Abstract
Alternative mode-of-inhibition of clinically validated targets is an effective strategy for circumventing existing clinical drug resistance. Herein, we report 1,3-diarylpyrazolyl-acylsulfonamides as potent inhibitors of HadAB/BC, a 3-hydroxyl-ACP dehydratase complex required to iteratively elongate the meromycolate chain of mycolic acids in Mycobacterium tuberculosis (Mtb). Mutations in compound 1-resistant Mtb mutants mapped to HadC (Rv0637; K157R), while chemoproteomics confirmed the compound’s binding to HadA (Rv0635), HadB (Rv0636), and HadC. The compounds effectively inhibited the HadAB and HadBC enzyme activities and affected mycolic acid biosynthesis in Mtb, in a concentration-dependent manner. Unlike known 3-hydroxyl-ACP dehydratase complex inhibitors of clinical significance, isoxyl and thioacetazone, 1,3-diarylpyrazolyl-acylsulfonamides did not require activation by EthA and thus are not liable to EthA-mediated resistance. Further, the crystal structure of a key compound in a complex with Mtb HadAB revealed unique binding interactions within the active site of HadAB, providing a useful tool for further structure-based optimization of the series.
Keywords: Mycobacterium tuberculosis; tuberculosis drug discovery; 3-hydroxyl-ACP dehydratase; 1,3-diarylpyrazolyl-acylsulfonamides; FASII pathway
In the years leading up to the Covid-19 pandemic, tuberculosis (TB), which is caused by a single infectious pathogen, Mycobacterium tuberculosis (Mtb), was the most deadly infectious disease in the world.1 During this time, the global number of TB cases continued to rise and was mainly fueled by poverty, the HIV/AIDS coinfection, and the emergence of multidrug-resistant and extensively drug-resistant strains of Mtb. While significant progress has been made in treating drug-resistant TB by introducing bedaquiline (BDQ) and working up new regimens, it is insufficient to meet current and projected therapeutic needs, and requires new lead chemical entities entering drug discovery pipelines.2 Therefore, there is a clear need for drugs with novel modes of action (MoA) or alternative mode of inhibition (MoI) of a clinically validated target showing no cross-resistance to currently used drugs to aid in the fight against TB.
The cell envelope of Mtb is one of the most attractive targets in TB drug discovery. Mycolic acids, which are unique to mycobacteria, play a crucial role in the integrity and maintenance of the cell envelope.3,4 Indeed, cell wall biosynthesis is a clinically validated target for TB drug discovery, as exemplified by the successful clinical use of a number of past and present anti-TB drugs such as isoniazid (INH), ethionamide (ETH), thioacetazone (TAC), and isoxyl (ISO).5,6 It is noteworthy that while the biosynthesis and export of mycolic acids involve over 30 proteins,7,8 inhibitors that have made it to the clinic thus far only target two biosynthetic steps, both of which are located within the type II fatty acid synthase (FAS-II) pathway.9 FAS-II, required to iteratively elongate the main meromycolate chain of mycolic acids, is composed of four dissociable sets of enzymes: the reductase MabA, the dehydratases HadAB and HadBC, the enoyl-ACP reductase InhA, and the condensases KasA and KasB (Figure 1). INH and ETH inhibit the enoyl-ACP reductase InhA, whereas ISO and TAC target the essential dehydratase HadAB.10 A recent study reported that the two inhibitors targeting different steps of FAS-II (KasA and InhA) used in combination not only display synergistic lethality in vitro and in vivo but also have the ability to kill persistent, nonreplicating Mtb, which provides a new incentive to develop inhibitors of the other steps of the FAS-II elongation system.11
Recently, we reported a 1,3-diarylpyrazolyl-acylsulfonamide chemical series with potent anti-Mtb activity identified from the phenotypic screening of a large compound library.12 Preliminary MoA studies demonstrated that compounds from the series targeted cell wall biosynthesis but Mtb mutants of common cell wall targets such as MmpL3, DprE1, InhA, and EthA did not show resistance to this series. Here, by using various chemical biology approaches, we identified that 1,3-diarylpyrazolyl-acylsulfonamides target the 3-hydroxyl-ACP dehydratase complex, HadAB/BC. We further confirm that the compounds interact uniquely with HadAB/BC complex and avoid the EthA-related mechanism of activation. Together, these data validate the MoA of 1,3-diarylpyrazolyl-acylsulfonamides in Mtb.
Results and Discussion
Initial Microbiological Characterization of the Compounds
Table 1 summarizes Mtb whole-cell activities of compounds 1 and 2 that are used as tool compounds for MoA studies. Compound 1 with MIC of 0.2 μM was approximately 4-fold more potent than 2, but both compounds had a similar order of minimum inhibitory concentrations (MICs) against Mtb H37Rv in glucose as well as in cholesterol containing Middlebrook 7H9 media (7H9/glucose/BSA/Tx and 7H9/DPCC/cholesterol/BSA/Tx) and showed 4–6-fold better activity under serum-free conditions (7H9/casitone/Tx or 7H9/DPCC/casitone/Tx). The compounds were bactericidal against replicating Mtb and retained potency against both drug susceptible and resistant clinical isolates of Mtb.(12) Compounds were screened against a collection of Gram-negative and one Gram-positive bacteria (ESKAPE) to determine the spectrum of activity/selectivity and were found to be inactive against Gram-negative pathogens (Enterobacter cloacae, Escherichia coli, Klebsiella pneumoniae, Acinetobacter baumannii, and Pseudomonas aeruginosa) when tested up to a concentration of 128 μM (Table S1). Compound 2 displayed a weak activity (MIC, 128 μM) against Gram-positive Staphylococcus aureus. This confirmed the selectivity of 1,3-diarylpyrazolyl-acylsulfonamides for Mtb and encouraged further progression of these compounds.
Table 1. Mtb Whole-Cell Activities of 1 and 2.
propertiesa | 1 (μM) | 2 (μM) |
---|---|---|
Mtb MIC (Middlebrook 7H9/casitone/Tx) | 0.2 | 0.6 |
Mtb MIC (Middlebrook 7H9/glucose/BSA/Tx) | 1.2 | 4.7 |
Mtb MIC (Middlebrook 7H9/DPPC/cholesterol/BSA/Tx) | 0.8 | 4.7 |
Mtb MIC (Middlebrook 7H9/DPCC/casitone/Tx) | 0.3 | 0.8 |
Mtb MBC (Middlebrook 7H9/glucose/ADC/Tx) | 7.6 | 10 |
HepG2 IC50 (glucose) | >50 | >50 |
HepG2 IC50 (galactose) | >50 | >50 |
solubility | 190 | 100 |
Tx, tyloxapol; BSA, bovine serum albumin; DPPC, dipalmitoylphosphatidylcholine; ADC, albumin dextrose catalase; MIC, the lowest concentration of the given compound that inhibits >90% Mtb growth; MBC, the concentration of the given compound that showed ≥2 Log kill of the Mtb population.
