DprE1 oxidizes its natural substrate. Our discovery shows that the physiological oxidative molecular mechanism may also be hijacked to inhibit DprE1. The mass spectra in Fig. 4B support our hypothesis.
We incubated 10 µM Mtb-DprE1 with 20 µM of the hydroxylamino-BTZ 2 in the absence of FPR and resazurin and monitored the intact mass of the enzyme by mass spectrometry (Fig. 4B). The mass spectrum of Mtb-DprE1 shows a 51644 Da species, which is consistent with the theoretical molecular weight of the des-Met form of the recombinant Mtb-DprE1 construct that we used. A second species (51820 Da) was also observed, which is 176 Da higher than the 51644 Da species and is likely due to an unknown covalent modification that occurred during expression of the recombinant enzyme in E. coli. The intensity of both species decreases with increasing incubation time, and two new species appear with molecular weights of 51986 Da and 52162 Da, which are 340–343 Da higher than the two starting species, consistent with the formation of the corresponding semimercaptal covalent derivatives (Fig. 4B,C). This hypothesis was further confirmed by X-ray data (Fig. 5B, see below) that clearly indicate a covalent bond to Cys387. The orientation of covalently-bound 2 in the active site of DprE1 is similar to the nitro and nitroso congeners. Although covalent modification of the enzyme required approximately one hour to reach completion using 20 μM of 2 under the conditions tested (Fig. 4C), the time frame is not dissimilar to the BTZs and BOZs. Addition of FAD did not significantly affect the kinetics of covalent modification. This is not surprising because the protein:FAD stoichiometry of the purified recombinant Mtb-DprE1 enzyme was determined to be 1:1, and under the high concentration of enzyme (10 μM) that was used in these experiments, the Mtb-DprE1 enzyme is expected to be saturated with the FAD that co-purified with the enzyme.
To exclude the possibility that DprE1 inhibition was caused by degradation products of 2, the stability of 2 in DMSO solution was checked by 1H-NMR and ESI-MS experiments. The compound was kept in aerated DMSO solution at room temperature for 13 days. No formation of the nitroso, nitro, or any other degradants was observed (data not shown).
Therefore, 2 is a true mechanism-based suicide substrate of Mtb-DprE1 because substrate (DPR or FPR) is not required for covalent modification of Cys387 to occur. This is in contrast to the nitro-BTZs where substrate, e.g., FPR, is required for inhibition to occur because activation of nitro-BTZs requires the presence of FADH2 in the catalytic center. As expected, in a control experiment using nitro-BTZ 12 in the absence of substrate, no change was observed in the mass spectrum of Mtb-DprE1 (data not shown). Very remarkably, 2 was very potent in the enzyme assay, surpassing its nitro analogue, 7 (Fig. 3 and Table 1).
Previous studies found BTZ046, which is the hydroxylamino analogue of BTZ043, to inhibit M. smegmatis DprE1 with an IC50 of 20 μM9. Time dependent inhibition was not observed. The MIC of BTZ046 against M. smegmatis of 1000 ng/ml or 2.4 μM is lower than the enzymatic IC50 value by approximately 8-fold, suggesting that the mechanism of action of BTZ046 at the cellular level may involve more than reversible binding to DprE1 with an affinity of approximately 20 μM. The same comment as above also applies here; direct comparison between enzymatic IC50 values and cellular MIC values for a given compound is not very meaningful because the two parameters measure different activities and the relationship between the two is very complex. Therefore, additional experiments would be needed to explore if BTZ046 indeed has an inhibitory mechanism with chemical reactions at the catalytic site of DprE1.
The DprE1 inhibition by the hydroxylamino-BTZ opens up new and exciting possibilities for DprE1 inhibition and thus antimycobacterial activity. An inhibitor that will take advantage of the enzyme’s regular physiological modus operandi – oxidation by FAD and covalent binding to Cys387 – will not have to wait for FADH2 to be formed through oxidation of another substrate. The hydroxylamino group is not common in drug substances because it forms strong hydrogen bonds with proteins, forms complexes with cations and impedes membrane permeability. This is perhaps the reason why the MIC values for 2 against M. vaccae (18.1 μM) and Mtb (>80 μM) are high in comparison with its nitro-BTZ analogue, 7 (low micromolar against both M. vaccae and Mtb). We are presently exploring other functional groups that may imitate the mechanism of inhibition that 2 displays.
