Argyrins, produced by myxobacteria and actinomycetes, are cyclic octapeptides with antibacterial and antitumor activity. Here, we identify elongation factor G (EF-G) as the cellular target of argyrin B in bacteria, via resistant mutant selection and whole genome sequencing, biophysical binding studies and crystallography. Argyrin B binds a novel allosteric pocket in EF-G, distinct from the known EF-G inhibitor antibiotic fusidic acid, revealing a new mode of protein synthesis inhibition. In eukaryotic cells, argyrin B was found to target mitochondrial elongation factor G1 (EF-G1), the closest homologue of bacterial EF-G. By blocking mitochondrial translation, argyrin B depletes electron transport components and inhibits the growth of yeast and tumor cells. Further supporting direct inhibition of EF-G1, expression of an argyrin B-binding deficient EF-G1 L693Q variant partially rescued argyrin B-sensitivity in tumor cells. In summary, we show that argyrin B is an antibacterial and cytotoxic agent that inhibits the evolutionarily conserved target EF-G, blocking protein synthesis in bacteria and mitochondrial translation in yeast and mammalian cells.
Citation: Nyfeler B, Hoepfner D, Palestrant D, Kirby CA, Whitehead L, Yu R, et al. (2012) Identification of Elongation Factor G as the Conserved Cellular Target of Argyrin B. PLoS ONE 7(9): e42657. doi:10.1371/journal.pone.0042657
Editor: Beata G. Vertessy, Institute of Enzymology of the Hungarian Academy of Science, Hungary
Received: March 20, 2012; Accepted: July 10, 2012; Published: September 10, 2012
Copyright: © Nyfeler et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: Funding of this research was provided solely within the Novartis organization as per standard research activities. The funders (NIBR) had no role in study design, data collection and analysis, or preparation of the manuscript. The manuscript was assessed by the Novartis legal department as well as senior mangement in chemistry and biolgy (Infectious diseases and Global) to ascertain that release of this manuscript did not contravene Novartis policy regarding release of proprietary information, but this was limited only to approval for release of the material and was not related to the results or interpretations/conclusions contained in the manuscript.
Competing interests: The authors are, at present, or were during the time of their contribution to this manuscript, employed by Novartis Pharmaceuticals, under the umbrella of the Novartis Institutes for Biomedical Research (NIBR). As such, the authors all own stock in Novartis as part of their remuneration for employment. There are no competing interests as regards consultancies, patents or products in development or currently marketed. This does not alter the authors' adherence to all the PLoS ONE policies on sharing data and materials.
Natural products constitute a major resource for the identification of bioactive molecules. Indeed, most antibacterials in current use are natural products or semisynthetic derivatives thereof. The argyrins are natural peptides produced by myxobacteria and actinomycetes that have an intriguing antibacterial spectrum of activity , , . This includes the intrinsically drug resistant organism Pseudomonas aeruginosa, but not other Gram negatives tested, such as Escherichia coli or Salmonella typhimurium, unless the cells are compromised in their outer membrane permeability barrier, presumably allowing access to the intracellular target , . It has been shown that argyrins inhibit bacterial protein synthesis , but the specific cellular efficacy target of these antibacterials has not been identified. Argyrins were also shown to be immunosuppressive , ,  and anti-tumorigenic, with more recent investigations providing evidence that argyrin A inhibits the proteasome, induces apoptosis, and blocks angiogenesis by a p27-dependent mechanism , , , . To shed more light on the cellular target of this interesting class of natural products, we employed bacterial and yeast mutant selection and whole genome sequencing to identify the target of argyrin B and explored whether the mechanism of action is conserved in mammalian cells.