Mechanism of Action Studies
Isolation and Characterization of Compound 1-Resistant Mutants of Mtb
As previously mentioned,12 preliminary MoA results indicated cell wall biosynthesis as a target. It was based on the sustained signals in the PiniB-LUX bioluminescence reporter assay,13 detecting modulation in the expression of iniBAC operon, which is an indicator of cell wall damage, and transcriptional profiling studies that showed upregulation of the genes involved in the cell wall biosynthesis. The compounds were active against Mtb mutants of known cell wall targets, suggesting the potential involvement of a unique MoA. As a first step toward target identification, we decided to generate spontaneous-resistant mutants (SRMs) to compound 1 as a representative compound of this series. SRMs against compound 1 were selected by plating Mtb cells on Middlebrook 7H10 agar supplemented with glycerol and oleic acid/albumin/dextrose/catalase (OADC), containing 1 at 3×MIC, 5×MIC, 10×MIC, or 20×MIC concentrations (1×MIC = 1.9 μM, in Middlebrook 7H9/glycerol/albumin-dextrose-catalase (ADC)/tween-80). Mutants were only obtained from the 3×MIC plate at a frequency of approximately 1.9 × 10–8. There was no growth observed on the plates containing a higher compound concentration. Ten individual colonies were picked, grown (in absence of compound) in Middlebrook 7H9/glycerol/ADC/tween-80, and retested for susceptibility to 1. Only seven (out of 10) of the selected colonies displayed reproducible phenotypic resistance (MIC, 50–100 μM) to 1, suggesting that the frequency of resistance observed from the original plating overestimated the actual frequency of heritable resistance (Table S2). Three random SRMs were selected for whole-genome sequence analyses compared to the parental wild-type Mtb H37Rv strain. The analyses revealed two nonsynonymous single nucleotide polymorphisms (nsSNPs) in all three mutants, confirmed by Sanger sequencing (Table S2). All mutant strains carried a nsSNP (K157R) in a nonessential gene, hadC (Rv0637c), a component of the HadBC dehydratase involved in FAS-II.14 The dehydratase step of FAS-II involves two separate enzymes, HadAB and HadBC, sharing the same catalytic subunit, HadB. Interestingly, HadAB is essential for growth, whereas HadBC is not, consistent with HadAB acting on shorter meromycolate precursors during the early stages of their elongation by FAS-II and HadBC acting at later stages on longer fatty acyl substrates.14 The K157R point mutation in HadC was recently shown to permit HadBC to functionally compensate for HadAB.15 Collectively, this finding of resistance nsSNP and the bactericidal activity of the compounds suggests that they inhibit HadAB inside the cells. All the mutants also carried a nsSNP in nonessential protein ppsB, which encodes a type I polyketide synthase involved in phenolphthiocerol and phthiocerol dimycoserosate (PDIM) biosynthesis. The PDIM biosynthetic capacity is commonly lost during propagation of Mtb in vitro; this leads to the conclusion that the ppsB mutation was unlikely to significantly contribute to the resistance. To support this, we tested 1 against a PDIM-deficient H37Rv strain (H37RvJO), and the observed activity was similar to the PDIM producing strain (H37RvMA).
Prodrugs TAC and ISO, known to target HadAB, require S-oxidation of the thiocarbonyl moiety by the flavin-containing monooxygenase EthA intracellularly in order to inhibit the enzyme. Compounds 1 and 2 showed no change in the MICs against the EthA mutant (C253R) of Mtb that is 4–8 folds resistant to TAC and ISO, ruling out the activation of the compounds by EthA.12
Chemoproteomics Identified Both HadAB and HadBC As Possible Targets
Next, in our MoA deconvolution efforts, compounds 1 and 2 were analyzed by affinity-enrichment chemoproteomics to identify the protein targets of the series. Two amine-functionalized analogues, 3 and 4 (Figure 2A), were immobilized on sepharose beads. A quantitative competition-based approach was applied to distinguish between proteins binding to the immobilized compound and the background caused by proteins binding directly to the sepharose matrix. The compounds, 1 or 2, were spiked into aliquots of protein extract generated from Mycobacterium bovis BCG over a range of concentrations and competed with the immobilized analogue for binding to the target proteins. Matrix-bound proteins were eluted, trypsinized, and subsequently encoded with isobaric mass tags (TMT10), enabling relative quantification by LC-MS/MS. Target proteins of the test compounds were prevented from bead-binding in a dose-dependent manner, thus allowing the determination of half-maximal binding concentrations (IC50). Apparent dissociation constants (Kdapp) were derived from the IC50 values by taking into account the amount of target sequestered by the affinity-matrix using the Cheng-Prusoff relationship (IC50/Kdapp correction factor) and sequential binding experiments.16 Duplicate solvent controls, sequential binding experiments, and a 6-point dose–response (40–0.16 μM, 1:3 dilutions) were analyzed in a single 10-plexed mass spectrometric experiment.17
Test compounds 1 and 2 were analyzed on both bead matrices, 3- and 4-beads, in three independent experiments. The addition of both compounds resulted in a reduction of amount in the bead-bound fraction of three proteins: HadA, HadB, and BCG_0547c; these proteins were considered as target candidates for the series (Figure 2A). BCG_0547c is an orthologue to MSMEG_0948 and Rv0504c. HadDMtb (Rv0504c) shares a sequence identity of 63% with HadDMsm (MSMEG_0948) (68% using BlastP alignment).18 To confirm BCG_0547c to be HadD in M. bovis BCG, we generated a sequence alignment using BlastP. The HadDMtb (Rv0504c) displayed a sequence identity of 100% with BCG_0547c (not shown); hence BCG_0547c will be referred to as HadD in the following text. HadDMtb appears to catalyze the 3-hydroxyacyl dehydration step of late FAS-II elongation cycles during keto-MA biosynthesis.19 MSMEG_0948 (HadD) protein from M. smegmatis interacts with the FAS-II heterodimeric dehydratase HadA-HadB (HadAB).18 Chemoproteomic profiling results were consistent with HadA, HadB, and HadD interacting with immobilized compounds as a protein complex, as all three proteins showed almost identical values for the competition from the bead matrices for compound 1 (91–92% at 0.49 μM), and 2 (56–62% at 0.49 μM), respectively (Figure 2B). The calculated IC50 values were below the assay window of 0.49 μM for compound 2 and below 0.16 μM for compound 1 for all three proteins, respectively. Compound 1 showed additional competition of three proteins, albeit to a lower degree compared to HadA/B/D. An apparent Kd value of 1.0 μM was generated for 1 and BCG_2231 (dihydrolipoamide acetyltransferase component of pyruvate dehydrogenase complex, DlaT, Rv2215, it was also competed by 2, with a Kdapp value of 6.6 μM). The Kdapp value for 1 and BCG_0628c (probable conserved lipoprotein lpqN, Rv0583c) was 1.8 μM, and for BCG_3065c (probable conserved ATP-binding protein ABC transporter, Rv3041c), the Kdapp value was 0.4 μM (for additional details, see Table S3 and Figure S1).