Mechanism of action of BTZs and BOZs: Mass spectrometric and crystallographic data
The accepted molecular mechanism of action of BTZs and other nitro-containing compounds, namely reduction of the nitro group to the nitroso oxidation state by enzyme-bound FADH2 followed by covalent bond formation of the nitroso intermediate with Cys387 (Fig. 1), is supported by several independent biochemical experiments7 as well as structural data9,15. However, alternative reaction pathways are also possible. For example, Tiwari et al. proposed a von-Richter-like mechanism involving nucleophilic substitution at the 7-position of the aromatic ring of the BTZ, mediated by a thiol/thiolate (e.g. Cys387) prior to formation of the reactive nitroso-BTZ17. In order to distinguish between these two possibilities, we synthesized nitro-BTZ 11, which has a readily substituted chlorine atom at the 7-position of the benzo moiety. If a von-Richter mechanism operates, loss of the chlorine atom should be detected by mass spectrometry.
We incubated Mtb-DprE1 with 11 in the presence of FPR and FAD and analyzed the protein product(s) by LC-MS (see Supplementary Information). A mass increase of 378 Da resulted, corresponding to the formation of the expected N-hydroxysulfenamide (semimercaptal) by reaction of the nitroso-BTZ with Cys387. This particular finding appears to rule out the operation of a von-Richter reaction because no species with a mass increase of 344 Da was observed i.e. 34 Da smaller than what was observed as required for substitution of the chlorine atom with a hydrogen atom. We used the nitroso-BTZ (1) and hydroxylamino-BTZ (2) as positive controls, which demonstrated that a +343 Da species is detected by mass spectrometry and therefore any trace of this species, if it occurred with 11, would have been observed (see Fig. 4 and Supplementary Information).
We obtained co-crystal structures of Mtb-DprE1 with BTZ compounds 1, 2, 9, and 12 and BOZ compound 5 (Fig. 5). Prior to crystallization, the enzyme was incubated with inhibitors and FPR7 in order to achieve covalent attachment as reported previously9. All structures were in space group P21 with two DprE1-inhibitor complexes per asymmetric unit. Unbiased difference density maps, calculated with phases from structure models prior to incorporation of the ligand, demonstrated that all five compounds formed a covalent bond with the active site cysteine (Cys387) (Fig. 5B–E).
The orientation of the inhibitors in the active site is conserved among the compounds, owing to the semimercaptal link with Cys387, and due to steric constraints that prevent the otherwise possible 180° rotation about the C-N bond at the 8-position of the BTZ scaffold (consistent with reported data9,14,27). Accordingly, the invariant trifluoromethyl group is facing Lys134, Gly133, His132, Lys367 and Phe369 for all compounds. Despite the covalent bond to Cys387 and the spatial constraints imposed by the active site, there are still subtle variations with regards to the orientation of the BTZ double ring structure. For instance, the planes of the BTZ scaffold of compounds 1 and 5 enclose an angle of 15° (Fig. 5F), with the other three compounds in between these two extremes. The orientation of the hydroxyl of the semimercaptal bond is likewise not fixed, but always forming an H-bond interaction with Lys418. The substituents at the 2-position generally make only a few contacts with the protein and assume variable conformations (Fig. 5G). Table 2 provides a summary of non-covalent contacts (within a 4.0 Å cut-off distance) between the inhibitors and DprE1. The few non-conserved contacts are worth noting, such as Trp230, a highly conserved aromatic residue in the immediate vicinity of the active site, and Leu317, situated in the mobile loop (residues 315–329) that straddles the DprE1 active site. The apparent conservation of inhibitor-enzyme contacts is in marked contrast to the variation in inhibitory activity.
Table 2.
