Abstract
There is growing awareness of the link between drug-target residence time and in vivo drug activity, and there are increasing efforts to determine the molecular factors that control the lifetime of a drug-target complex. Rational alterations in drug-target residence time require knowledge of both the ground and transition states on the inhibition reaction coordinate, and we have determined the structure-kinetic relationship for 22 ethyl or hexyl substituted diphenyl ethers that are slow-binding inhibitors of bpFabI1, the enoyl-ACP reductase FabI1 from Burkholderia pseudomallei. Analysis of enzyme inhibition using a 2D-kinetic map demonstrates that the ethyl and hexyl diphenyl ethers fall into two distinct clusters. Modifications to the ethyl diphenyl ether B ring result in changes to both on and off-rates, where residence times of up to ~700 min (~11 h) are achieved by either ground state stabilization (PT444) or transition state destabilization (slower on-rate) (PT404). By contrast, modifications to the hexyl diphenyl ether B ring result in residence times of 300 min (~5 h) through changes in only ground state stabilization (PT119). Structural analysis of 9 enzyme:inhibitor complexes reveal that the variation in structure-kinetic relationships can be rationalized by structural rearrangements of bpFabI1 and subtle changes to the orientation of the inhibitor in the binding pocket. Finally, we demonstrate that three compounds with residence times on bpFabI1 of between 118 min (~2 h) and 670 min (~11 h) have in vivo efficacy in an acute B. pseudomallei murine infection model using the virulent B. pseudomallei strain Bp400.
Keywords: MUT056399, diphenyl ethers, enoyl-ACP reductase, Burkholderia pseudomallei, slow binding inhibitors
Graphical Abstract

INTRODUCTION
Melioidosis is a complex disease to treat due to its rapid progression and tendency to generate latent infections.1 One of the most severe manifestations of this disease is melioidosis septic shock, which is often associated with pneumonia and bacterial dissemination to distant sites.2 The etiologic agent of melioidosis is the Gram-negative soil-dwelling organism Burkholderia pseudomallei. Whilst B. pseudomallei is susceptible to therapeutics such as ceftazidime, chloramphenicol, doxycycline, amoxicillin-clavulanate, trimethoprim-sulphamethoxazole, ureidopenicillins and carbapenems, mortality is high because relapse often occurs.3–5 Moreover, antibiotic resistance mechanisms have been identified in B. pseudomallei including efflux from the cell, target mutation, target redundancy, exclusion from the cell and enzymatic inactivation.6 In addition, B. pseudomallei can potentially be used as a biowarfare agent, and is thus now classified as a Tier 1 Biological Select Agent or Toxin (BSAT) by the Centers for Disease Control and Prevention (CDC).5, 7 Consequently, there is a need to develop chemotherapeutics that can be used to treat B. pseudomallei infections.
Enzymes in the bacterial fatty acid biosynthesis (FAS) pathway are attractive antimicrobial targets because this pathway produces metabolic precursors for the bacterial phospholipid membrane that are essential for Gram-positive and Gram-negative bacteria survival, and also because there is low sequence homology and fundamental structural differences between the mammalian FAS (FAS-I) and bacterial FAS (FAS-II) systems.8, 9 In this regard, inhibitor discovery programs have focused primarily on the NAD(P)H-dependent enoyl-ACP reductase (ENR) which catalyzes the last reaction in the FAS-II elongation cycle and which is targeted by antibacterial agents including the diazaborines, triclosan and isoniazid (Scheme 1).10–14
Scheme 1.

Reaction catalyzed by the enoyl-ACP reductase (ENR).
We have previously characterized the ENR isoforms FabI1, FabI2 and FabV in B. pseudomallei and demonstrated that FabI1 (herein bpFabI1) was the transcriptionally active and clinically relevant FabI isoform.15–17 We also showed that diphenyl ethers, analogues of the broad-spectrum inhibitor triclosan (Figure 1A), were potent low nM slow binding inhibitors of bpFabI1 with antibacterial activity against B. pseudomallei. These diphenyl ethers were found to preferentially bind to the enzyme-NAD+ product complex, as observed for the inhibition of FabI enzymes from other species by similar analogues.11, 15, 18, 19 In a second study, we confirmed that the inhibition of bpFabI1 with the diphenyl ether PT01 reduced bacterial burden and achieved efficacy in an acute B. pseudomallei murine model of infection.16
Figure 1. One and two-step kinetic mechanisms for enzyme inhibition and slow binding FabI inhibitors.
A) The three possible mechanisms (A, B and C) for slow binding inhibition. B) Triclosan is a broad-spectrum inhibitor that targets the FabI enoyl-ACP reductase, C) The FabI-specific inhibitor MUT056399.25–27
Although we previously identified time dependent diphenyl ether inhibitors of bpFabI1, we did not determine the precise mechanism of inhibition. Diphenyl ether inhibitors of the FabI enzymes from other pathogens follow either a one-step mechanism (Figure 1, Mechanism A), or an induced-fit, two-step slow binding mechanism (Figure 1, Mechanism B).20–23 Since the inhibitor concentration is not constant in vivo, the rates of formation and breakdown of the enzyme-inhibitor complex are critical factors that may influence in vivo activity.24 Thus, there is a strong need to understand enzyme-inhibitor association and dissociation kinetics at the molecular level so that this information can be used to optimize target engagement under fluctuating drug concentrations.
In this study, we performed an extensive analysis of bpFabI1-diphenyl ether binding kinetics and extended our structure-kinetic relationship (SKR) to include a potent anti-staphylococcal clinical candidate developed by Mutabilis, MUT056399, which is a FabI-specific diphenyl ether inhibitor (Figure 1B).25, 26 Using kinetic and structural studies, we identified substituents on the inhibitor B-ring that affect the transition and ground state energies on the inhibition reaction coordinate. Using this information, we were able to increase the residence time of diphenyl ethers on bpFabI1 from 12 to ~700 min. Many of the diphenyl ethers in this study with a 5-ethyl substituent had antibacterial activity in the virulent efflux-compromised B. pseudomallei strain Bp400, and three diphenyl ethers reduced bacterial burden in an acute B. pseudomallei mouse model of infection.
METHODS
Materials
Luria-Bertani (LB) Agar Miller and Mueller-Hinton broth were purchased from BD. BALB/c female mice were obtained from Charles River Laboratories. His-bind Ni2+-NTA resin was purchased from Invitrogen. Crotonyl coenzyme A (crot-CoA) was purchased from Sigma-Aldrich. MUT056399 was a kind gift from Anacor Pharmaceuticals. All other chemical reagents were obtained from Fisher.
Expression and purification of bpFabI1
An expression plasmid for the B. pseudomallei FabI1 enoyl-ACP reductase was available from previous studies, in which a His-tag was encoded at the C terminus of bpFabI1.15 Protein expression and purification for bpFabI1 were performed as previously reported.15, 17, 28 The protein purity was verified by a 15 % SDS-PAGE gel, which indicated an apparent molecular weight of ~28 kDa. The concentration of bpFabI1 was spectrophotometrically determined using an extinction coefficient of 13,490 M−1 cm−1. This value was calculated from the primary sequence of the protein using the ExPASy ProtParam tool.
Crystallization and structure determination of the bpFabI1 ternary inhibitor complexes
Solutions of bpFabI1 (0.34 to 1.02 mM) were incubated on ice for 1 h with a 10-fold molar excess of cofactor and a 10- to 100-fold molar excess of inhibitor from a 100 mg/mL stock solution in DMSO (TCL, PT01, PT12, PT405, PT412), resulting in a final DMSO content of ≈ 5 – 15 %; or the inhibitor was directly added as a pure solid (PT02, PT401, PT404, PT408). Subsequently the protein solution was centrifuged for 20 min at 16000 × g and 4 °C. The bpFabI-NAD+-inhibitor complexes were then crystallized by hanging-drop vapor diffusion at 20 °C. Crystals of the [bpFabI·NAD+·PT12], [bpFabI·NAD+·PT404], [bpFabI·NAD+·PT405] and [bpFabI·NAD+·PT408] complexes were obtained in 0.1 M Bis-Tris/HCl, pH 6.5 and 20 to 30 % PEG 400 (v/v). The [bpFabI·NAD+·PT01], [bpFabI·NAD+·PT401] and [bpFabI·NAD+·PT412] crystals were obtained from 0.1 M Bis-Tris/HCl, pH 6.5 and 26 to 36 % PEG 300 (v/v) as precipitant. Crystals of both the bpFabI-PT02 and triclosan (TCL) complexes grew in a mixture of 8 % PEG 1000 (w/v) and 8 % PEG 8000 (w/v). All crystals were then transferred to a cryoprotectant containing the mother liquor with elevated PEG concentrations and 10 – 25 % of glycerol.
Data sets were collected at beamline ID29 at the ESRF,29 at beamline MX 14.1 at the BESSY,30 or at an in-house X-ray facility. The data sets were integrated with XDS31 or Mosflm32 and scaled in Scala33, 34 or Aimless.35 The structures were solved by molecular replacement with Phaser36 utilizing either the apo structure of bpFabI1 (PDB entry 3EK2), or the complex structure of bpFabI1 with PT155 (PDB entry 4BKU) as search model. Models were initially revised and adapted in Coot,37 and subsequently refined using Refmac38 or Phenix.39, 40 Data collection and refinement statistics are given in Table S1. Figures were prepared using the program PyMOL.41 The structure factors and coordinates for apo bpFabI1 and the bpFabI-NAD+-inhibitor ternary complexes have been deposited in the Protein Data Bank with the codes 5I7E (apo), 5IFL (TCL), 5I7S (PT01), 5I7V (PT02), 5I8Z (PT12), 5I8W (PT401), 5I9L (PT404), 5I7F (PT405), 5I9M (PT408), and 5I9N (PT412).