To analyze whether or not HadA, HadB, and HadD were primary targets of the compounds from the series, we used eight compounds—five active (compounds 1–5) and three inactive (compounds 6–8) against Mtb—in chemoproteomics profiling experiments at 10 μM in duplicate to correlate target binding with antimycobactericidal activity (Figure 2C; Table S3). The correlation plots show a good correlation with a Pearson correlation coefficient of 0.9 and p-values of less than 0.0001 (Figure 2C). Generally, at 10 μM, all five active compounds showed nearly complete prevention of all three proteins from bead binding, while this was not the case with inactive compounds. This was seen on both bead matrices, 3 and 4. Interestingly, HadC was identified and competed by active compounds from bead binding but not by inactive compounds (Figure S1). But the HadC inhibition from bead binding at a 10 μM compound concentration was between 52 and 64%, while the inhibition for the complex HadA/B/D in the same experiments was in the range of 94–100% (Figure S1), which indicates higher IC50 values for HadC compared to the HadA/B/D-complex (no IC50 values were generated for HadC in these experiments).
Diarylpyrazolyl-acylsulfonamides Inhibit Both HadAB and HadBC
To assess whether or not HadAB and HadBC are the target(s) of 1,3-diarylpyrazolyl-acylsulfonamides, we determined the inhibitory activity of compounds with a diverse range of Mtb MICs against both dehydratases in vitro using a previously described enzymatic assay.14 This assay employs Mtb HadAB or HadBC enzymatic complexes expressed and purified from E. coli, and trans-2-hexadecenoyl-CoA (trans-2-C16:1-CoA) as the substrate. Enzymatic assays revealed significant inhibition of HadAB enzymatic complex, with the most effective compounds’ IC50 values ranging from 0.018 to 4.2 μM. HadAB enzyme inhibition potency correlated well with Mtb MICs (Figure S2 scatter plot). While most acyl sulfonamides (2, 3) did not inhibit HadBC enzyme activity at 50 μM, acyl sulfonylureas (11 and 14) and oxadiazolone 12 showed moderate inhibition of HadBC at 50 μM (Table 2). These results suggest that inhibition of HadAB rather than HadD likely accounts for the bactericidal activity of the compounds since HadD is nonessential.19 This is in agreement with a K157R mutation in HadC providing resistance to the compounds as it permits HadBC to functionally compensate for HadAB while being a lot less susceptible to the inhibition by these compounds.15
Table 2. Inhibition of HadAB and HadBC Enzyme Complexes by 1,3-Diarylpyrazolyl-acylsulfonamides.
Inhibition values of 1,3-diarylpyrazolyl-acylsulfonamides (50 μM) for HadAB (22 nM) and HadBC (130 nM) as measured with trans-2-C16:1-CoA substrate (60 μM in the HadAB assay; 25 μM in the HadBC assay) using the spectrophotometric assay as described previously.14
MIC in Middlebrook 7H9/glucose/BSA/Tx). IC50 values of the selected compounds for HadAB enzymatic complex were determined using GraFit (Version 5.0.13). Hill slopes were not constrained, ranging between 1–2.5. Compounds with solubility issues displayed greater variability in testing and resulted in higher Hill slopes upon IC50 curve fitting.
IC50 values are close to the enzyme concentration used in the assay (22 nM) and could be more potent than the calculated value. Data are means ± standard deviations of duplicate assays and represent two separate trials; nd, not determined.
1,3-Diarylpyrazolyl-acylsulfonamides Inhibit Mycolic Acids Biosynthesis
To investigate the effect of 1,3-diarylpyrazolyl-acylsulfonamides on the end products of this biosynthetic pathway, the mycolic acids, we labeled compound-treated and untreated Mtb H37Rv mc26206 (an avirulent ΔpanCDΔleuCD mutant of Mtb H37Rv) with [14C]-acetate and analyzed their mycolic acid methyl ester (MAME) profiles by TLC (Figure 3; see Table S4 for MICs against Mtb H37Rv mc26206). Exposure of Mtb to the 1,3-diarylpyrazolyl-acylsulfonamides led to a concentration-dependent decrease in de novo mycolic acid synthesis. The most effective compound (compound 2 at 6×MIC) inhibited biosynthesis of mycolic acids up to 86% in 24 h. Though all three classes of mycolic acids were affected by treatment, the most dramatic effect was observed for alpha mycolates. Collectively, the enzyme assays and the mycolic acid profiles consistent with the inhibition of enzymatic activities of HadAB/BC validate the FAS-II pathway as the target of 1,3-diarylpyrazolyl-acylsulfonamides.
1,3-Diarylpyrazolyl-acylsulfonamides Inhibit Mtb Growth by Targeting HadAB/HadBC
To further confirm the on-target activity of 1,3-diarylpyrazolyl-acylsulfonamides in whole Mtb bacilli, we investigated whether the overexpression of the hadABC operon, previously shown to confer high-level resistance to ISO and TAC, would decrease the sensitivity to 1,3-diarylpyrazolyl-acylsulfonamides. Compounds were tested for MICs against Mtb strain overexpressing hadABC relative to the parent strain, Mtb H37Rv mc26206. The increase in MICs (2 to 64-fold) for all the compounds except 13 confirmed the reduced susceptibility of the hadABC overexpressor to 1,3-diarylpyrazolyl-acylsulfonamides. This further supports the conclusion that 1,3-diarylpyrazolyl-acylsulfonamides target the 3-hydroxyl-ACP dehydratase complex (Table S4).
HadAB 1,3-Diarylpyrazolyl-acylsulfonamide Cocrystal Structure
To elucidate the binding mode of acyl sulfonamides to Mtb HadAB, compound 9 was cocrystallized with the Mtb HadAB complex (PDB ID: 7SVT). The complex crystallized in P212121 space group with 4 HadAB complexes in the asymmetric unit. Each one of the four active sites showed a strong electron density for the inhibitor (Figure S3). The cocrystal structure of 9 is the first published HadAB inhibitor that binds to the active site by engaging the catalytic dyad of D36 and H41 of the HadB subunit, mimicking the high energy oxyanion intermediate of the fatty acid-ACP dehydratase reaction (amino acid residues on HadA prefixed as A- and those on HadB as B-) (Figure 4A).