Compound | 12 | 5 | 9 | 1 | 2 |
---|---|---|---|---|---|
Gly117 | x | x | x | x | x |
His132 | x | x | x | x | x |
Gly133 | x | x | x | x | x |
Lys134 | x | x | x | x | x |
Ser228 | x | x | x | x | x |
Trp230 | — | x | — | x | — |
Leu317 | x | — | — | x | x |
Gln336 | x | — | x | x | x |
Leu363 | x | — | — | — | — |
Val365 | x | x | x | x | x |
Lys367 | x | x | x | x | x |
Phe369 | x | x | x | — | x |
Asn385 | x | x | x | x | x |
Lys418 | x | x | x | x | x |
FAD | x | x | x | x | x |
A shared feature of the structures of DprE1 determined to date9,14,15,22,27 is the two disordered loops (residues 268–285 and 315–330) that, based on geometric constraints, are presumed to straddle the active site. The complexes with BTZ and BOZ inhibitors induce partial ordering of the 315–330 loop in some cases (compounds 1, 2 and 12). In fact, in the structure of DprE1 bound to 12, some very weak density (below 1.0 sigma of the mean) can be discerned for residues 318 to 322. This weak density fails to define the conformation of the backbone sufficiently well to justify including residues 318–322 in the model. Still, this weak density indicates that, beyond residue 317, residues in the disordered loop do not contact the BTZ inhibitors in the covalent complex. The variation of inhibitory activity (in terms of IC50) with substituents at the 2-position contravenes the notion that only the covalent attachment to Cys387 and the conserved non-covalent contacts matter to the inhibitory mechanism. While the covalent complex is the end-point, it is preceded by non-covalent binding of the inhibitor to the ‘activated enzyme’, that is, when FAD is in the reduced state. In this process, non-conserved contacts with disordered loops may well matter.
Substitution of sulfur with oxygen at the 1-position (BOZ, compound 5) preserves the overall mode of binding (see Fig. 5C,D). With oxygen at the 1-position, the ring structure is more even, and we observe a small upward shift of position of the keto oxygen compared to the BTZ compounds. The conserved mode of binding in the covalent complex contrasts with the weaker inhibition (in terms of IC50) of DprE1 by BOZ compared to the BTZ sister compound as well as their differential MIC values (see assay section). Thus, the structures of the covalent complexes appear to represent ‘inhibitory endpoints’ that do not correlate with the different apparent IC50 values between compounds 5 and 9. Together, the data point to important differences in the process of the inhibitor first binding non-covalently to DprE1 complex en route to an eventual covalent link with Cys387.
The binding mode and positioning of 1 as shown in Fig. 5(C) was identical to the binding of the nitroso-BTZs that were formed from nitro-BTZs in situ.
The nitroso-BTZ 1 bound in the same way that CT325 did15, corroborating the ability of CT325 to serve as a BTZ substitute.
Discussion
Since the discovery of the BTZs in 2009 and the identification of the DprE1 target4, several academic and industrial laboratories around the world have initiated drug discovery efforts to identify DprE1 leads. In addition to BTZ043 and PBTZ169, which are the most advanced nitro-BTZ derivatives4,14, many other classes of DprE1 inhibitors have been identified suggesting that DprE1 may be a “promiscuous” target28. However, the molecules seem to be specific inhibitors of DprE1 and no mammalian liabilities have been identified to date. DprE1 is, therefore, a highly tractable target stemming partly from its periplasmic localization29, partly from its high propensity to inhibition and partly from the lack of human DprE1 orthologues or homologues with significant sequence or structural similarity which would otherwise increase the chances of inhibiting mammalian enzymes and necessitate significant selectivity profiling efforts.