Synthesis of diphenyl ethers
The diphenyl ether compounds PT04, PT12, PT70, PT91, PT113, PT119, PT403, PT404, PT411, PT412, PT417, and PT443 were available from former studies and PT405 was synthesized as previously described.20, 25, 28, 42–44 PT400, PT401, PT406, PT407, PT408, PT409, and PT444 were synthesized as described in the supplement.
Inhibition kinetics
Slow-onset inhibition kinetics were monitored at 340 nm on a Cary 100 spectrophotometer (Varian) at 25 °C in 30 mM PIPES buffer pH 8.0 containing 150 mM NaCl and 1.0 mM EDTA. The reactions were initiated by the addition of enzyme (8 nM) to a mixture containing glycerol (8 % v/v), bovine serum albumin (0.1 mg/mL), DMSO (2 % v/v), crot-CoA (750 μM), NADH (250 μM), NAD+ (200 μM) and inhibitor (0–8000 nM). All reactions were monitored until the steady-state was reached, indicated by the linearity of the progress curve. Low enzyme and high substrate concentrations ensured substrate depletion would not significantly affect the reaction rates, such that in the absence of inhibitor the progress curves were linear for over a period of 30 min.21, 45, 46
Data were globally fit to the Morrison and Walsh integrated rate equation (Equation 1),47 where At and A0 are the absorbance at time t and 0, vi and vs are the initial and steady-state velocities, and kobs is the observed pseudo-first rate order constant for the approach to steady-state. Inhibition dissociation constants (Kiapp and Ki*app) were subsequently obtained from Equations 2–3 where vi = v0 for a one-step slow binding model (Figure 1, Mechanism A) and Equations 4–6 for a two-step slow binding model (Figure 1, Mechanism B). The parameters v0 and [I] are the uninhibited reaction velocity and the inhibitor concentration, respectively. The reverse rate constant for enzyme inhibition is k4 for a one-step model and the rate constant for conversion of EI* to EI is k6 for the two-step model. The parameters k4 or k6 are assumed to be the rate limiting step for recovery of active enzyme, and thus the residence time of the inhibitor on the enzyme (tR) is the reciprocal of k4 or k6.
| (Equation 1) |
| (Equation 2) |
| (Equation 3) |
| (Equation 4) |
| (Equation 5) |
| (Equation 6) |
Minimum inhibitory concentration (MIC) determination
B. pseudomallei 1026b (efflux-proficient) and B. pseudomallei Bp400 (1026b Δ[bpeAB-oprB] Δ[amrAB-oprA]) were grown to an OD600 of 0.6. Samples were then stored at −80 °C in 10 % glycerol and used as standard bacterial stocks. For each analysis, bacteria were freshly prepared by growth from the standard stocks on Luria-Bertani (LB) Agar Miller plates for 48–72 h at 37 °C. Bacteria recovered from the LB plates were used to inoculate 10 mL of LB Broth. Broth cultures were then incubated for 18 h at 37 °C, diluted 1:100 and incubated for an additional 6 h at 37 °C. Bacteria were further diluted to a concentration of 1 × 106 colony forming units (CFU) per mL in cation-adjusted Mueller-Hinton broth (CAMHB) and 50 μL aliquots were added to each well in the test plate. For MIC determinations, compounds were added to a 96-well plate starting at 256 μg/mL and serially diluted 1:2 until a final concentration of 0.125 μg/mL in CAMHB was obtained. The plates were incubated at 37 °C for 18 h and the MIC was determined by the lowest inhibitor concentration to inhibit visible bacterial growth.
Evaluation of efficacy in an acute B. pseudomallei mouse model of infection
Five to six week old BALB/c female mice were challenged by intranasal infection with 5,000 CFU/mouse of B. pseudomallei Bp400 (1026b Δ[amrAB-oprA] Δ[bpeAB-oprB]).48 Animals were anesthetized with a mixture of 100 mg/kg ketamine and 10 mg/kg xylazine delivered intraperitoneally. Bacteria were diluted in PBS to achieve an inoculum concentration of 2.5 × 105 CFU/mL. This inoculum was then delivered dropwise in alternating nostrils. Ceftazidime was formulated in PBS and test compounds in a lipid-based delivery system as previously described.17 Compounds were delivered intraperitoneally, b.i.d. (twice daily) starting at the time of infection. The number of viable bacteria in the lung and spleen was determined at 60 h post-infection by plating serial 10-fold dilutions of homogenates on LB agar and incubation for 48 h at 37 °C. The bacterial burden was assessed and difference in group means was determined using a one-way analysis of variance (ANOVA) followed by Tukey’s multiple comparisons test. The significance was determined by a P value < 0.05.
RESULTS
FabI was initially revealed to be a target for the broad spectrum biocide triclosan by McMurry et al who discovered that triclosan-resistant E. coli strains had mutations in the fabI gene.49 Shortly thereafter, Heath et al demonstrated that 2-hydroxydiphenyl ethers, including triclosan, directly inhibited FabI enzyme activity,50 and triclosan was then shown to be a slow, tight binding inhibitor of E. coli FabI (ecFabI), binding preferentially to the E-NAD+ complex (Ki 7 pM).13, 18, 27, 45, 51 Subsequently, a number of groups including our own have synthesized series of diphenyl ether-based compounds to explore the structural determinants of FabI inhibition in E. coli19, 52 and in other bacteria, such as Plasmodium falciparum,52 S. aureus,21, 53, 54 M. tuberculosis,20, 55, 56 and F. tularensis.57
Previously we demonstrated that the diphenyl ether class of compounds also inhibited the bpFabI1 homolog in B. pseudomallei and that selected compounds had nM K1 values and displayed time-dependent enzyme inhibition.15, 17 The bpFabI1 inhibitors were shown to have antibacterial activity against B. pseudomallei both in vitro (0.5–4 μg/mL) and in vivo, consistent with the knowledge that bpFabI1 is essential.16 In the present work, we have performed a detailed structure-kinetic analysis to identify substituents on the diphenyl ether skeleton that modulate time-dependent inhibition. This work has concentrated primarily on two compound series, one based on the Mutabilis clinical candidate with fluoro and ethyl substituents on the A ring, and the second with a hexyl substituent on the A ring. We also report additional in vivo efficacy studies with a subset of the diphenyl ethers.
Mechanism of inhibition
The inhibition constants and kinetic parameters for 22 triclosan analogues are given in Table 1. The progress curve data have been analyzed by Equation 1 to give values for kobs, vi, and vs, which have subsequently been analyzed by Equations 2–3. All progress curves resulting from the inhibition studies displayed curvature characteristic of slow binding kinetics (Figure 2A).
Table 1.
Kinetic and thermodynamic parameters for inhibitors of bpFabI1.a
| Compound | Structure | Ki app(nM)b | k3app (M−1s−1)c | k4 (min−1)b | tR (min)d | MIC (mg/L) | |
|---|---|---|---|---|---|---|---|
|
| |||||||
| Bp400 | Bp1026b | ||||||
| Triclosan |
|
32 ± 0 | 3.25 × 104 | 0.062 ± 0.001 | 16 ± 0 | 0.09 | 1.12 |
| PT443 |
|
1 ± 0 | 1.42 × 105 | 0.0085 ± 0 | 118 ± 0 | 16 | 128 |
|
| |||||||
| Derivatives with 5-ethyl substituents | |||||||
|
| |||||||
| MUT056399 |
|
405 ± 2 | 3.33 × 103 | 0.081 ± 0 | 12 ± 0 | 16 | >128 |
| PT01 |
|
32 ± 1 | 2.82 × 104 | 0.054 ± 0.002 | 19 ± 1 | 16 | 64 |
| PT411 |
|
31 ± 0 | 2.80 × 104 | 0.052 ± 0 | 19 ± 1 | 16 | 128 |
| PT405 |
|
4 ± 0 | 1.67 × 104 | 0.0040 ± 0 | 250 ± 1 | 16 | >128 |
| PT406 |
|
3 ± 0 | 1.56 × 104 | 0.0028 ± 0.0001 | 357 ± 6 | 8 | 128 |
| PT412 |
|
58 ± 2 | 1.83 × 103 | 0.0064 ± 0.0003 | 156 ± 7 | 16 | >128 |
| PT407 |
|
156 ± 0 | 4.38 × 103 | 0.041 ± 0 | 24 ± 0 | 8 | 128 |
| PT403 |
|
32 ± 0 | 1.30 × 104 | 0.025 ± 0 | 40 ± 0 | 16 | >128 |
| PT404 |
|
153 ± 0 | 1.53 × 102 e | 0.0014 ± 0.0005e | 713 ± 25e | 4 | >128 |
| PT408 |
|
55 ± 0 | 2.78 × 103 | 0.0092 ± 0.0001 | 109 ± 1 | >128 | >128 |
| PT444 |
|
0.51 ± 0.01 | 4.90 × 104 | 0.0015 ± 0 | 667 ± 9 | 8 | 128 |
| PT409 |
|
44 ± 0 | 6.43 × 103 | 0.017 ± 0 | 59 ± 0 | 16 | 128 |
|
| |||||||
| Derivatives with 5-hexyl substituents | |||||||
|
| |||||||
| PT04 |
|
138 ± 3 | 6.65 × 103 | 0.055 ± 0 | 18 ± 0 | >128 | >128 |
| PT113 |
|
105 ± 0 | 1.75 × 103 | 0.011 ± 0 | 91 ± 0 | >128 | >128 |
| PT91 |
|
25 ± 0 | 3.73 × 103 | 0.0056 ± 0.0001 | 179 ± 2 | >128 | >128 |
| PT119 |
|
15 ± 0 | 3.67 × 103 | 0.0033 ± 0 | 303 ± 1 | >128 | >128 |
| PT70 |
|
48 ± 0 | 2.57 × 103 | 0.0074 ± 0 | 135 ± 1 | >128 | >128 |
| PT12 |
|
158 ± 0 | 3.07 × 103 | 0.029 ± 0 | 34 ± 0 | >128 | >128 |
| PT400 |
|
1134 ± 5 | 7.05 × 102 | 0.048 ± 0.001 | 21 ± 0 | >128 | >128 |
| PT401 |
|
55 ± 1 | 1.39 × 103 | 0.0046 ± 0.0001 | 217 ± 2 | >128 | >128 |
| PT417 |
|
130 ± 2 | 8.85 × 102 | 0.0069 ± 0.0001 | 145 ± 2 | >128 | >128 |
Parameters were determined using 8 nM enzyme, 0.75 mM crotonyl-CoA, 0.25 mM NADH and 0.20 mM NAD+ at fixed inhibitor concentrations (0–8 μM).