The fatty acid-ACP binds to the HadAB complex forming H-bonds with the amide of A-Q86 and a water molecule.20 B-H41 then deprotonates the α carbon via a catalytic water and goes on to create a high energy oxyanion intermediate that is stabilized by a H-bond with A-Q86 while the proton is transferred to B-D36 and back to the hydroxyl leaving group via the same catalytic water as the oxyanion enolate returns to its carbonyl form, creating an α–β-unsaturated bond with the expulsion of a water molecule. The acyl sulfonamide moiety of the inhibitor mimics this high energy oxyanion intermediate of this enzyme catalyzed dehydratase reaction; hence it is a key driver of Mtb HadAB inhibition by the compounds in the series.
The Mtb HadAB binding site may be divided into four subsites, S1, S2, S3, and S4 (Figure 4B), to facilitate the discussion. The S1 subsite is hydrophobic and close to three aromatic residues from both the HadA and HadB subunits, favoring small rings with π-character, allowing it to accommodate the heteroaromatic pyrazole core. The S2 subsite is the site of catalysis for the dehydratase reaction on the interface of the two subunits. It binds the acyl sulfone as a mimic of the high energy oxyanion intermediate of the dehydratase reaction. Here, the sulfone forms hydrogen bonds with backbone amides from both subunits (A-Q86 and B-G59), and the carbonyl oxygen of the inhibitor is stabilized via a hydrogen bond to a water in the catalytic site. The S3 subsite is characterized by lipophilic aromatic residues like A-Y65, well suited to bind the aromatic chlorophenyl moiety. The S4 subsite, a large hydrophobic cavity with no aromatic residues; accommodates the bromophenyl moiety. This binding mode of a trisubstituted pyrazole with the acyl sulfonamide mimicking a catalytic intermediate in the S2 subsite (Figure 4C) provides valuable insights allowing for the rationalization of SAR observed for this series, laying a foundation for future structure-based design.
The crystal structure showing an inhibitor engaging the catalytic site residues of Mtb HadAB is an important achievement, as clinically significant inhibitors of Mtb HadAB ISO and TAC cannot be directly complexed with the enzyme as they require intracellular activation, and relatively weak Mtb HadAB inhibitors with cocrystal structures available, butein and fisetin, with respective Ki values of 13.5 and 10.9 μM,21 only occupy the S1 and S4 subsites, and not the S2 catalytic subsite (Figure S4, PDB IDs 4RLW and 4RLT, respectively).
Docking of 1,3-Diarylpyrazolyl-acylsulfonamides into Mtb HadAB Supports the SAR
A Mtb HadAB active site docking grid was prepared based on the binding site of 9 retaining the bound water molecule in the active site. Compound 9 was then docked into this docking grid using Glide with a result that closely reproduced the crystal structure pose with an all atom RMSD of 5.92 Å. With an experimentally validated docking pose for the 1,3-diarylpyrazolyl-acylsulfonamide in the Mtb HadAB complex, the observed structure–activity relationship of this series could be rationalized through the docking of other compounds from the series and serve as a foundation for the further design.
Compound 12 (Figure 5A) with its weak inhibition of Mtb HadAB IC50 of 4.24 μM, was still able to form H-bonds with backbone amides of A-Q86 and B-G59, but its likely deprotonation (predicted pKa of 7.87 ± 0.40 – ACD laboratories) creates a negative charge in the proximity to B-D36. The planarity of the oxadiazolone creates suboptimal geometry for accepting a H-bond from the water and the backbone amide from each subunit. These two factors substantially penalize the binding energy but are not enough to lose all inhibition. Compound 11 (Figure 5B) with a sulfonylurea forms the same S2 interactions as in 9 with the addition of a H-bond between the urea NH and catalytic B-D36, accounting for the potency increase (Mtb HadAB IC50 = 0.062 μM). Compound 3 (Figure 5C) is another compound with increased potency (Mtb HadAB IC50 = 0.043 μM) compared to matched-pair 2. This compound has the same S2 moiety as 9, but with the addition of the n-propyl amine attached to the 3-phenyl ring interacting with the S3 subsite, a new H-bond and salt bridge are likely formed with A-Y65 and A-E81, respectively. Compound 15 is an example that loses Mtb HadAB inhibition significantly with a high IC50 of 28 μM despite retaining the acyl sulfonamide pharmacophore and the general core structure of the series. This loss of activity most likely results from a clash of the ethyl group introduced at the 5-position of the central pyrazole core with A-Y65, proximal to the charged B-D36.
These four compounds illustrate the chemical space of Mtb HadAB inhibitors from this series, which can be described as a trisubstituted pyrazole with aromatic groups in the 1 and 3 positions and a polar group attached at the 4-position with a 2-atom flexible linker. This polar group needs to be able to accept three H-bonds in an β-unsaturated geometry, mimicking an intermediate of the α–β dehydratase reduction.
The sulfone group in 13 with a methyl oxadiazole linker is torsionally constrained and likely cannot find a low energy conformation where H-bonds with the backbone amides and the water molecule may be formed. This explains the substantial loss in the binding affinity as reflected in the very high HadAB IC50.
While HadAB has been identified as the primary target of this series, the HadBC complex also contributes to the fatty acid-ACP dehydratase step of the FAS-II pathway. There is only one published structure of Mtb HadBC, in the unliganded state (PDB ID: 5ZY8). Since the catalytic dyad is found on the HadB subunit while the backbone amides are conserved on the HadA and HadC subunits, the S2 catalytic subsite of HadBC remains much the same as the one in HadAB. The significant difference in the compound binding site between these two complexes is the Y65 residue of HadA, which is substituted for K65 in HadC. This tyrosine to lysine substitution causes the HadBC complex binding site to lose much of its aromatic character in the S1 and S3 subsites. This may explain the substantial loss in potency for most of the compounds in the series against HadBC enzyme activity (Table 2, Figure S5). Additionally, as K157R HadC mutation observed in mutants resistant to compound 1 is not positioned in the active site, we speculate that this mutation contributes to resistance via altering HadBC enzyme substrate specificity and activity rather than through changing the affinity to the compounds.