In order to understand the “promiscuity” of DprE1 and to help guide medicinal chemistry efforts to compound progression, mechanism of action studies are required such as the ones we carried out in this paper including detailed enzyme mechanism of inhibition studies, protein mass spectrometry and X-ray crystallography. Covalent strategies that target cysteine residues such as Cys387 of DprE1 are becoming increasingly popular in the pharmaceutical industry. Examples include irreversible as well as reversibly covalent warheads with prolonged and tunable residence times30,31. The availability of many potent reversible inhibitors of DprE1 suggests that engineering covalent warheads on these molecules to target Cys387 may be a promising future strategy to improve in vivo efficacy. This, however, requires structural information to inform on the locus of covalent attachment of the warhead on the molecules. Several crystal structures of DprE1 with inhibitors bound are available, most of which are covalent end-points including the five structures that we have determined in this study. To date, crystal structures with two classes of reversible inhibitors bound have been solved, TCA122 and carboxyquinoxalines26. Additional structures with other classes of reversible inhibitors bound would open up a robust structure-based drug design approach to covalent strategies.
In conclusion, the mechanism of action details that we have developed in this study will help with the identification of the next generation DprE1 inhibitors. The BTZs are a promising antitubercular series of compounds. However, the high attrition rate of candidate molecules in clinical trials requires the continuous identification of new leads. Although the BOZs examined in this study are significantly worse than the BTZs, an MIC of 300 nM in Mtb has been achieved for the case of 10 and in conjunction with other changes in the molecule, further improvements are possible. Our studies also suggest that the development of new mechanism-based DprE1 inhibitors that take advantage of the oxidation cycle of DprE1 such as the hydroxylamino-BTZs is possible and may prove to be a promising new avenue to identifying the next generation DprE1 inhibitors. Although spontaneous mutation of Cys387 to Ser/Gly has been documented4 in Mtb and will lead to resistance to any new covalent compound that targets Cys387, any new TB therapy will almost certainly involve multiple drugs with different modes of action in order to minimize resistance as much as possible.
Materials and Methods
Syntheses and characterization of the compounds, mass spectrometry experiments and additional tables and figures can be found in Supplementary Information.
Chemicals
All chemicals were purchased from Sigma Aldrich, Alfa Aesar, VWR, Carl Roth, Fisher Scientific or Acros Organics and were used without further purification. All organic solvents, piperidine, 2,6-dimethylpiperidine, and DIPEA were distilled prior to use and stored with molsieve 3 Å. All solids were dried in a glass oven (Büchi TO-51, Büchi Labortechnik, Flawil, Switzerland) at 60 °C, 20 mbar for 60–120 min prior to use. Glassware for reactions under argon atmosphere were oven-dried at 100 °C for 2 h prior to use, evacuated and flushed with argon immediately. The process of evacuation and argon flushing was repeated for 3–5 times.
Chromatography
Analytical thin layer chromatography (TLC) was performed on Merck silica gel 60 F254 precoated plates (Merck KGaA, Darmstadt, Germany) and visualized using an UV lamp (254 nm) or I2 stain. For flash chromatography, Merck silica gel 60 (40–63 µm) was suspended in an appropriate eluent, poured into glass columns and equilibrated with two column volumes of eluent. Compound was dissolved in 2 ml eluent and applied to the column or mixed with Celite 545 and acetone, the solvent evaporated and the residual celite-compound mixture applied as solid onto the flash column. Elution from flash chromatography columns was isocratic or using a gradient depending on the compound (see Supplementary Information).
NMR spectrometry
NMR spectra were recorded on a Varian Inova 500 MHz (now Agilent Technologies, Böblingen, Germany) or Agilent Technologies VNMRS 400 MHz NMR spectrometers. Chemical shifts (δ) are reported in parts per million (ppm) relative to the residual protons of the deuterated solvent (chloroform δ 7.26, methanol δ 3.31, acetone δ 2.04, DMSO δ 2.49). NMR peak multiplicities abbreviations are as follows: s –singlet, bs – broad singlet, d – doublet, dd – double doublet, ddd – double doublet of doublet, dt – doublet of triplet, t – triplet, q – quartet, m – multiplet and coupling constants (J) are given in Hertz (Hz). NMR spectra were analyzed using mestrec23.