All datasets at fixed inhibitor concentrations were globally fit to Equation 1. vs and kobs are defined by Equations 2–3 with vi = v0.
Calculated using k3app = k4/Kiapp.
Calculated using tR =1/k4.
Values reported using a direct dissociation method developed by Yu et. al.28
Figure 2. Representative data for the time-dependent inhibition of bpFabI1.
(A) Progress curves for bpFabI1 inhibition by PT12. The experimental data (●) were globally fit to Equation 1 generating the solid lines (R2 = 0.98). (B) Plot of the pseudo-first order rate constant (kobs) as a function of inhibitor concentration (●). Curve fitting gave the solid line (R2 = 0.99). Inhibition parameters for each compound are summarized in Table 1.
In principal, slow-onset inhibition can arise from one of three kinetic mechanisms (Figure 1),47, 58, 59 a one-step model in which formation of the final EI inhibitor complex occurs slowly without any stable intermediate (Figure 1, Mechanism A), and the induced-fit or conformational selection two-step models. For the induced-fit model, a slow conformational rearrangement occurs to form a more stable EI* complex after the rapid formation of EI (Figure 1, Mechanism B). In contrast, the conformational selection model involves the slow interconversion of two forms of the enzyme, only one of which is capable of binding the inhibitor (Figure 1, Mechanism C). To determine the mechanism of slow binding inhibition for this subset of diphenyl ethers, kobs was plotted as a function of inhibitor concentration (Figure 2B). A positive linear fit was observed for all the compounds, which is typically a characteristic of a one-step mechanism, and the increasing kobs at higher ligand concentrations unambiguously rules out the possibility of a conformational selection mechanism (Figure 1, Mechanism C).60 We subsequently analyzed the inhibition data using both the one-step and two-step induced fit models and found that all datasets fit globally to the one-step model (Table S2). In some cases, we obtained a better fit for the two-step model (P < 0.0001), however, Kiapp ≫ Ki*,app by 15 to >100 fold with the exception of PT411 and MUT056399 (6-fold). To further analyze the mechanism of inhibition, we studied X-ray structural data for 9 enzyme:inhibitor complexes. As we show below, bpFabI1 inhibitor complexes can populate structures in which the substrate binding loop (SBL) is either in an open or a closed conformation. Such structural rearrangements have been observed previously for InhA, the FabI from M. tuberculosis, where there is clear evidence for a two-step binding mechanism (Mechanism B) in which the open conformation is EI and closed conformation is EI*.20, 22, 61 Thus, our working hypothesis for bpFabI1 is that inhibition follows a special case of two-step mechanism that is kinetically indistinguishable from the one-step mechanism, similar to saFabI,21, 23 in which EI* is much lower in free energy than EI and the initial formation of EI cannot be detected at low inhibitor concentrations. Moreover, our results suggest that the detailed underlying mechanism for enzyme inhibition may be more complicated and suggest that the association and dissociation rates that are shown in Table 1 can be thought of as macroscopic rate constants of a multistep process. Therefore, we give values for both the residence time (1/k4) and the overall on-rate (k3) in Table 1, and as the discussion unfolds, we find that the on-rate can be used to formulate explicit structure-kinetic relationships for bpFabI1 inhibition.
Structure-kinetic analysis of bpFabI1 inhibition
Fluoro-ethyl A ring Diphenyl Ethers
MUT056399 is a diphenyl ether with potent activity towards several pathogens including S. aureus.25, 26 We first quantified the inhibition of bpFabI1 by MUT056399 and found that it had a Kiapp of 405 nM and tR of 12 min (Table 1). Compared to the inhibition of bpFabI1 by triclosan, MUT056399 binds significantly (~13-fold) less potently (Kiapp 405 nM v 32 nM for triclosan), but with a tR value that is only ~1.3-fold smaller (12 v 16 min for triclosan), despite the significant differences in diphenyl ether substitution pattern for the two compounds: MUT056399 has both fluoro and ethyl-substituents on the A-ring, and o-fluoro and p-amide substituents on the B-ring whereas triclosan has an A-ring p-chloro and B-ring o- and p-chloro substituents. We thus set out to evaluate the contributions of the MUT056399 substituents to bpFabI1 binding and have analyzed enzyme inhibition by a series of ethyl diphenyl ethers with a variety of substitution patterns. PT01, which has only an ethyl substituent on the A ring, inhibits bpFabI1 with a Kiapp of 32 nM and tR of 19 min. Addition of a fluoro group to the A ring of PT01 results in PT411, in which the inhibition parameters Kiapp, k3app and k4 were unaffected. Addition of an o-fluoro group to the B ring of PT411 gave PT405, which has a higher affinity (Kiapp 4 nM) and longer residence time (tR 250 min). The B ring of PT411 was further modified to give PT406 (o-chloro), PT412 (o-nitro), PT407 (p-nitro), PT403 (o-chloro and p-amino), PT404 (o-chloro and p-nitro) and PT408 (methyl-pyridine ring). Compounds with the highest affinity contained less bulky or medium sized substituents at the ortho position (i.e. fluoro or chloro). Also, the k3app was notably reduced by the addition of both ortho and para substituents to the B ring. Therefore, we conclude that retaining or slightly increasing the halogen size of the ortho substituent and replacing the para amide substituent with a nitro group can increase the residence time of MUT056399 on bpFabI1.
Hexyl A ring
Previously we reported that the hexyl diphenyl ether PT70 was a slow tight-binding inhibitor of InhA, the FabI from M. tuberculosis.20 To examine the ability of hexyl diphenyl ethers to inhibit bpFabI1 we compared the binding of several analogs to the enzyme. This included PT04, which lacks substituents on the B ring, as well as PT113 (o-F), PT91 (o-Cl), PT119 (o-CN), PT70 (o-CH3) and PT12 (p-NO2). We found that the compounds with the highest affinities had the lowest dissociation rates and little on-rate variability. For example, the B ring cyano (PT119) has the longest residence time of ~300 min and a Kiapp of 15 nM. This effect is also seen when the same substituent is added to PT01 (tR 19 min) to generate PT444 (tR ~670 min).
We also compared the impact of introducing an A-ring fluoro substituent into the hexyl-substituted diphenyl ethers. Examination of the data reveals that PT400 (empty B-ring), PT401 (B ring o-CH3) and PT417 (B ring o-Cl) have different kinetic parameters for bpFabI inhibition compared to the corresponding analogs that lack an A ring fluorine (PT04, PT70 and PT91). In general, the introduction of a fluoro group on the A ring led to slower association rates from 103 to 102 M−1s−1. The slower association rate for PT400 led to a weaker affinity for bpFabI1 compared to PT04 yet the rate of dissociation was unaffected. Similarly, the dissociation rates for PT417 and PT91 were comparable although the A ring fluoro substituent reduced the association rate and weakened the affinity for the enzyme. In contrast, the o-CH3 group on the B ring compensated for the slower association rate, so that PT401 bound to the enzyme with similar affinity to the parent compound. Therefore, we conclude that the A ring fluoro substituent plays a significant role in governing enzyme affinity as well as the on rate for the hexyl-substituted diphenyl ethers, however B ring modifications may offset the changes in binding resulting in comparable dissociation rates.
Diphenyl Ether Kinetic Optimization
The overall association and dissociation kinetics for the ethyl and hexyl diphenyl ethers were analyzed using a 2D-kinetic map, in which the combinations of these rates that result in the same Ki values are represented as diagonal lines (Figure 3). Inhibitors with the highest affinity and longest residence time, such as PT444, are found in the lower right quadrant (IV), having high association and low dissociation rate constants. However, it is also possible to obtain long residence time inhibitors, such as PT404, by reduction in the association rate constant and without changing thermodynamic affinity. Such compounds are found in the lower left quadrant (III) of the plot with k3 values ranging between 102 and 104 M−1s−1. These results reveal that we are able to moderately shift the on-rate kinetics of the analogs into the ideal ‘sweet spot’ (103 and 105 M−1s−1) recently reported by Schoop and Dey to be the most attractive range to generate residence times of multiple hours without requiring sub-nM affinity of the inhibitors for the enzyme.62
Figure 3. 2D-Kinetic map for the diphenyl ether inhibitors of bpFabI1.