Argyrin B inhibits bacterial elongation factor G
We first confirmed the activity of argyrin B against P. aeruginosa PAO1 strain K767, and also observed activity against another intrinsically drug resistant Gram-negative pathogen, Burkholderia multivorans (Table 1). P. aeruginosa mutants with decreased susceptibility to argyrin B were selected at a frequency of circa 5×10−8 on solid medium containing 128 µg/ml argyrin B (minimum inhibitory concentration (MIC), 4–8 µg/ml). Sequencing the genome of one mutant identified a single mutation in the fusA1 gene, resulting in an amino acid substitution in elongation factor G (EF-G). EF-G mediates the translocation of mRNA and tRNA through the ribosome and is essential for protein synthesis , . The fusA1 gene from 5 additional mutants was then sequenced and found to contain point mutations encoding amino acid substitutions. The overall list of individual substitutions identified in EF-G were: P414S, S417L, S459F, P486S, T671A and Y683C (mutants CDR0052, CDR0054, CDR0055, CDR0056, CDR0057, CDR0058; Table 1). Argyrin B had variable solubility in MIC assays (visible precipitate above 16 µg/ml), so a more sensitive strain was used to more accurately determine the change in susceptibility conferred by resistance mutations. P. aeruginosa strain Z61 is hypersusceptible to a wide range of antibiotics, due to mutations affecting cell permeability , . Strain Z61 plated on 2 µg/ml argyrin B (MIC 0.125–0.25 µg/ml), yielded mutants also having the S417L and S459F substitutions, and identified an additional L663Q alteration (mutants CDA0055, CDA0056, CDA0061; Table 1). While mutants with S417L and S459F substitutions were still partially sensitive, L663Q conferred a higher level of resistance to argyrin B (MIC>128 µg/ml, Table 1). This suggested that argyrin B was inhibiting bacterial growth by targeting EF-G. P. aeruginosa has two similar genes encoding elongation factor G proteins, fusA1 and fusA2 (designated here as EF-G1 or EF-G2). All mutations were found in fusA1, consistent with the observation that fusA1 is highly transcribed whereas fusA2 is not (genechip analysis, data not shown). In B. multivorans, argyrin B resistant mutants (frequency circa 10−9–10−8) also had mutations in fusA1, mirroring the scenario observed for P. aeruginosa (Table 1). To exclude the possibility that selection of fusA mutations using argyrin B might reflect an indirect resistance mechanism rather than direct interaction of argyrin with this target protein, we tested if purified P. aeruginosa EF-G1 binds to argyrin B. Very tight binding was observed as measured with isothermal titration calorimetry (173 nM; stoichiometry of 1) as well as surface plasmon resonance (SPR, 176 nM). In contrast, EF-G1 S459F failed to bind argyrin B sufficiently to generate a Kd value by SPR (data not shown).
Argyrin B binding to EF-G reveals a new allosteric binding site and novel mode of inhibition
Since argyrin B clearly bound to the P. aeruginosa EF-G protein encoded by fusA1, we sought to derive more detailed information regarding the target binding pocket and possible mode of inhibition. The structure of P. aeruginosa EF-G1 in complex with argyrin B was therefore determined to 2.9 Å. The overall domain structure of EF-G1 seen here was similar to that of previously reported bacterial EF-G protein structures , , , . Argyrin B bound at the interface of domains III and V, revealing a novel inhibitor binding site that is clearly distinct from that of the characterized EF-G inhibitor fusidic acid (Figure 1A). Key binding interactions between argyrin B and domain III of EF-G1 are defined by hydrogen bonding interactions between the backbone amide of Ala489 and the N-methylated glycine of argyrin B, the hydroxyl group of Ser417 to the oxygen within the methoxytryptophan, as well as from the side chain of Lys448 to the glycine of argyrin B (Figure 1B, C and D). Van der Waals interactions are also observed between the thiazole within the argyrin B structure and the backbone of Gln487 and Val488. Interactions between argyrin B and domain V of EF-G1 are defined by van der Waals interactions between the indole ring of the tryptophan portion of argyrin B and Met620 and Met685, as well as additional interactions between argyrin B to both Leu663 and Phe687 (Figure 1B, C and D). Amino acid substitutions important for P. aeruginosa resistance are shown on the co-crystal structure and clearly line the binding pocket of argyrin B (Figure 1B). Of particular interest, the argyrin B-bound protein displays a rotation of domains III and V relative to domains I and II as compared to previously determined structures , . A ratcheting of domain IV is observed, indicating that argyrin B-bound EF-G1 adopts a more elongated conformation than has been described previously for Thermus thermophilus EF-G in complex with GTP  or in complex with fusidic acid and the ribosome  (Figure 1E). These structural data indicate that argyrin B directly binds to EF-G at a novel allosteric pocket causing EF-G to adopt an extended conformation that is unlikely to be compatible with ribosome binding.
(A) The argyrin B binding pocket localizes to the flexible interface between domains III and V, distinct from the GTP/fusidic acid binding domain (**). (B) Inset view. (C) 2D protein-ligand interaction plot showing the chemical structure of the argyrin B macrocyclic polypeptide and the hydrophobic (cyan) and hydrophilic (yellow) amino-acid residues in EF-G1 which are in binding contact. (D) Interactions between P. aeruginosa EF-G (domain III in yellow and domain V in cyan) and argyrin B (gray). (E) Superposition of Thermus thermophilus EF-G in complex with GTP (magenta), Thermus thermophilus EF-G in complex with the ribosome (ribosome not shown) and fuscidic acid (cyan), and structure of the argyrin B-bound Pseudomonas aeroginosa EF-G (FusA1) (yellow). Superposition was done using domains I and II of each of the protein structures.