Mass spectrometry
Electrospray ionization (ESI) mass spectra were recorded on a Thermo Finnigan Classic LCQ mass spectrometer (San Jose, California, USA). Samples were dissolved in an appropriate solvent and applied to the mass spectrometer via a syringe pump (injection volume 20 µl). The mass spectrometer settings were: capillary temperature 220 °C, voltage 4.5 kV, scanning range 50–2000 m/z. Electron impact (EI) mass spectra were recorded on an AMD 402 mass spctrometer (AMD Intectra GmbH, Harpstedt, Germany), with a medium ionization voltage of 70 eV.
Elemental analysis
Elemental analysis was performed on a Leco CHNS-932 elemental analyzer (Leco Corporation, St. Joseph, Michigan, USA) or an Elementar Vario EL elemental analyzer (Elementar Analysensysteme GmbH, Hanau, Germany).
Determination of compound solubility
Solubility of compounds was measured by Chemi-Luminescent Nitrogen Detection (CLND)32. 5 ml of 10 mM DMSO stock solutions of compounds were diluted to 100 ml with phosphate buffered saline (PBS), pH 7.4, equilibrated for 1 hour at room temperature and filtered through Millipore Multiscreen HTS-PCF filter plates (MSSL BPC) prior to analysis by CLND.
Determination of Minimal Inhibitory Concentration (MIC)
MIC values for M. tuberculosis H37Rv and M. vaccae 10760 were determined as described previously33,34.
DprE1 (Mtb) enzyme assays
The DprE1 enzyme assay has been described previously10. Compounds were dispensed in a black 384-well low-volume microplate (Greiner Bio-One, Stonehouse, UK; catalog no. 784076) using a Hewlett Packard HP D300 digital dispenser (Tecan Group Ltd.). Substrate mix (5 µl) containing 1 mM farnesylphosphoryl-β-D-ribose (FPR) and 50 µM resazurin in assay buffer (50 mM Hepes pH 7.5, 100 mM NaCl, 100 µM Tween-20 and 2 µM flavin adenine dinucleotide (FAD) was then added (both are final assay concentrations). The reactions were initiated by adding enzyme mix (5 µl) containing 150 nM Mtb-DprE1 in assay buffer, and resorufin formation was monitored spectrofluorimetrically (λex = 530 nm, λem = 595 nm) using a Tecan Safire2 instrument (Tecan Group Ltd.).
Time courses were fitted to Eq. 1, where Ft and F0 are the fluorescence values at time, t and zero respectively, kobs is the observed rate of inactivation and A is the change in fluorescence from zero to infinite time.
1 |
Where kobs showed a linear dependence on the inhibitor concentration, the slope of such a relationship gave the second order rate constant of inactivation, kinact/Ki. Where kobs showed a hyperbolic dependence on the inhibitor concentration, I, the data were fitted to Eq. 2, where kinact is the rate constant of inactivation and Ki is dissociation constant of the inhibitor from the enzyme. For these cases, kinact/Ki was calculated by dividing kinact by Ki.
2 |
The IC50 values of Fig. 3 were obtained by fitting the dose-response curve data to Eq. 3, where v is the enzymatic rate of reaction at 10 min increments, a is the uninhibited value, d is the fully inhibited value, [I] is the inhibitor concentration, IC50 is the [I] that gives 1/2 × (a−d), and h is the Hill coefficient.
3 |
Protein crystallography
Crystallization
To protein at 35 mg/ml in 20 mM Tris-HCl, pH 8.4 buffer containing 10% glycerol, FPR substrate, FAD and ligand were all added to 5 mM final concentration. After the reaction at room temperature in excess of 1 h, samples were left for approximately 54 h at 4 °C and then brought back to room temperature before fast desalting using the Pharmacia spin column (pre-equilibrated with buffer containing 5 mM ligand). For complexes with compounds 1 and 2, the protein was then crystallized in 1 + 1 µl sitting microbatch drops using a footprint screen of PPG400 and 100 mM Imidazole buffer, pH 7.4, PPG range from 24 to 34%- repeated three times. All of the 1 + 1 µl drops were covered in silicon oil and incubated at room temperature. Crystals were frozen directly from micro batch with addition of add cryoprotectant. For compounds 5, 9 and 12, purified DprE1 was incubated with inhibitor (50 μM), FPR (100 μM) and 1 mM MgCl2 at 37 °C for 2 hours. Crystallization experiments were set up in a 96-well plate format using a TTP Labtech liquid handling system, pipetting drops of 150 nl protein (~35 mg/ml) +150 nl reservoir solution. The composition of the reservoir solution was 50 mM imidazole pH 7.0–7.5, 28–31% v/v PPG 400. Crystals were mounted directly from the drop into nylon loops and flash frozen in liquid nitrogen.