Conclusion
We showed that 1,3-diarylpyrazolyl-acylsulfonamides identified from a phenotypic screening against Mtb target HadAB/BC, 3-hydroxyl-ACP dehydratase complex, an essential component of the FASII pathway in Mtb. These compounds inhibit HadAB by noncovalently engaging the catalytic residues of the HadB subunit, mimicking the high energy oxyanion intermediate of the fatty acid-ACP dehydratase reaction. This is a significantly different mode of inhibition to TB pro-drugs ISO and TAC, which are known to covalently modify HadA upon activation by EthA. 1,3-Diarylpyrazolyl-acylsulfonamides and acyl sulfonyl ureas inhibit the HadAB enzymatic activity with potent IC50s in the range of 0.02 to 0.13 μM. Some of the compounds were able to inhibit the activity of the HadBC complex as well, albeit with weaker potency–up to 58% inhibition at 50 μM. This is an important finding as the compounds of this series may be developed into dual inhibitors, inhibiting both HadAB and HadBC and avoiding compensation of HadAB inhibition by HadBC. The cocrystal structure of a key compound with Mtb HadAB indicated a unique binding mode of the compounds within the HadAB active site pocket. This structural information is of immense value for further drug design and discovery efforts in optimizing this compound class toward delivering a preclinical candidate for TB. Toward these efforts, a docking model based on the HadAB cocrystal structure of the representative compound was developed, which explains the SAR observed in the series and will be instrumental in further designing efforts to optimize the compounds.
Methods
Synthesis
The synthesis of most of the compounds in this manuscript is described previously. Please refer to the Supporting Information for the synthesis of compounds 3, 4, 6, 7, 13, and 15.12
Bacterial Strains and Culture Conditions
The avirulent auxotrophic Mtb H37Rv strain mc26206 (ΔpanCDΔleuCD) was grown at 37 °C in Middlebrook 7H9-OADC-0.05% tyloxapol supplemented with 0.2% casamino acids, 48 μg/mL pantothenate, and 50 μg/mL l-leucine. Hygromycin (Hyg; 50 μg/mL) was added as needed.
MIC Determinations and Spontaneous Resistant Mutant Generation
The susceptibility of Mtb H37Rv mc26206 and corresponding hadABC overexpressor, Mtb/pNIP40b-hadABC, to compounds was determined in 96-well microtiter plates at 37 °C in Middlebrook 7H9 base supplemented with 0.4% glucose, 0.2% casamino acids, 48 μg/mL pantothenate, 50 μg/mL l-leucine, 0.08% sodium chloride and 0.05% tyloxapol using the resazurin blue test. Cultures of wild-type Mtb were grown at 37 °C to an OD600 = 0.8, pelleted by centrifugation, and resuspended in Middlebrook 7H9 broth supplemented with glycerol, OADC, and 0.05% Tween 80. Aliquots containing 109 cells were plated on standard Middlebrook 7H10 agar plates in the presence of compounds at 5×, 10×, or 20× the MIC90 value determined in liquid culture. Colonies arising after 4–5 weeks’ incubation were picked and subcultured in Middlebrook 7H9 broth, and the resistance phenotype was tested.22
Whole-Cell Radiolabeling Experiments
Metabolic labeling of wild-type Mtb H37Rv mc26206 with [1,2-14C]acetic acid (0.5 μCi/mL; specific activity, 52 Ci/mol, PerkinElmer) was performed for 24 h at 37 °C with shaking. [1,2-14C]acetic acid was added to the cultures simultaneously as the compounds. The preparation of fatty acid and mycolic acid methyl esters from whole cells followed earlier procedures.10 [1,2-14C]acetic acid-derived fatty acid and mycolic acid methyl esters were separated by TLC on aluminum-backed silica gel 60-precoated plates F254 (E. Merck) and revealed by PhosphorImaging.
Dehydratase Assays
HadAB and HadBC were produced and purified from E. coli.14,15 The enzymatic activity of HadAB (22 nM) and HadBC (130 nM) was measured in the presence of trans-2-hexadecenoyl-CoA (trans-2-C16:1-CoA) (60 μM in the HadAB assay; 25 μM in the HadBC assay) using the spectrophotometric assay described previously.14 The IC50 values were obtained with GraFit (Version 5.0.13) using the following equation:
where Range is the fitted uninhibited value minus the Background and s is a slope factor.
Chemoproteomics
Chemoproteomics experiments were performed as previously described.16 Briefly, NHS-activated sepharose beads were derivatized with compounds 3 or 4 at a concentration of 0.5 or 1 mM and washed and equilibrated in lysis buffer (50 mM Tris-HCl, pH 7.4, 0.4% Igepal-CA630, 1.5 mM MgCl2, 5% Glycerol, 150 mM NaCl, 25 mM NaF, 1 mM Na3VO4, 1 mM DTT, and one Complete EDTA-free protease inhibitor tablet (Roche) per 25 mL). The functionalized beads were incubated at 4 °C for 1 h with 0.1 mL (0.25 mg) M. bovis BCG extract, preincubated with a test compound or DMSO (vehicle control). M. bovis BCG extract was generated as described previously.23 The experimental setup was such that 10 samples were measured in parallel (TMT 10-plex)24 to generate values for the affinity of the beads to the bound proteins (“depletion” values, four samples) and to generate IC50 values (six samples) in a single experiment. Samples 1 and 2 were the vehicle control, samples 3 and 4 were done in the same way, but while the beads were discarded after the first incubation step, the extract was incubated with fresh beads to measure how much protein could rebind to the fresh beads (the protein was depleted from the extract by the first bead-binding).17 Apparent dissociation constants were determined by considering the protein depletion by the beads.16 Samples 5–10 were used to generate IC50 values by adding compounds over a range of concentrations (40 μM, 1:3 dilutions). To analyze the correlation between target binding and antimycobacterial activity, we performed experiments as described above, but the compounds for the competition were added at a single concentration of 10 μM and compared to a vehicle control (in replicate). Beads were transferred to Filter plates (Durapore (PVDF membrane, Merck Millipore), washed extensively with lysis buffer, and eluted with SDS sample buffer. Proteins were digested with trypsin following a modified single pot solid-phase sample preparation (SP3) protocol.25,26 Peptides were labeled with isobaric mass tags (TMT10, Thermo FisherScientific, Waltham, MA) using the 10-plex TMT reagents,24,27 and labeled peptide extracts were combined to a single sample per experiment, lyophilized and subjected to LC-MS analysis.28,29 LC-MS/MS measurements using Q Exactive Orbitrap or Orbitrap Fusion Lumos mass spectrometers (Thermo Fisher Scientific) were performed as described.28,30 Unless stated otherwise, we accepted protein identifications as follows: (i) For single-spectrum to sequence assignments, we required this assignment to be the best match and a minimum Mascot score of 31 and a 10× difference of this assignment over the next best assignment. Based on these criteria, the decoy search results indicated a less than 1% false discovery rate (FDR). (ii) For multiple spectra to sequence assignments and using the same parameters, the decoy search results indicated less than 0.1% FDR. Quantified proteins were required to contain at least two unique peptide matches. FDR for quantified proteins was less than 0.1%. Raw data tables for the chemoproteomics experiments can be found in Tables S1 and S2.