The 2D plot enables the structure-kinetic relationship (SKR) for bpFabI1 to be visualized. On-rate (k3) and off-rate (k4) data are plotted for the A-ring ethyl (dark blue) and hexyl (light blue) diphenyl ethers. Combinations of k3 and k4 values that result in the same Ki value are represented as diagonal lines. PT443 and triclosan are shown in green. The diphenyl ethers segregate into four distinct quadrants. Quadrant I: shorter residence time inhibitors with sub- to low nM affinity. Quadrant II: shorter residence time inhibitors with high to sub-nM affinity. Quadrant III: longer residence time inhibitors with high to sub-nM affinity. Quadrant IV: longer residence time inhibitors with low nM affinity.
Interestingly, the kinetic map revealed that the off-rate correlates better with affinity for the hexyl-substituted diphenyl ethers, while the on-rates remain almost constant. By contrast, a broader range of on-rates was observed for the ethyl-substituted diphenyl ethers. Both trends were observed whether or not the fluoro group was present on the A-ring. These results indicate that an increase in residence time within a compound series can occur either by increase in affinity or by reduction in k3.
Structural elements and key residues found in bpFabI1-inhibitor ternary complexes
Induced-fit ligand binding and the role of F203 in inhibitor binding
In a search for a molecular understanding of enzyme inhibition, ternary inhibitor complexes of bpFabI1 (bpFabI-NAD+-inhibitor) were determined for 9 substituted diphenyl ethers as well as the apo bpFabI1 structure. Structural studies revealed that α-helix 6 (residues T194-G199) of the bpFabI1 substrate binding loop (SBL) becomes ordered and undergoes closure upon ligand binding. This loop is found in a similar closed conformation for all bpFabI1-inhibitor complexes including those formed by triclosan (TCL), PT01, PT02, PT12, PT401, PT404, PT405, PT408, and PT412. In crystal structures containing more than one monomer in the asymmetric unit (e.g. PT02, PT405, PT408, TCL) the inhibitor is present in each subunit and the corresponding SBL displays an identical conformation in all of the subunits. The closed conformation for all bpFabI1-inhibitor complexes is distinctly different from the open SBL conformation found in the apo bpFabI1 structure and the recently published structure of 4-pyridone inhibitor PT155 in complex with bpFabI1 (PDB entry 4BKU) (Figure 4A). PT155 is a rapid reversible inhibitor of bpFabI1 displaying mixed inhibition with respect to trans-2-octenoyl-CoA (Ki 130 nM, α 0.48, Figure S1). Thus, these results are consistent with previous studies in which a closed SBL conformation has been observed for structures of ENRs from other bacteria in complex with slow binding inhibitors.20, 23, 63–65
Figure 4. Substrate-binding loop conformations for the bpFabI1-inhibitor ternary complexes.
The figure shows the influence of inhibitor substituents on the orientation of F203. (A) The substrate-binding loop (SBL) of bpFabI1 forms a closed conformation in the diphenyl ether inhibitor-bound bpFabI1 complexes, while this loop is found in an open conformation in the apo-form (purple) and in the complex with rapid reversible 4-pyridone inhibitor PT155 (dark blue, PDB entry 4BKU). (B–D) Substituents at the 4-position alter the interaction of the diphenyl ethers with residue F203. The 4-F group of PT404 (red), PT405 (magenta), and PT412 (orange) participate in halogen-bonding interactions (B). Diphenyl ethers lacking a substituent at the 4-position, such as triclosan (purple), PT01 (light green) and PT02 (cyan), participate in van-der-Waals interactions (C). The presence of a 4-methyl substituent on PT155 (dark blue) leads to an approximate 90°-flip of the aromatic ring plane of F203, which consequently engages in C-H----π interactions with the methyl group. The steric requirements of the flipped residue results in A197 being pushed further out of the binding pocket to avoid a steric clash, resulting in a more open SBL conformation compared to the PT02 (cyan) complex (D). The orientation of I200 is influenced by the chain length of the 5-position A-ring acyl group, where longer chains require a slightly more open SBL conformation as shown in E for PT401 (yellow), PT155 (dark blue) and PT12 (light pink) complexes compared to the PT01 complex (light green). The loops in question are shown in colored cartoon representation. Interaction distances are represented by yellow dashes. Residues, inhibitors and cofactors are shown as sticks.
F203 plays a key role in stabilizing the ternary inhibitor complexes of bpFabI1 for both rapid reversible and slow binding inhibitors, in which its steric bulk may influence the open and closed SBL conformations. F203 was found to occupy the space in the apo-form of bpFabI1 where A197 of α-helix 6 in the inhibitor-bound (closed) form is located. Ligand binding causes a rotation of the ring plane of F203 towards L207, thus flanking the hydrophobic pocket to accommodate the 5-alkyl substituents. For the 4-F diphenyl ethers, potential C-H----F halogen-bonding interactions can be observed between the 4-F substituent and the hydrogen of the aromatic system of F203 with Cε,F203 – FC4,PT distances ranging from ≈ 3.0 Å to 3.5 Å (Figure 4B). However, the interactions between F203 and the A-ring display a larger hydrophobic component for inhibitors lacking a substituent at the 4-position, with Cε,F203 – C4inhibitor distances of about 4 Å, and in which the side chain of F203 is slightly more oriented towards the interior of the substrate-binding pocket (Figure 4C). In contrast, the 4-CH3 group of PT155 causes the ring plane of F203 to be perpendicular relative to the planes observed in the other bpFabI-NAD+-inhibitor structures, generating C-H----π interaction distances of 3.4 Å to 4.1 Å from the center of the ring plane to the 4-CH3 group of PT155 (Figure 4D). As a consequence, A197 is forced out of the binding pocket to avoid a steric clash with F203, leading to a more open SBL conformation when PT155 is bound. These results indicate the enzyme inhibition modulates the position of the SBL, and providing direct insight into the structural changes that accompany the induced-fit slow binding mechanism.
Flexibility of the closed SBL _ENREF_39
The 2D-kinetic plot indicates that ethyl-substituted diphenyl ethers have a broader range of on-rates compared to the hexyl-substituted diphenyl ethers. To provide a structural basis for the modulation in on-rate, we analyzed the precise conformation of the SBL in the enzyme:inhibitor complexes. Comparative analysis revealed that residues S198 – K201, located in the loop between α-helix 6 and α-helix 7 of the SBL, have moved slightly further away from the substrate binding pocket in the ternary PT12 and PT401 complexes, reaching a maximum Cα-distance at the position of L201 ranging from 1.9 to 4.1 Å, compared to the other inhibitor structures. Owing to the fact that both inhibitors contain a 5-hexyl substituent on the inhibitor A-ring, this movement is related to the spatial requirements to accommodate longer alkyl chains and I200 shifts out of the substrate-binding pocket by 1.8 – 3.0 Å (Figure 4E). This observation coincides with previous structural studies of ecFabI in complex with a 2-pyridone inhibitor, CG400549, in which I200 in ecFabI (corresponding to bpFabI1 position 200) was shown to restrict the available space for compounds containing large 5-position substituents.66 Thus, longer alkyl (hexyl-) chains require a slightly more open SBL conformation compared to inhibitors containing only a short alkyl (ethyl- or propyl-) substituent at this position. These results indicate a less flexible binding mode for the hexyl-substituted diphenyl ethers within the substrate-binding pocket, coinciding with the observed kinetic behavior of low on-rate variability on the 2D-kinetic map.
Interaction patterns between the B ring substituents and the substrate-binding pocket
Modifications on the B ring of diphenyl ethers may also result in changes to either the on or off-rates, which can lead to long residence times by ground state stabilization or transition state destabilization. To explore structural elements that can help distinguish between these mechanisms, we evaluated the orientation of the diphenyl ether B ring, and interaction patterns between the B-ring substituents and the substrate-binding pocket. In general, the B-ring of 4′-unsubstituted inhibitors forms van-der-Waals contacts with M159 and is oriented away from the SBL residues, with C4′inhibitor – C7agr;, A196-distances ranging from 5.7 to 6.2 Å (Figure 5A). In contrast, the B-ring planes for 4′-substituted inhibitors shift slightly closer to the side chains of the SBL residues (5.1 to 5.4 Å) in order to accommodate spatial requirements within the upper part of the substrate-binding pocket created by interactions between the SBL and residues F94/A95. Taken together with the kinetic data, the movement of the B-ring plane in the 4′-substituted inhibitor:enzyme complexes correlates with the slower on-rates and higher/lower affinities for the ethyl-substituted diphenyl ethers (Table 1). Although the 4′-substituted inhibitors have lower affinities compared to the 4′-unsubstituted inhibitors, there are well-defined subtle differences in interaction patterns to stabilize inhibitor-binding. For instance, the 4′-NO2 group of PT404 may participate in a water-bridged hydrogen-bond network with the side chain of R97 and the carbonyl of G93, and an even more extensive network can also be observed for PT12 (Figure 5B–C). Due to this network, R97 can only be oriented towards the inhibitor leading to a structure that resembling a lid on top of the binding-pocket if the SBL is fully closed, whereas it would clash in the apo-state and ternary PT155 complex. These interactions of the 4′-NO2 group may contribute significantly to the stabilization of inhibitor-binding and the structural elements provide insights into the observed kinetic behavior of slower on-rates.
Figure 5. Binding modes of different 2′ and/or 4′-substituted bpFabI1 inhibitors.