Data collection and refinement
Data from single frozen crystals were collected on ID29 at the European Synchrotron Radiation Facility, Grenoble and beamline I03 at Diamond Light Source, Didcot, UK. Data were reduced using XDS and scaled using SCALA (CCP4) or XSCALE35. All crystals were in space group P21 with 2 complexes of DprE1 bound to ligand in the ASU. The structures were phased by molecular replacement using a previously determined in house structure or PDB entry 4FDP15 as search models. Model building and refinement was performed using phenix.refine36, Coot37 and REFMAC38. Presence of ligand and covalent linkage to Cys387 was verified by unbiased Fo-Fc difference density maps phased using model coordinates prior to incorporation of the ligand in the model (Fig. 5). The covalency of the compounds was apparent by the contiguous density found between Cys387 and the nitrogen at the 8-position of the ligands. Data collection and refinement statistics are given in Table S3.
Electronic supplementary material
Acknowledgements
We acknowledge financial support within the funding programme Open Access Publishing by the German Research Foundation (DFG).
Author Contributions
Conceived and designed the experiments: A.R., I.R., U.M., K.V., C.C., O.P., M.R., A.M., R.B., L.B., S.B., N.V., K.F., G.B., P.I., A.A. Performed the experiments: A.R., I.R., O.S., M.R., S.B., K.F., A.A. Wrote the paper: A.R., K.F., P.I., A.A.
Competing Interests
The authors declare no competing interests.
Footnotes
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Peter Imming, Email: peter.imming@pharmazie.uni-halle.de.
Argyrides Argyrou, Email: argyrides.argyrou@astrazeneca.com.
Electronic supplementary material
Supplementary information accompanies this paper at 10.1038/s41598-018-31316-6.
References
- 1.Global Tuberculosis Report. (World Health Organization, 2017).
- 2.Zumla AI, et al. New antituberculosis drugs, regimens, and adjunct therapies: needs, advances, and future prospects. Lancet Infect Dis. 2014;14:327–340. doi: 10.1016/S1473-3099(13)70328-1. [DOI] [PubMed] [Google Scholar]
- 3.Mikušová K, Makarov V, Neres J. DprE1 – from the Discovery to the Promising Tuberculosis Drug Target. Curr. Pharm. Design. 2014;20:4249–4273. doi: 10.2174/138161282027140630122724. [DOI] [PubMed] [Google Scholar]
- 4.Makarov V, et al. Benzothiazinones kill Mycobacterium tuberculosis by blocking arabinan synthesis. Science. 2009;324:801–804. doi: 10.1126/science.1171583. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Mikušová K, et al. Decaprenylphosphoryl arabinofuranose, the donor of the D-arabinofuranosyl residues of mycobacterial arabinan, is formed via a two-step epimerization of decaprenylphosphoryl ribose. J Bacteriol. 2005;187:8020–8025. doi: 10.1128/JB.187.23.8020-8025.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Trefzer C, et al. Benzothiazinones: prodrugs that covalently modify the decaprenylphosphoryl-b-D-ribose 2’-epimerase DprE1 of Mycobacterium tuberculosis. J Am Chem Soc. 2010;132:13663–13665. doi: 10.1021/ja106357w. [DOI] [PubMed] [Google Scholar]
- 7.Trefzer C, et al. Benzothiazinones are suicide inhibitors of mycobacterial decaprenylphosphoryl-b-D-ribofuranose 2′-oxidase DprE1. J Am Chem Soc. 2012;134:912–915. doi: 10.1021/ja211042r. [DOI] [PubMed] [Google Scholar]