Cocrystallization, Data Collection, and Crystal Structure Determination
HadAB complex for crystallization was purified from the coexpression construct as previously described.14 For additional purity of the sample, the gel filtration chromatography step on the Sephadex S75 column was added. Purified protein in 50 mM TRIS-HCl pH 7.5 with 150 mM NaCl, 10% glycerol, and 1 mM DTT was concentrated to 6 mg/mL and mixed with 0.5 mM final concentration of the inhibitor at 1% final DMSO. Crystals were obtained by sitting drop vapor diffusion method after mixing equal volumes of protein-inhibitor solution and mother liquor (0.1 M Citric Acid: NaOH pH 3.5, 25% PEG3350). The crystal was cryo-protected before flash freezing by briefly soaking it in 25% ethylene glycol in the mother liquor. Diffraction data were collected at APS synchrotron, beamline 23IDD. The data were initially processed by XDS,31 followed by indexing and scaling in POINTLESS32 and AIMLESS.33 The structure was solved by molecular replacement with MOLREP using 4rlw as a search model.34 The initial model was improved through the iterative rounds of manual building in COOT35 and refinement in PHENIX.36 Data scaling and refinement statistics can be found in Table S4.
Acknowledgments
The authors thank Dr. Greg Basarab, H3D, and Dr. Joe Eyermann, H3D, for insightful discussions during the study. They also acknowledge the contribution of the late Dr. Alissa Myrick, H3D, who initiated and contributed to the biology studies reported in the manuscript. The beamline scientists of 19 and 23 ID stations of the Advanced Photon Source synchrotron at Argonne National Laboratory, and Berkeley Center for Structural Biology scientists of beamline 502 at the Advanced Light Source at Lawrence Berkeley National Laboratory are acknowledged for the instrumental contribution to crystal data acquisition. Dr Daniel J Watson (UCT Division of Clinical Pharmacology) for analyzing and processing the high-resolution mass spectrometry data. We acknowledge Promolab (Pty) Ltd, trading as Separations, South Africa, for its contribution to the X500R QTOF instrument.
Supporting Information Available
The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acsinfecdis.2c00392.
Screening method and profiling of selected compounds against ESKAPE pathogens; phenotypic and genotypic profiling of compound 1-resistant mutants; structures of compounds utilized to perform chemoproteomics experiment; chemoproteomic profiling using a 3-bead matrix; scatter plot of HadAB pIC50 vs Mtb pMIC; profiling of 1,3-diarylpyrazolyl-acylsulfonamides against Mtb H37Rv mc26206 WT and overexpressing hadABC strains; crystallography data collection and refinement statistics, pdb ID; synthetic pathways and analytical data for compounds 3, 4, 6, 7, 13, and 15; ligand density map of the bound inhibitor 9 in complex with Mtb HadAB; 3D illustration of the binding modes of butein and fisetin in the HadAB complex; unliganded structure of the MtbHadBC superimposed onto the crystal structure of MtbHadAB in complex with 9 (PDF)
Author Contributions
V.S. performed mutant generation studies, interpreted whole-genome sequencing, and took the lead on the project and manuscript writeup. A.E.G. performed HadAB and HadBC enzyme assays and other on-target activity assessment assays. S.F. developed the docking grid and wrote the crystal structure and docking sections. R.M. led the design and synthesis efforts. L.P.K. synthesized compound 15 and several other analogues in the series and contributed to the writeup of chemistry section. O.S. performed protein lysates preparation and MIC evaluation in BCG and analyzed data. S.A. and B.U. designed and synthesized chemoproteomic compounds. G.D., M.B., and S.G.-D. performed, analyzed, and interpreted chemoproteomics. B.A. performed HadAB enzyme assay. J.L. and R.E.L. provided the substrate for enzyme assays. M.J. contributed to scientific strategy, interpretation of biochemical and other on-target activity assessment assays, and funding acquisition. J.C.S. contributed to scientific strategy, validation of HadAB cocrystal structure, and funding acquisition. I.V.K. crystallized and solved the complex structure of compound 9 with HadAB and contributed to the manuscript writeup and edits. K.C. provided scientific and strategic support along with funding acquisition. S.R.G. provided scientific leadership and funding acquisition and took the lead on drafting the manuscript.
The project was funded through Global Health Grants (OPP1066878) received from the Bill and Melinda Gates Foundation and a matched grant from the Strategic Health Innovation Partnerships (SHIP) unit of the South African Medical Research Council (SAMRC) to K.C.; grants from the National Institutes of Health/National Institute of Allergy and Infectious Diseases AI130929 (to M.J.), AI153477 (to M.J. and S.G.), and P01AI095208 (to J.C.S.); and a grant from the Welch Foundation A-0015 (to J.C.S.). The University of Cape Town, SAMRC, and the South African Research Chairs Initiative of the Department of Science and Innovation, administered through the South African National Research Foundation, are gratefully acknowledged for their support (K.C.). The chemoproteomic work was performed through Global Health Grants (OPP1095631) received from the Bill and Melinda Gates Foundation to GSK. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH and GSK.
The authors declare no competing financial interest.