(A) The B ring planes for the 4′-substituted inhibitors were compared with 4′-unsubstituted inhibitors, here using the example of PT01 (light green) and PT404 (red). For the 4′-substituted inhibitors, the B ring planes shift closer to the side chains of the SBL residues (magenta) in which the C4′inhibitor – Cα, A196-distances range from 5.1 to 5.4 Å. However, the C4′inhibitor – Cα, A196-distances range increases (5.7 to 6.2 Å) for the B rings of 4′-unsubstituted inhibitors as the B rings establish van-der-Waals contacts with M159 (dark cyan). The 4′-NO2 group may participate in a water-bridged hydrogen-bond network with the side chain of R97 and the carbonyl of G93, as observed for PT404 (B) and PT12 (C), which displays an additional water-bridged hydrogen-bond with the carbonyl of A196. (D–F) Substituents at the 2′-position can participate in both polar and nonpolar interactions. The 2′-Cl of PT404 (D, red space filling) fills a cavity between the SBL residue A196 and the opposing G93, and this cavity is partially filled with a 2′-F substituent as observed for PT405 (E, magenta, space filling). (F) One of the oxygens from the 2′-NO2 group of PT412 forms a hydrogen-bond with the 2′-OH group of the nicotinamide ribose and there is no available hydrogen-bond donor from bpFabI1 to interact with the other oxygen. Interaction distances are represented by dashes and residues, inhibitors and cofactors are shown as sticks.
Compounds with substituents at the 2′-position display higher affinities for bpFabI1, unlike the 4′-substituted inhibitors, through favorable interactions with A196 of the bpFabI1 SBL. The orientation of the 2′-Cl substituents of PT404 and TCL are more likely to form favorable hydrophobic contacts with A196 of the SBL. Inhibitor PT405 (2′-F) assumes a similar orientation as the compounds with a 2′-Cl substituent, and due to its smaller van-der-Waals radius it fills the cavity between the SBL residue A196 and the opposing G93 to a lesser extent (Figure 5D–E). However, the nature of interaction between A196 and the 2′-F may differ compared to compounds with a 2′-Cl because the electronegativity of F is higher than that of Cl and the F – Cβ distance in the PT405 structure ranges between 3.3 and 3.5 Å. Thus, the 2′-F group may have characteristics of a CH---F hydrogen bond in contrast to the rather hydrophobic nature which it would have with a 2′-Cl substituent. Nevertheless, a halogen group at the 2′-position is thermodynamically favorable with no significant change in on-rate, as observed for PT411, PT405, and PT406 where Kiapp is reduced from 31 to 3 nM. In contrast, the nitro group of PT412 at the 2′-position is faced with a less advantageous, rather hydrophobic surrounding. Although a hydrogen-bond with the 2′-OH group of the nicotinamide ribose can be formed by one of the oxygens from PT412, no hydrogen-bond donor from bpFabI1 is available in a favorable position (Figure 5F). This structural observation coincides with kinetic data in which little to no difference in Kiapp was observed between PT411 and PT412 (31 to 59 nM), however Kiapp can be significantly improved by replacement with a 2′-CN group as observed for PT443 and PT444 (0.5 to 1 nM). The interaction patterns that are observed between substituents at the 2′-position and bpFabI1 residues or NAD+ supports ground state stabilization effects.
Most diphenyl ethers displayed a resistance index against Bp400
The antimicrobial activity was evaluated for each compound against the efflux competent strain B. pseudomallei 1026b and the efflux mutant strain B. pseudomallei Bp400 (1026b Δ[bpeAB-oprB] Δ[amrAB-oprA]) (Table 1). In general, the minimum inhibitory concentration (MIC) values for triclosan-based analogues ranged between 64 and >128 mg/L in Bp1026b. These MIC values were at least 2-4 fold higher in comparison to triclosan (30 mg/L).15 In contrast, only compounds with 5-ethyl substituents displayed improved antimicrobial activity against an efflux-compromised B. pseudomallei strain, ranging between 4 and 16 mg/L with an average resistance index of ~12-fold. PT404 had the maximum resistance index against Bp400 of 32-fold and PT01 had the minimum resistance index against Bp400 of 4-fold. The MIC values for PT408 and all diphenyl ethers with 5-hexyl substituents remained >128 mg/L against Bp400.
Selected diphenyl ethers demonstrate in vivo efficacy in acute B. pseudomallei infection animal model
The efficacies of long residence time inhibitors PT443 (tR 118 min), PT405 (tR 250 min), and PT444 (tR 670 min) were evaluated in the acute B. pseudomallei animal model using the virulent B. pseudomallei strain Bp400 (Figure 6). Mice were challenged with 5000 CFU and the bacterial burden was assessed at 60 h post infection in lung and spleen homogenate.
Figure 6. Bacterial burden in mouse lung (A) and spleen (B) at 60 h post infection.
The mean of each group was plotted and error bars indicating +/− standard deviation. Significance was determined by one-way ANOVA and Tukey’s multiple comparison post-test (*** P <0.001; **** P <0.0001). Dotted line represents limit of detection.
The efficacies of these compounds were measured against an untreated control group and a positive control treated with 200 mg/kg ceftazidime. Tested compounds showed a significant decrease in bacterial burden in the spleen, which is used to determine efficacy in the acute model of disease because it provides information about disease progression and dissemination—both factors of disease relapse. All three inhibitors demonstrated better efficacy than previous generations of diphenyl ethers such as PT01, PT52 and PT68 that were found to reduce bacterial burden in the spleen between 1.1–1.4 Log10 CFU/mL.16, 17 PT405 showed a modest improvement in reduction (P <0.001) of 1.69 Log10 CFU/mL, and PT443 and PT444 significantly (P <0.001) reduced the bacterial burden even more by a factor of 2.48 and 2.26 Log10 CFU/mL.
DISCUSSION
Previously we demonstrated that diphenyl ether inhibitors of bpFabI1 had in vitro and in vivo antibacterial activity against B. pseudomallei, consistent with the observation that bpFabI1 was essential for bacterial growth.16, 17 Although these initial studies revealed that some diphenyl ethers displayed slow binding behavior, the mechanism of bpFabI1 inhibition was not reported at that time. Given the potential importance of both on and off-rates for governing in vivo drug pharmacology, we have now expanded our analysis of bpFabI1 inhibition in an attempt to provide a foundation for the rational optimization of drug-target kinetics in this system.60, 67, 68
The diphenyl ethers generally bind to the E-NAD+ FabI product complex. In Figure 7A, we show the free energy profile of the binding reaction coordinate for the interaction of inhibitors with the bpFabI-NAD+ complex. This analysis enables us to distinguish ground and transition state contributions to the residence time observed for each compound. For the 5-ethyl substituted diphenyl ethers, we can see that residence time can be modulated either by effects on the ground state, transition state or both relative to PT01 (Figure 7B). Similarly, modulations were also observed for the ground and transition state contributions for each compound with a 5-hexyl substituent relative to PT04 (Figure 7C). In general, little to no difference in residence time was observed for compounds that exhibited transition and ground state destabilization to the same extent, such as MUT056399 and PT407 compared to PT01. In contrast, differential effects on the transition and ground states were observed for the other compounds and their contributions to residence time were driven predominantly by either ground state destabilization, ground state stabilization or transition state destabilization. Long residence times can therefore be rationalized by improvement of affinity through ground state stabilization, as seen with compounds PT444 and PT119, or by transition state destabilization, as seen with compounds PT404 and PT417.
Figure 7. Free energy profile for bpFabI1-diphenyl ether interactions.
(A) The diphenyl ether inhibitors of bpFabI1 display a special case of the two-step induced-fit slow binding mechanism that is kinetically indistinguishable from a one-step mechanism, and in which k3 and k4 define the respective overall apparent association and dissociation rate constants for the formation and dissociation of EI, and Ki is the dissociation constant of EI. A decrease in k4 (increase in residence time) can occur either by an increase in barrier height (transition state (TS) destabilization) or an increase stability of EI (ground state (GS) stabilization) (red line). In order to depict the relative contribution that changes in GS and TS stability play to the residence time of each inhibitor, we calculated the change in GS and TS free energy relative to either PT01 or PT04. For compound x the change in GS free energy at 298 K is given by ΔGGS= −RTln(Ki(X)/Ki(PT01)) and the change in TS free energy is given by ΔGTS = −RT(ln(Ki(PT01)/Ki(X))−ln(k4(PT01)/k4(X))). (B) For the 5-ethyl substituted diphenyl ethers, the change in free energy was calculated relative to PT01. (C) For the 5-hexyl substituted diphenyl ethers, the change in free energy was calculated relative to PT04. GS contributions are shown in blue, in which positive values indicate GS stabilization relative to the standard state and negative values indicate GS destabilization. TS contributions are shown in red, in which positive values indicate TS destabilization and negative values indicate TS stabilization relative to the standard state.