- 8.Foo CS, et al. Characterization of DprE1-Mediated Benzothiazinone Resistance in Mycobacterium tuberculosis. Antimicrob Agents Chemother. 2016;60:6451–6459. doi: 10.1128/AAC.01523-16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Neres J, et al. Structural basis for benzothiazinone-mediated killing of Mycobacterium tuberculosis. Sci Transl Med. 2012;4:150ra121. doi: 10.1126/scitranslmed.3004395. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Batt SM, et al. Whole Cell Target Engagement Identifies Novel Inhibitors of Mycobacterium tuberculosis Decaprenylphosphoryl-b-D-ribose Oxidase. ACS. Infect Dis. 2015;1:615–626. doi: 10.1021/acsinfecdis.5b00065. [DOI] [PubMed] [Google Scholar]
- 11.Karoli T, et al. Identification of antitubercular benzothiazinone compounds by ligand-based design. J Med Chem. 2012;55:7940–7944. doi: 10.1021/jm3008882. [DOI] [PubMed] [Google Scholar]
- 12.Gao C, et al. Synthesis and structure-activity relationships evaluation of benzothiazinone derivatives as potential anti-tubercular agents. Bioorg Med Chem Lett. 2013;23:4919–4922. doi: 10.1016/j.bmcl.2013.06.069. [DOI] [PubMed] [Google Scholar]
- 13.Rudolph, I., Richter, A. & Imming, P. Antimycobakteriell wirksame Substanzen, Verfahren zu ihrer Herstellung und deren Verwendung German Patent Application, AKZ10 2014 012 546.7 (2014)
- 14.Makarov V, et al. Towards a new combination therapy for tuberculosis with next generation benzothiazinones. EMBO Mol Med. 2014;6:372–383. doi: 10.1002/emmm.201303575. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Batt SM, et al. Structural basis of inhibition of Mycobacterium tuberculosis DprE1 by benzothiazinone inhibitors. Proc Natl Acad Sci USA. 2012;109:11354–11359. doi: 10.1073/pnas.1205735109. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Davey MH, Lee VY, Miller RD, Marks TJ. Synthesis of Aryl Nitroso Derivatives by tert-Butyl Hypochlorite Oxidation in Homogeneous Media. Intermediates for the Preparation of High-Hyperpolarizability Chromophore Skeletons. J Org Chem. 1999;64:4976–4979. doi: 10.1021/jo990235x. [DOI] [PubMed] [Google Scholar]
- 17.Tiwari R, et al. Thiolates chemically induce redox activation of BTZ043 and related potent nitroaromatic anti-tuberculosis agents. J Am Chem Soc. 2013;135:3539–3549. doi: 10.1021/ja311058q. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Copeland, R. A. Irreversible Enzyme Inactivators. In Evaluation of enzyme inhibitors in Drug Discovery: A Guide for Medicinal Chemists and Pharmacologists 214–248 (John Wiley & Sons Inc, Hoboken, N. J. USA, 2005). [PubMed]
- 19.Copeland, R. A. Tight Binding Inhibition. in Evaluation of enzyme inhibitors in Drug Discovery: A Guide for Medicinal Chemists and Pharmacologists 178–213 (John Wiley & Sons Inc, Hoboken, N. J. USA, 2005). [PubMed]
- 20.Möllmann, U., Makarov, V. & Cole, S. T. New antimicrobial compounds, their synthesis and their use for treatment of mammalian infection. Germany, WO2009010163A1 (2009)
- 21.Makarov, V. & Cole, S. T. 2-Piperazin-1-yl-4H-1,3-benzothiazin-4-one derivatives and their use for treatment of mammalian infections. Germany, WO2012066518A1 (2012).