Supplementary Material
References
- Global Tuberculosis Report; World Health Organization: Geneva, Switzerland, 2020. [Google Scholar]
- Huszár S.; Chibale K.; Singh V. The quest for the holy grail: new antitubercular chemical entities, targets and strategies. Drug Discovery Today 2020, 25 (4), 772–780. 10.1016/j.drudis.2020.02.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hoffmann C.; Leis A.; Niederweis M.; Plitzko J. M.; Engelhardt H. Disclosure of the mycobacterial outer membrane: cryo-electron tomography and vitreous sections reveal the lipid bilayer structure. Proc. Natl. Acad. Sci. U. S. A. 2008, 105 (10), 3963–3967. 10.1073/pnas.0709530105. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zuber B.; Chami M.; Houssin C.; Dubochet J.; Griffiths G.; Daffe M. Direct visualization of the outer membrane of mycobacteria and corynebacteria in their native state. J. Bacteriol. 2008, 190 (16), 5672–5680. 10.1128/JB.01919-07. [DOI] [PMC free article] [PubMed] [Google Scholar]
- North E. J.; Jackson M.; Lee R. E. New approaches to target the mycolic acid biosynthesis pathway for the development of tuberculosis therapeutics. Curr. Pharm. Des 2013, 20 (27), 4357–4378. 10.2174/1381612819666131118203641. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Winder F. G.; Collins P. B.; Whelan D. Effects of ethionamide and isoxyl on mycolic acid synthesis in Mycobacterium tuberculosis BCG. J. Gen Microbiol 1971, 66 (3), 379–380. 10.1099/00221287-66-3-379. [DOI] [PubMed] [Google Scholar]
- Marrakchi H.; Laneelle M. A.; Daffe M. Mycolic acids: structures, biosynthesis, and beyond. Chem. Biol. 2014, 21 (1), 67–85. 10.1016/j.chembiol.2013.11.011. [DOI] [PubMed] [Google Scholar]
- Quemard A. New Insights into the Mycolate-Containing Compound Biosynthesis and Transport in Mycobacteria. Trends Microbiol 2016, 24 (9), 725–738. 10.1016/j.tim.2016.04.009. [DOI] [PubMed] [Google Scholar]
- Wang F.; Langley R.; Gulten G.; Dover L. G.; Besra G. S.; Jacobs W. R. Jr.; Sacchettini J. C. Mechanism of thioamide drug action against tuberculosis and leprosy. Journal of Experimental Medicine 2007, 204 (1), 73–78. 10.1084/jem.20062100. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Grzegorzewicz A. E.; Korduláková J.; Jones V.; Born S. E.; Belardinelli J. M.; Vaquié A.; Gundi V. A.; Madacki J.; Slama N.; Laval F.; et al. A common mechanism of inhibition of the Mycobacterium tuberculosis mycolic acid biosynthetic pathway by isoxyl and thiacetazone. J. Biol. Chem. 2012, 287 (46), 38434–38441. 10.1074/jbc.M112.400994. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kumar P.; Capodagli G. C.; Awasthi D.; Shrestha R.; Maharaja K.; Sukheja P.; Li S. G.; Inoyama D.; Zimmerman M.; Ho Liang H. P.; Sarathy J.; Mina M.; Rasic G.; Russo R.; Perryman A. L.; Richmann T.; Gupta A.; Singleton E.; Verma S.; Husain S.; Soteropoulos P.; Wang Z.; Morris R.; Porter G.; Agnihotri G.; Salgame P.; Ekins S.; Rhee K. Y.; Connell N.; Dartois V.; Neiditch M. B.; Freundlich J. S.; Alland D. Synergistic Lethality of a Binary Inhibitor of Mycobacterium tuberculosis KasA. mBio 2018, 9 (6), e02101-17. 10.1128/mBio.02101-17. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Khonde L. P.; Müller R.; Boyle G. A.; Reddy V.; Nchinda A. T.; Eyermann C. J.; Fienberg S.; Singh V.; Myrick A.; Abay E.; Njoroge M.; Lawrence N.; Su Q.; Myers T. G.; Boshoff H. I. M.; Barry C. E.; Sirgel F. A.; van Helden P. D.; Massoudi L. M.; Robertson G. T.; Lenaerts A. J.; Basarab G. S.; Ghorpade S. R.; Chibale K. 1,3-Diarylpyrazolyl-acylsulfonamides as Potent Anti-tuberculosis Agents Targeting Cell Wall Biosynthesis in Mycobacterium tuberculosis. J. Med. Chem. 2021, 64 (17), 12790–12807. 10.1021/acs.jmedchem.1c00837. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Naran K.; Moosa A.; Barry C. E.; Boshoff H. I. M.; Mizrahi V.; Warner D. F. Bioluminescent Reporters for Rapid Mechanism of Action Assessment in Tuberculosis Drug Discovery. Antimicrob. Agents Chemother. 2016, 60 (11), 6748–6757. 10.1128/AAC.01178-16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sacco E.; Covarrubias A. S.; O’Hare H. M.; Carroll P.; Eynard N.; Jones T. A.; Parish T.; Daffe M.; Backbro K.; Quemard A. The missing piece of the type II fatty acid synthase system from Mycobacterium tuberculosis. Proc. Natl. Acad. Sci. U. S. A. 2007, 104 (37), 14628–14633. 10.1073/pnas.0704132104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Grzegorzewicz A. E.; Gee C.; Das S.; Liu J.; Belardinelli J. M.; Jones V.; McNeil M. R.; Lee R. E.; Jackson M. Mechanisms of Resistance Associated with the Inhibition of the Dehydration Step of Type II Fatty Acid Synthase in Mycobacterium tuberculosis. ACS Infectious Diseases 2020, 6 (2), 195–204. 10.1021/acsinfecdis.9b00162. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bantscheff M.; Hopf C.; Savitski M. M.; Dittmann A.; Grandi P.; Michon A. M.; Schlegl J.; Abraham Y.; Becher I.; Bergamini G.; Boesche M.; Delling M.; Dumpelfeld B.; Eberhard D.; Huthmacher C.; Mathieson T.; Poeckel D.; Reader V.; Strunk K.; Sweetman G.; Kruse U.; Neubauer G.; Ramsden N. G.; Drewes G. Chemoproteomics profiling of HDAC inhibitors reveals selective targeting of HDAC complexes. Nat. Biotechnol. 2011, 29 (3), 255–265. 10.1038/nbt.1759. [DOI] [PubMed] [Google Scholar]