Structural studies suggest that stabilization of the ground state can occur through the introduction of nonpolar substituents at the 2′-position, which can interact with nonpolar amino acids nearby the SBL. For instance, the introduction of halogen groups at the 2′-position (2′-F, PT405 and 2′-Cl, PT406 and PT91) can partially or completely fill a cavity between A196 and G93 (Figure 5D–E). The replacement of the halogen group at this position with a nitrile (PT119, PT443 and PT444) can also stabilize the ground state, presumably because the 2′-CN substituent may form a hydrogen-bond with the 2′-OH group of the nicotinamide ribose. Nevertheless, due to the relatively long distances between the 2′-substituents and the 2′-OH of the nicotinamide ribose observed in the structures, ranging from 3.5 – 3.8 Å, and unfavorable angles, this interaction might have a rather weak character. Interestingly, the distances and angles between the 2′-substituent and the 2′-OH of the nicotinamide ribose improve for 4′-substituted inhibitors, e.g. TCL and PT404, since the B-ring planes are oriented differently within the substrate-binding pocket. By contrast, although one of the oxygens from the 2′-NO2 found in PT409 and PT412 can form a hydrogen-bond with the 2′-OH group of the nicotinamide ribose, there are no available hydrogen-bond donors from bpFabI1 to interact with the other oxygen from the NO2 group (Figure 5F). Thus, this less-than-optimal interaction does not significantly affect the ground state compared to PT01, yet it results in a destabilization of the transition state plausibly because the 2′-NO2 is positioned in a less favorable, hydrophobic environment. Moreover, replacement of the 2′-NO2 with a 2′-CH3 (PT70, PT401 and PT408) may compliment this hydrophobic environment, however, the CH3 group is still more sterically demanding than the favored small halogen groups and thus the transition state is destabilized.
While the substituents at the 2′-position may contribute to ground and transition state stabilization, substituents at the 4′-position predominantly alter the transition state. Structural studies revealed that the B-ring planes for 4′-substituted inhibitors shift closer to the side chains of the SBL residues in order to accommodate spatial requirements within the upper part of the substrate-binding pocket created between the SBL and residues F94/A95. These differences in the diphenyl ether skeleton are relevant to the B ring planes for PT12, PT403 and PT404 and such structural rearrangements may also result in a destabilization in transition state.
Owing to the fact that k3 is related to the difference in free energy between the ground and transition states on the binding coordinate, the evaluation of k3 values can be used to further understand how transition state energies can be modulated to optimize residence time. The relationship between incremental changes to the diphenyl ether skeleton and its kinetic behavior was evaluated using a 2D-kinetic map (Figure 3).62, 69 The 2D-kinetic plot revealed that the overall improvement of residence time for the hexyl-substituted diphenyl ethers was achieved by affinity gain while there was a low variability in the corresponding on-rates. This may be due to a lack of flexible binding modes for compounds with longer alkyl groups, in which hexyl diphenyl ethers require a slightly more open SBL conformation in the loop region between α-helices 6 and 7 compared to diphenyl ethers with shorter alkyl substituents at this position (Figure 4A). These results are also consistent with the observation that ethyl-substituted diphenyl ethers exhibited a broader range of on-rate variability, in which k3 was a much more important contributor to residence time.
To provide a starting point for correlating drug-target kinetics with antibacterial activity, we determined the in vitro activity of all compounds against wild-type and a pump mutant strain of B. pseudomallei and analyzed the in vivo efficacy of three compounds with significant residence times (PT405, PT443, and PT444) against efflux-compromised B. pseudomallei Bp400. Whilst none of the hexyl diphenyl ethers demonstrated antibacterial activity towards either Bp400 or the efflux competent strain Bp1026b, all the ethyl-substituted analogs except PT408 had MIC values of 4–16 mg/L towards Bp400. The MIC values of the ethyl analogs increased to ≥ 128 mg/L for Bp1026b demonstrating that they were efficiently effluxed by this strain of B. pseudomallei. In those cases where circumvention of the efflux pumps showed improved antibacterial activity, there was, however, no observable correlation between MIC values and residence time. This is not surprising since MIC values are obtained at constant drug concentration whereas residence time is a kinetic parameter that is more likely to impact time-dependent antibacterial activity. We then analyzed the in vivo efficacy of three compounds with measurable MIC values against Bp400 in an animal model of infection, and treatment with PT405, PT443, and PT444 was found to cause a 1.7–2.5 log10 reduction of bacterial burden in the spleens of the infected animals. The observed efficacy is consistent with our previous reports with this series of compounds,16, 17 substantiating the importance of bpFabI as a clinically relevant molecular target for the development of novel agents to treat B. pseudomallei infection. Although PT405, PT443, and PT444 have residence times that range from 2–11 h at 25°C, all had similar levels of activity in the animal model of infection. Thus, at this stage it is not possible to draw any conclusions about the relationship between residence time and efficacy in this system. Future studies will aim to explore this relationship by determining the time-dependent in vivo activity (in vivo post-antibiotic effect) of selected compounds and including drug pharmacokinetics in models that relate time-dependent target engagement to drug activity.70, 71
Supplementary Material
Acknowledgments
FUNDING SUPPORT
This work was supported in part by the National Institutes of Health (grants GM102864, AI044639, and AI070383 to P.J.T.) and by the Deutsche Forschungsgemeinschaft (grants SFB630 and Forschungszentrum FZ82 to C.K.). C.N. was supported by the Chemical-Biology Interface Training Program grant (NIH T32GM092714) and SUNY LSAMP Bridge to the Doctorate (BD) Cohort at Stony Brook (NSF HRD0929353). In addition, support was provided from the shared instrumentation grant, NIH/NCRR 1 S10 RR023680-1.
We thank the staff of BL 14.1 at BESSYII, Berlin and ID29 of the ESRF, Grenoble for technical support, along with Dr. Béla Ruzsicka from the Institute of Chemical Biology and Drug Discovery for mass spectroscopy instrumentation.
Footnotes
Supporting information contains supplemental tables, figures and synthetic details. This material is available free of charge via the Internet at http://pubs.acs.org.
References
- 1.Wuthiekanun V, Peacock SJ. Management of melioidosis. Expert Rev Anti Infect Ther. 2006;4:445–455. doi: 10.1586/14787210.4.3.445. [DOI] [PubMed] [Google Scholar]
- 2.Wiersinga WJ, van der Poll T, White NJ, Day NP, Peacock SJ. Melioidosis: insights into the pathogenicity of Burkholderia pseudomallei. Nat Rev Microbiol. 2006;4:272–282. doi: 10.1038/nrmicro1385. [DOI] [PubMed] [Google Scholar]
- 3.White NJ. Melioidosis. Lancet. 2003;361:1715–1722. doi: 10.1016/s0140-6736(03)13374-0. [DOI] [PubMed] [Google Scholar]
- 4.Cheng AC, Currie BJ. Melioidosis: Epidemiology, pathophysiology, and management. Clin Microbiol Rev. 2005;18:383–+. doi: 10.1128/CMR.18.2.383-416.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Gilad J, Harary I, Dushnitsky T, Schwartz D, Amsalem Y. Burkholderia mallei and Burkholderia pseudomallei as bioterrorism agents: National aspects of emergency preparedness. Israel Med Assoc J. 2007;9:499–503. [PubMed] [Google Scholar]
- 6.Schweizer HP. Mechanisms of antibiotic resistance in Burkholderia pseudomallei: implications for treatment of melioidosis. Future Microbiol. 2012;7:1389–1399. doi: 10.2217/fmb.12.116. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Rotz LD, Khan AS, Lillibridge SR, Ostroff SM, Hughes JM. Public health assessment of potential biological terrorism agents. Emerg Infect Dis. 2002;8:225–230. doi: 10.3201/eid0802.010164. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Campbell JW, Cronan JE., Jr Bacterial fatty acid biosynthesis: targets for antibacterial drug discovery. Annu Rev Microbiol. 2001;55:305–332. doi: 10.1146/annurev.micro.55.1.305. [DOI] [PubMed] [Google Scholar]