- 22.Wang F, et al. Identification of a small molecule with activity against drug-resistant and persistent tuberculosis. Proc Natl Acad Sci USA. 2013;110:E2510–2517. doi: 10.1073/pnas.1309171110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Chatterji M, et al. 1,4-azaindole, a potential drug candidate for treatment of tuberculosis. Antimicrob Agents Chemother. 2014;58:5325–5331. doi: 10.1128/AAC.03233-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Shirude PS, et al. Lead optimization of 1,4-azaindoles as antimycobacterial agents. J Med Chem. 2014;57:5728–5737. doi: 10.1021/jm500571f. [DOI] [PubMed] [Google Scholar]
- 25.Makarov V, et al. The 8-Pyrrole-Benzothiazinones Are Noncovalent Inhibitors of DprE1 from Mycobacterium tuberculosis. Antimicrob Agents Chemother. 2015;59:4446–4452. doi: 10.1128/AAC.00778-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Neres J, et al. 2-Carboxyquinoxalines kill Mycobacterium tuberculosis through noncovalent inhibition of DprE1. ACS Chem Biol. 2015;10:705–714. doi: 10.1021/cb5007163. [DOI] [PubMed] [Google Scholar]
- 27.Piton J, Foo CS, Cole ST. Structural studies of Mycobacterium tuberculosis DprE1 interacting with its inhibitors. Drug Discov Today. 2017;22:526–533. doi: 10.1016/j.drudis.2016.09.014. [DOI] [PubMed] [Google Scholar]
- 28.Lechartier B, Rybniker J, Zumla A, Cole ST. Tuberculosis drug discovery in the post-post-genomic era. EMBO Mol Med. 2014;6:158–168. doi: 10.1002/emmm.201201772. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Brecik M, et al. DprE1 Is a Vulnerable Tuberculosis Drug Target Due to Its Cell Wall Localization. ACS Chem Biol. 2015;10:1631–1636. doi: 10.1021/acschembio.5b00237. [DOI] [PubMed] [Google Scholar]
- 30.Bradshaw JM, et al. Prolonged and tunable residence time using reversible covalent kinase inhibitors. Nat Chem Biol. 2015;11:525–531. doi: 10.1038/nchembio.1817. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Hallenbeck KK, Turner DM, Renslo AR, Arkin MR. Targeting Non-Catalytic Cysteine Residues Through Structure-Guided Drug Discovery. Curr Top Med Chem. 2017;17:4–15. doi: 10.2174/1568026616666160719163839. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Bhattachar SN, Wesley JA, Seadeek C. Evaluation of the chemiluminescent nitrogen detector for solubility determinations to support drug discovery. J Pharm Biomed Anal. 2006;41:152–157. doi: 10.1016/j.jpba.2005.11.009. [DOI] [PubMed] [Google Scholar]
- 33.Laqua K, et al. Synthesis, antimycobacterial activity and influence on mycobacterial InhA and PknB of 12-membered cyclodepsipeptides. Bioorg Med Chem. 2018;26:3166–3190. doi: 10.1016/j.bmc.2018.04.045. [DOI] [PubMed] [Google Scholar]
- 34.Rullas J, et al. Fast standardized therapeutic-efficacy assay for drug discovery against tuberculosis. Antimicrob Agents Chemother. 2010;54:2262–2264. doi: 10.1128/AAC.01423-09. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Kabsch, W. X. Acta Crystallogr D Biol Crystallogr66, 125–132 (2010). [DOI] [PMC free article] [PubMed]
- 36.Adams PD, et al. Acta Crystallogr D Biol Crystallogr. 2010. PHENIX: a comprehensive Python-based system for macromolecular structure solution; pp. 213–221. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Emsley P, Cowtan K. Coot: model-building tools for molecular graphics. Acta Crystallogr D Biol Crystallogr. 2004;60:2126–2132. doi: 10.1107/S0907444904019158. [DOI] [PubMed] [Google Scholar]
- 38.Murshudov GN, Vagin AA, Dodson EJ. Refinement of macromolecular structures by the maximum-likelihood method. Acta Crystallogr D Biol Crystallogr. 1997;53:240–255. doi: 10.1107/S0907444996012255. [DOI] [PubMed] [Google Scholar]
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