- Eberl H. C.; Werner T.; Reinhard F. B.; Lehmann S.; Thomson D.; Chen P.; Zhang C.; Rau C.; Muelbaier M.; Drewes G.; Drewry D.; Bantscheff M. Chemical proteomics reveals target selectivity of clinical Jak inhibitors in human primary cells. Sci. Rep 2019, 9 (1), 14159. 10.1038/s41598-019-50335-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lefebvre C.; Boulon R.; Ducoux M.; Gavalda S.; Laval F.; Jamet S.; Eynard N.; Lemassu A.; Cam K.; Bousquet M. P.; Bardou F.; Burlet-Schiltz O.; Daffe M.; Quemard A. HadD, a novel fatty acid synthase type II protein, is essential for alpha- and epoxy-mycolic acid biosynthesis and mycobacterial fitness. Sci. Rep 2018, 8 (1), 6034. 10.1038/s41598-018-24380-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lefebvre C.; Frigui W.; Slama N.; Lauzeral-Vizcaino F.; Constant P.; Lemassu A.; Parish T.; Eynard N.; Daffe M.; Brosch R.; Quemard A. Discovery of a novel dehydratase of the fatty acid synthase type II critical for ketomycolic acid biosynthesis and virulence of Mycobacterium tuberculosis. Sci. Rep 2020, 10 (1), 2112. 10.1038/s41598-020-58967-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Medina F. E.; Neves R. P. P.; Ramos M. J.; Fernandes P. A. QM/MM Study of the Reaction Mechanism of the Dehydratase Domain from Mammalian Fatty Acid Synthase. ACS Catal. 2018, 8 (11), 10267–10278. 10.1021/acscatal.8b02616. [DOI] [Google Scholar]
- Dong Y.; Qiu X.; Shaw N.; Xu Y.; Sun Y.; Li X.; Li J.; Rao Z. Molecular basis for the inhibition of beta-hydroxyacyl-ACP dehydratase HadAB complex from Mycobacterium tuberculosis by flavonoid inhibitors. Protein Cell 2015, 6 (7), 504–517. 10.1007/s13238-015-0181-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Singh V.; Donini S.; Pacitto A.; Sala C.; Hartkoorn R. C.; Dhar N.; Keri G.; Ascher D. B.; Mondésert G.; Vocat A.; Lupien A.; Sommer R.; Vermet H.; Lagrange S.; Buechler J.; Warner D. F.; McKinney J. D.; Pato J.; Cole S. T.; Blundell T. L.; Rizzi M.; Mizrahi V. The Inosine Monophosphate Dehydrogenase, GuaB2, Is a Vulnerable New Bactericidal Drug Target for Tuberculosis. ACS Infectious Diseases 2017, 3 (1), 5–17. 10.1021/acsinfecdis.6b00102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Abrahams K. A.; Chung C. W.; Ghidelli-Disse S.; Rullas J.; Rebollo-Lopez M. J.; Gurcha S. S.; Cox J. A.; Mendoza A.; Jimenez-Navarro E.; Martinez-Martinez M. S.; Neu M.; Shillings A.; Homes P.; Argyrou A.; Casanueva R.; Loman N. J.; Moynihan P. J.; Lelievre J.; Selenski C.; Axtman M.; Kremer L.; Bantscheff M.; Angulo-Barturen I.; Izquierdo M. C.; Cammack N. C.; Drewes G.; Ballell L.; Barros D.; Besra G. S.; Bates R. H. Identification of KasA as the cellular target of an anti-tubercular scaffold. Nat. Commun. 2016, 7, 12581. 10.1038/ncomms12581. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Werner T.; Sweetman G.; Savitski M. F.; Mathieson T.; Bantscheff M.; Savitski M. M. Ion coalescence of neutron encoded TMT 10-plex reporter ions. Anal. Chem. 2014, 86 (7), 3594–3601. 10.1021/ac500140s. [DOI] [PubMed] [Google Scholar]
- Hughes C. S.; Foehr S.; Garfield D. A.; Furlong E. E.; Steinmetz L. M.; Krijgsveld J. Ultrasensitive proteome analysis using paramagnetic bead technology. Molecular Systems Biology 2014, 10 (10), 757. 10.15252/msb.20145625. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Moggridge S.; Sorensen P. H.; Morin G. B.; Hughes C. S. Extending the Compatibility of the SP3 Paramagnetic Bead Processing Approach for Proteomics. J. Proteome Res. 2018, 17 (4), 1730–1740. 10.1021/acs.jproteome.7b00913. [DOI] [PubMed] [Google Scholar]
- Werner T.; Becher I.; Sweetman G.; Doce C.; Savitski M. M.; Bantscheff M. High-resolution enabled TMT 8-plexing. Anal. Chem. 2012, 84 (16), 7188–7194. 10.1021/ac301553x. [DOI] [PubMed] [Google Scholar]
- Sridharan S.; Kurzawa N.; Werner T.; Gunthner I.; Helm D.; Huber W.; Bantscheff M.; Savitski M. M. Proteome-wide solubility and thermal stability profiling reveals distinct regulatory roles for ATP. Nat. Commun. 2019, 10 (1), 1155. 10.1038/s41467-019-09107-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wilson C. R.; Gessner R. K.; Moosa A.; Seldon R.; Warner D. F.; Mizrahi V.; Soares de Melo C.; Simelane S. B.; Nchinda A.; Abay E.; Taylor D.; Njoroge M.; Brunschwig C.; Lawrence N.; Boshoff H. I. M.; Barry C. E. 3rd; Sirgel F. A.; van Helden P.; Harris C. J.; Gordon R.; Ghidelli-Disse S.; Pflaumer H.; Boesche M.; Drewes G.; Sanz O.; Santos G.; Rebollo-Lopez M. J.; Urones B.; Selenski C.; Lafuente-Monasterio M. J.; Axtman M.; Lelievre J.; Ballell L.; Mueller R.; Street L. J.; Ghorpade S. R.; Chibale K. Novel Antitubercular 6-Dialkylaminopyrimidine Carboxamides from Phenotypic Whole-Cell High Throughput Screening of a SoftFocus Library: Structure-Activity Relationship and Target Identification Studies. J. Med. Chem. 2017, 60 (24), 10118–10134. 10.1021/acs.jmedchem.7b01347. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Penzo M.; de Las Heras-Duena L.; Mata-Cantero L.; Diaz-Hernandez B.; Vazquez-Muniz M. J.; Ghidelli-Disse S.; Drewes G.; Fernandez-Alvaro E.; Baker D. A. High-throughput screening of the Plasmodium falciparum cGMP-dependent protein kinase identified a thiazole scaffold which kills erythrocytic and sexual stage parasites. Sci. Rep 2019, 9 (1), 7005. 10.1038/s41598-019-42801-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kabsch W. Xds. Acta Crystallogr. D Biol. Crystallogr. 2010, 66 (2), 125–132. 10.1107/S0907444909047337. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Evans P. Scaling and assessment of data quality. Acta Crystallogr. D Biol. Crystallogr. 2006, 62 (1), 72–82. 10.1107/S0907444905036693. [DOI] [PubMed] [Google Scholar]
- Evans P. R.; Murshudov G. N. How good are my data and what is the resolution?. Acta Crystallogr. D Biol. Crystallogr. 2013, 69 (7), 1204–1214. 10.1107/S0907444913000061. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Vagin A.; Teplyakov A. MOLREP: an automated program for molecular replacement. J. Appl. Crystallogr. 1997, 30 (6), 1022–1025. 10.1107/S0021889897006766. [DOI] [Google Scholar]
- Emsley P.; Cowtan K. Coot: model-building tools for molecular graphics. Acta Crystallogr. D Biol. Crystallogr. 2004, 60 (12), 2126–2132. 10.1107/S0907444904019158. [DOI] [PubMed] [Google Scholar]
- Liebschner D.; Afonine P. V.; Baker M. L.; Bunkoczi G.; Chen V. B.; Croll T. I.; Hintze B.; Hung L. W.; Jain S.; McCoy A. J.; et al. Macromolecular structure determination using X-rays, neutrons and electrons: recent developments in Phenix. Acta Crystallogr. D Struct Biol. 2019, 75 (10), 861–877. 10.1107/S2059798319011471. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.