- 9.Parsons JB, Rock CO. Is bacterial fatty acid synthesis a valid target for antibacterial drug discovery? Curr Opin Microbiol. 2011;14:544–549. doi: 10.1016/j.mib.2011.07.029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Baldock C, Rafferty JB, Sedelnikova SE, Baker PJ, Stuitje AR, Slabas AR, Hawkes TR, Rice DW. A mechanism of drug action revealed by structural studies of enoyl reductase. Science. 1996;274:2107–2110. doi: 10.1126/science.274.5295.2107. [DOI] [PubMed] [Google Scholar]
- 11.Lu H, Tonge PJ. Inhibitors of FabI, an enzyme drug target in the bacterial fatty acid biosynthesis pathway. Acc Chem Res. 2008;41:11–20. doi: 10.1021/ar700156e. [DOI] [PubMed] [Google Scholar]
- 12.Banerjee A, Dubnau E, Quemard A, Balasubramanian V, Um KS, Wilson T, Collins D, de Lisle G, Jacobs WR., Jr inhA, a gene encoding a target for isoniazid and ethionamide in Mycobacterium tuberculosis. Science. 1994;263:227–230. doi: 10.1126/science.8284673. [DOI] [PubMed] [Google Scholar]
- 13.Levy CW, Roujeinikova A, Sedelnikova S, Baker PJ, Stuitje AR, Slabas AR, Rice DW, Rafferty JB. Molecular basis of triclosan activity. Nature. 1999;398:383–384. doi: 10.1038/18803. [DOI] [PubMed] [Google Scholar]
- 14.Zhang YM, White SW, Rock CO. Inhibiting bacterial fatty acid synthesis. J Biol Chem. 2006;281:17541–17544. doi: 10.1074/jbc.R600004200. [DOI] [PubMed] [Google Scholar]
- 15.Liu N, Cummings JE, England K, Slayden RA, Tonge PJ. Mechanism and inhibition of the FabI enoyl–ACP reductase from Burkholderia pseudomallei. J Antimicrob Chemother. 2011;66:564–573. doi: 10.1093/jac/dkq509. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Cummings JE, Kingry LC, Rholl DA, Schweizer HP, Tonge PJ, Slayden RA. The Burkholderia pseudomallei enoyl-acyl carrier protein reductase FabI1 is essential for in vivo growth and is the target of a novel chemotherapeutic with efficacy. Antimicrob Agents Chemother. 2014;58:931–935. doi: 10.1128/AAC.00176-13. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Cummings JE, Beaupre AJ, Knudson SE, Liu N, Yu W, Neckles C, Wang H, Khanna A, Bommineni GR, Trunck LA, Schweizer HP, Tonge PJ, Slayden RA. Substituted diphenyl ethers as a novel chemotherapeutic platform against Burkholderia pseudomallei. Antimicrob Agents Chemother. 2014;58:1646–1651. doi: 10.1128/AAC.02296-13. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Stewart MJ, Parikh S, Xiao GP, Tonge PJ, Kisker C. Structural basis and mechanism of enoyl reductase inhibition by triclosan. J Mol Biol. 1999;290:859–865. doi: 10.1006/jmbi.1999.2907. [DOI] [PubMed] [Google Scholar]
- 19.Sivaraman S, Sullivan TJ, Johnson F, Novichenok P, Cui GL, Simmerling C, Tonge PJ. Inhibition of the bacterial enoyl reductase FabI by triclosan: A structure-reactivity analysis of FabI inhibition by triclosan analogues. J Med Chem. 2004;47:509–518. doi: 10.1021/jm030182i. [DOI] [PubMed] [Google Scholar]
- 20.Luckner SR, Liu N, am Ende CW, Tonge PJ, Kisker C. A slow, tight binding inhibitor of InhA, the enoyl-acyl carrier protein reductase from Mycobacterium tuberculosis. J Biol Chem. 2010;285:14330–14337. doi: 10.1074/jbc.M109.090373. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Chang A, Schiebel J, Yu WX, Bommineni GR, Pan P, Baxter MV, Khanna A, Sotriffer CA, Kisker C, Tonge PJ. Rational Optimization of Drug-Target Residence Time: Insights from Inhibitor Binding to the Staphylococcus aureus Fabl Enzyme-Product Complex. Biochemistry. 2013;52:4217–4228. doi: 10.1021/bi400413c. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Lai CT, Li HJ, Yu W, Shah S, Bommineni GR, Perrone V, Garcia-Diaz M, Tonge PJ, Simmerling C. Rational Modulation of the Induced-Fit Conformational Change for Slow-Onset Inhibition in Mycobacterium tuberculosis InhA. Biochemistry. 2015;54:4683–4691. doi: 10.1021/acs.biochem.5b00284. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Schiebel J, Chang A, Lu H, Baxter MV, Tonge PJ, Kisker C. Staphylococcus aureus FabI: inhibition, substrate recognition, and potential implications for in vivo essentiality. Structure. 2012;20:802–813. doi: 10.1016/j.str.2012.03.013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Lu H, Tonge PJ. Drug-target residence time: critical information for lead optimization. Curr Opin Chem Biol. 2010;14:467–474. doi: 10.1016/j.cbpa.2010.06.176. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Gerusz V, Denis A, Faivre F, Bonvin Y, Oxoby M, Briet S, LeFralliec G, Oliveira C, Desroy N, Raymond C, Peltier L, Moreau F, Escaich S, Vongsouthi V, Floquet S, Drocourt E, Walton A, Prouvensier L, Saccomani M, Durant L, Genevard JM, Sam-Sambo V, Soulama-Mouze C. From triclosan toward the clinic: discovery of nonbiocidal, potent FabI inhibitors for the treatment of resistant bacteria. J Med Chem. 2012;55:9914–9928. doi: 10.1021/jm301113w. [DOI] [PubMed] [Google Scholar]
- 26.Escaich S, Prouvensier L, Saccomani M, Durant L, Oxoby M, Gerusz V, Moreau F, Vongsouthi V, Maher K, Morrissey I, Soulama-Mouze C. The MUT056399 Inhibitor of FabI Is a New Antistaphylococcal Compound. Antimicrob Agents Chemother. 2011;55:4692–4697. doi: 10.1128/AAC.01248-10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Heath RJ, Rubin JR, Holland DR, Zhang E, Snow ME, Rock CO. Mechanism of triclosan inhibition of bacterial fatty acid synthesis. J Biol Chem. 1999;274:11110–11114. doi: 10.1074/jbc.274.16.11110. [DOI] [PubMed] [Google Scholar]
- 28.Yu W, Neckles C, Chang A, Bommineni GR, Spagnuolo L, Zhang Z, Liu N, Lai C, Truglio J, Tonge PJ. A [(32)P]NAD(+)-based method to identify and quantitate long residence time enoyl-acyl carrier protein reductase inhibitors. Anal Biochem. 2015;474:40–49. doi: 10.1016/j.ab.2014.12.022. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.de Sanctis D, Beteva A, Caserotto H, Dobias F, Gabadinho J, Giraud T, Gobbo A, Guijarro M, Lentini M, Lavault B, Mairs T, McSweeney S, Petitdemange S, Rey-Bakaikoa V, Surr J, Theveneau P, Leonard GA, Mueller-Dieckmann C. ID29: a high-intensity highly automated ESRF beamline for macromolecular crystallography experiments exploiting anomalous scattering. J Synchrotron Radiat. 2012;19:455–461. doi: 10.1107/S0909049512009715. [DOI] [PubMed] [Google Scholar]
- 30.Mueller U, Darowski N, Fuchs MR, Forster R, Hellmig M, Paithankar KS, Puhringer S, Steffien M, Zocher G, Weiss MS. Facilities for macromolecular crystallography at the Helmholtz-Zentrum Berlin. J Synchrotron Radiat. 2012;19:442–449. doi: 10.1107/S0909049512006395. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Kabsch W. Xds. Acta Crystallogr D Biol Crystallogr. 2010;66:125–132. doi: 10.1107/S0907444909047337. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Leslie AGW. Recent changes to the MOSFLM package for processing film and image plate data. Joint CCP4 + ESF-EAMCB Newsletter on Protein Crystallography. 1992;26 [Google Scholar]
- 33.CCP4. CCP4 (Collaborative Computational Project, Number 4) The CCP4 suite: programs for protein crystallography. Acta Crystallogr D Biol Crystallogr. 1994;50:760–763. doi: 10.1107/S0907444994003112. [DOI] [PubMed] [Google Scholar]
- 34.Evans P. Scaling and assessment of data quality. Acta Crystallogr D Biol Crystallogr. 2006;62:72–82. doi: 10.1107/S0907444905036693. [DOI] [PubMed] [Google Scholar]
- 35.Evans PR, Murshudov GN. How good are my data and what is the resolution? Acta Crystallogr D. 2013;69:1204–1214. doi: 10.1107/S0907444913000061. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.McCoy AJ, Grosse-Kunstleve RW, Adams PD, Winn MD, Storoni LC, Read RJ. Phaser crystallographic software. J Appl Crystallogr. 2007;40:658–674. doi: 10.1107/S0021889807021206. [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, Skubak P, Lebedev AA, Pannu NS, Steiner RA, Nicholls RA, Winn MD, Long F, Vagin AA. REFMAC5 for the refinement of macromolecular crystal structures. Acta Crystallogr D Biol Crystallogr. 2011;67:355–367. doi: 10.1107/S0907444911001314. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Adams PD, Afonine PV, Bunkoczi G, Chen VB, Davis IW, Echols N, Headd JJ, Hung LW, Kapral GJ, Grosse-Kunstleve RW, McCoy AJ, Moriarty NW, Oeffner R, Read RJ, Richardson DC, Richardson JS, Terwilliger TC, Zwart PH. PHENIX: a comprehensive Python-based system for macromolecular structure solution. Acta Crystallogr D Biol Crystallogr. 2010;66:213–221. doi: 10.1107/S0907444909052925. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Afonine PV, Grosse-Kunstleve RW, Echols N, Headd JJ, Moriarty NW, Mustyakimov M, Terwilliger TC, Urzhumtsev A, Zwart PH, Adams PD. Towards automated crystallographic structure refinement with phenix refine. Acta Crystallogr D Biol Crystallogr. 2012;68:352–367. doi: 10.1107/S0907444912001308. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Schrödinger L. The PyMOL Molecular Graphics System, Version 1.8 ed. [Google Scholar]
- 42.Pan P, Knudson SE, Bommineni GR, Li HJ, Lai CT, Liu N, Garcia-Diaz M, Simmerling C, Patil SS, Slayden RA, Tonge PJ. Time-dependent diaryl ether inhibitors of InhA: structure-activity relationship studies of enzyme inhibition, antibacterial activity, and in vivo efficacy. ChemMedChem. 2014;9:776–791. doi: 10.1002/cmdc.201300429. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Chang A, Schiebel J, Yu W, Bommineni GR, Pan P, Baxter MV, Khanna A, Sotriffer CA, Kisker C, Tonge PJ. Rational optimization of drug-target residence time: insights from inhibitor binding to the Staphylococcus aureus FabI enzyme-product complex. Biochemistry. 2013;52:4217–4228. doi: 10.1021/bi400413c. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.am Ende CW, Knudson SE, Liu N, Childs J, Sullivan TJ, Boyne M, Xu H, Gegina Y, Knudson DL, Johnson F, Peloquin CA, Slayden RA, Tonge PJ. Synthesis and in vitro antimycobacterial activity of B-ring modified diaryl ether InhA inhibitors. Bioorg Med Chem Lett. 2008;18:3029–3033. doi: 10.1016/j.bmcl.2008.04.038. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Ward WHJ, Holdgate GA, Rowsell S, McLean EG, Pauptit RA, Clayton E, Nichols WW, Colls JG, Minshull CA, Jude DA, Mistry A, Timms D, Camble R, Hales NJ, Britton CJ, Taylor IWF. Kinetic and structural characteristics of the inhibition of enoyl (acyl carrier protein) reductase by triclosan. Biochemistry. 1999;38:12514–12525. doi: 10.1021/bi9907779. [DOI] [PubMed] [Google Scholar]
- 46.Kapoor M, Reddy CC, Krishnasastry MV, Surolia N, Surolia A. Slow-tight-binding inhibition of enoyl-acyl carrier protein reductase from Plasmodium falciparum by triclosan. Biochem J. 2004;381:719–724. doi: 10.1042/BJ20031821. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Morrison JF, Walsh CT. The behavior and significance of slow-binding enzyme inhibitors. Adv Enzymol Relat Areas Mol Biol. 1988;61:201–301. doi: 10.1002/9780470123072.ch5. [DOI] [PubMed] [Google Scholar]
- 48.Mima T, Schweizer HP. The BpeAB-OprB efflux pump of Burkholderia pseudomallei 1026b does not play a role in quorum sensing, virulence factor production, or extrusion of aminoglycosides but is a broad-spectrum drug efflux system. Antimicrob Agents Chemother. 2010;54:3113–3120. doi: 10.1128/AAC.01803-09. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.McMurry LM, Oethinger M, Levy SB. Triclosan targets lipid synthesis. Nature. 1998;394:531–532. doi: 10.1038/28970. [DOI] [PubMed] [Google Scholar]
- 50.Heath RJ, Yu YT, Shapiro MA, Olson E, Rock CO. Broad spectrum antimicrobial biocides target the FabI component of fatty acid synthesis. J Biol Chem. 1998;273:30316–30320. doi: 10.1074/jbc.273.46.30316. [DOI] [PubMed] [Google Scholar]
- 51.Sivaraman S, Zwahlen J, Bell AF, Hedstrom L, Tonge PJ. Structure-activity studies of the inhibition of FabI, the enoyl reductase from Escherichia coli, by triclosan: kinetic analysis of mutant FabIs. Biochemistry. 2003;42:4406–4413. doi: 10.1021/bi0300229. [DOI] [PubMed] [Google Scholar]
- 52.Chhibber M, Kumar G, Parasuraman P, Ramya TN, Surolia N, Surolia A. Novel diphenyl ethers: design, docking studies, synthesis and inhibition of enoyl ACP reductase of Plasmodium falciparum and Escherichia coli. Bioorg Med Chem. 2006;14:8086–8098. doi: 10.1016/j.bmc.2006.07.034. [DOI] [PubMed] [Google Scholar]
- 53.Xu H, Sullivan TJ, Sekiguchi J, Kirikae T, Ojima I, Stratton CF, Mao W, Rock FL, Alley MR, Johnson F, Walker SG, Tonge PJ. Mechanism and inhibition of saFabI, the enoyl reductase from Staphylococcus aureus. Biochemistry. 2008;47:4228–4236. doi: 10.1021/bi800023a. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Sun S, Canning CB, Bhargava K, Sun X, Zhu W, Zhou N, Zhang Y, Zhou K. Polybrominated diphenyl ethers with potent and broad spectrum antimicrobial activity from the marine sponge Dysidea. Bioorg Med Chem Lett. 2015;25:2181–2183. doi: 10.1016/j.bmcl.2015.03.057. [DOI] [PubMed] [Google Scholar]
- 55.Kamsri P, Koohatammakun N, Srisupan A, Meewong P, Punkvang A, Saparpakorn P, Hannongbua S, Wolschann P, Prueksaaroon S, Leartsakulpanich U, Pungpo P. Rational design of InhA inhibitors in the class of diphenyl ether derivatives as potential anti-tubercular agents using molecular dynamics simulations. SAR QSAR Environ Res. 2014;25:473–488. doi: 10.1080/1062936X.2014.898690. [DOI] [PubMed] [Google Scholar]
- 56.Freundlich JS, Wang F, Vilcheze C, Gulten G, Langley R, Schiehser GA, Jacobus DP, Jacobs WR, Jr, Sacchettini JC. Triclosan derivatives: towards potent inhibitors of drug-sensitive and drug-resistant Mycobacterium tuberculosis. ChemMedChem. 2009;4:241–248. doi: 10.1002/cmdc.200800261. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.England K, am Ende C, Lu H, Sullivan TJ, Marlenee NL, Bowen RA, Knudson SE, Knudson DL, Tonge PJ, Slayden RA. Substituted diphenyl ethers as a broad-spectrum platform for the development of chemotherapeutics for the treatment of tularaemia. J Antimicrob Chemother. 2009;64:1052–1061. doi: 10.1093/jac/dkp307. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Copeland RA. Evaluation of enzyme inhibitors in drug discovery. A guide for medicinal chemists and pharmacologists. Method Biochem Anal. 2005;46:1–265. [PubMed] [Google Scholar]
- 59.Copeland RA. Conformational adaptation in drug-target interactions and residence time. Future Med Chem. 2011;3:1491–1501. doi: 10.4155/fmc.11.112. [DOI] [PubMed] [Google Scholar]
- 60.Tummino PJ, Copeland RA. Residence time of receptor-ligand complexes and its effect on biological function. Biochemistry. 2008;47:5481–5492. doi: 10.1021/bi8002023. [DOI] [PubMed] [Google Scholar]
- 61.Li HJ, Lai CT, Pan P, Yu W, Liu N, Bommineni GR, Garcia-Diaz M, Simmerling C, Tonge PJ. A Structural and Energetic Model for the Slow-Onset Inhibition of the Mycobacterium tuberculosis Enoyl-ACP Reductase InhA. ACS Chem Biol. 2014;9:986–993. doi: 10.1021/cb400896g. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Schoop A, Dey F. On-rate based optimization of structure-kinetic relationship - surfing the kinetic map. Drug Discov Today Technol. 2015;17:9–15. doi: 10.1016/j.ddtec.2015.08.003. [DOI] [PubMed] [Google Scholar]
- 63.Mehboob S, Truong K, Santarsiero BD, Johnson ME. Structure of the Francisella tularensis enoyl-acyl carrier protein reductase (FabI) in complex with NAD(+) and triclosan. Acta Crystallogr Sect F Struct Biol Cryst Commun. 2010;66:1436–1440. doi: 10.1107/S1744309110039862. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Lu H, England K, am Ende C, Truglio JJ, Luckner S, Reddy BG, Marlenee NL, Knudson SE, Knudson DL, Bowen RA, Kisker C, Slayden RA, Tonge PJ. Slow-onset inhibition of the FabI enoyl reductase from francisella tularensis: residence time and in vivo activity. ACS Chem Biol. 2009;4:221–231. doi: 10.1021/cb800306y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Maity K, Banerjee T, Prabakaran N, Surolia N, Surolia A, Suguna K. Effect of substrate binding loop mutations on the structure, kinetics, and inhibition of enoyl acyl carrier protein reductase from Plasmodium falciparum. IUBMB Life. 2011;63:30–41. doi: 10.1002/iub.412. [DOI] [PubMed] [Google Scholar]
- 66.Schiebel J, Chang A, Shah S, Lu Y, Liu L, Pan P, Hirschbeck MW, Tareilus M, Eltschkner S, Yu W, Cummings JE, Knudson SE, Bommineni GR, Walker SG, Slayden RA, Sotriffer CA, Tonge PJ, Kisker C. Rational design of broad spectrum antibacterial activity based on a clinically relevant enoyl-acyl carrier protein (ACP) reductase inhibitor. J Biol Chem. 2014;289:15987–16005. doi: 10.1074/jbc.M113.532804. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Copeland RA, Pompliano DL, Meek TD. Drug-target residence time and its implications for lead optimization. Nat Rev Drug Discov. 2006;5:730–739. doi: 10.1038/nrd2082. [DOI] [PubMed] [Google Scholar]
- 68.Zhang R, Monsma F. The importance of drug-target residence time. Curr Opin Drug Discov Devel. 2009;12:488–496. [PubMed] [Google Scholar]
- 69.Markgren PO, Schaal W, Hamalainen M, Karlen A, Hallberg A, Samuelsson B, Danielson UH. Relationships between structure and interaction kinetics for HIV-1 protease inhibitors. J Med Chem. 2002;45:5430–5439. doi: 10.1021/jm0208370. [DOI] [PubMed] [Google Scholar]
- 70.Daryaee F, Chang A, Schiebel J, Lu Y, Zhang Z, Kapilashrami K, Walker SG, Kisker C, Sotriffer CA, Fisher SL, Tonge PJ. Correlating Drug-Target Kinetics and In vivo Pharmacodynamics: Long Residence Time Inhibitors of the FabI Enoyl-ACP Reductase. Chem Sci. 2016;7:5945–5954. doi: 10.1039/c6sc01000h. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Walkup GK, You Z, Ross PL, Allen EK, Daryaee F, Hale MR, O’Donnell J, Ehmann DE, Schuck VJ, Buurman ET, Choy AL, Hajec L, Murphy-Benenato K, Marone V, Patey SA, Grosser LA, Johnstone M, Walker SG, Tonge PJ, Fisher SL. Translating slow-binding inhibition kinetics into cellular and in vivo effects. Nat Chem Biol. 2015;11:416–423. doi: 10.1038/nchembio.1796. [DOI] [PMC free article] [PubMed] [Google Scholar]
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