Argyrin B targets mitochondrial elongation factor G in yeast
Argyrins are also active against eukaryotic cells , , , . To explore this further, we first determined toxic effects on yeast, which represent another genetically tractable system for mechanistic studies . Argyrin B was inactive against wild-type yeast (BY4741) and a strain deleted for eight genes involved in efflux (strain CMB970, designated as BYΔ8) when tested in rich medium containing glucose as carbon source. However, with ethanol/glycerol substituted as carbon source, argyrin B scored an IC50 concentration of 4 µM on wild-type and 0.04 µM on the drug efflux-deleted strain BYΔ8 (Figure 2A). While glucose can be metabolized in yeast cells by anaerobic fermentation, energy generation from ethanol/glycerol is strictly dependent on oxidative phosphorylation, suggesting that argyrin B interfered with mitochondrial function. The observed IC50 shift in the drug-efflux compromised strain also indicated that argyrin B was a substrate for drug efflux pumps in yeast. Consistent with argyrin B interference with mitochondria, incubating a strain with Cox4-GFP labeled mitochondria  in 3× the IC30 concentration of argyrin B for 30 minutes followed by fluorescence microscopy analysis showed mitochondrial morphology defects (fragmentation) for cells grown on ethanol/glycerol but not glucose (Figure 2B). Treatment with the microtubule toxin benomyl at 3× its IC30 had no effect on mitochondria, indicating that the response to argyrin B was not a general stress response.
(A) IC50 curves of argyrin B on wild-type cells (black) and cells deleted for 8 components involved in drug resistance (grey) in glucose (sqares) and ethanol/glycerol (circles). Cells were tested in triplicates, calculated IC50 values are indicated. (B) Microscopic analysis of Cox4-GFP labeled cells grown in glucose (left panel) and ethanol/glycerol (right panel). Cells were treated with 3 times the IC30 concentrations of argyrin B (10 µM on YPEG, 200 µM on YPD) or Benomyl (90 µM) for 30 minutes prior to analysis. Size bar represents 5 µm. (C) Sequence analysis of argyrin B-resistant yeast colonies identifies 4 individual base pair changes that all result in amino-acid changes. (D) Validation of the identified mutations by introduction of the individual base-pair changes into wild-type cells and recording IC50 curves in duplicates. *Except for the DMSO control, all argyrin B concentrations in the range tested resulted in full inhibiton of the wild-type strain and the IC50 value from panel A is depicted.
To identify the specific target of argyrin B in yeast, a mutagenesis strategy  similar to that described above for bacteria was used. On ethanol/glycerol medium, argyrin B abolished colony formation of the efflux-defective yeast strain at 0.1 µM. We therefore plated 107 chemically mutagenized yeast cells on this selection medium and analyzed resistant survivors by whole genome sequencing. The MEF1 gene encoding mitochondrial elongation factor 1 (mEF-G1) was a hot spot for mutations. Four individual mutations were identified resulting in four distinct amino acid changes (S473L, S514F, G517D, P667L, Figure 2C). Each mutation was introduced into a fresh BYΔ8 strain background, and these all showed a significantly shifted susceptibility (Figure 2D) confirming that the mutations selected in MEF1 mediated resistance to argyrin B. The A514F/G517D double mutant (Strain 6, Figure 1C) was equally susceptible to the A514F single mutant, suggesting that G517D is likely a passenger mutation not contributing to argyrin B resistance. mEF-G1 is the closest homologue of bacterial EF-G in the yeast S. cerevisiae, which supports conservation of the argyrin B target in eukaryotic cells. While P667L represents a novel mutation, S473L and S514F correspond to P. areuginosa EF-G1 mutations S417L and S459F, respectively (Table 2).
Argyrin B targets mitochondrial elongation factor G in mammalian cells
Given the anti-tumor activity of argyrins , , ,  we next explored the argyrin B-sensitivity of mammalian cells by testing it at multiple doses across a panel of 512 human cancer cell lines by measuring ATP levels (CellTiter Glo) after a three day incubation. Argyrin B inhibited cell viability in 18 cell lines with an IC50 below 1 µM (Figure 3A). Comparing the IC50 and maximal activity profile of argyrin B to other cytotoxic agents revealed a strong correlation with another closely related natural argyrin (argyrin A), followed by mitochondrial electron transport inhibitors such as rotenone and antimycin A, but less so with other cytotoxic agents (Figure 3B). Electron transport complexes consist of several mitochondrial-encoded components, which are translated by mitochondrial ribosomes . Hence, correlation of argyrin B to mitochondrial electron transport inhibitors may be caused by inhibition of mitochondrial protein synthesis via mitochondrial elongation factor G1 (mEF-G1, encoded by human GFM1), the closest mammalian homologue to bacterial EF-G and yeast mEF-G1 (Table 2). Supporting this, argyrin B treatment depleted mitochondrial-encoded cytochrome c oxidase subunit 2 (COX2), but did not affect the levels of nuclear-encoded succinate dehydrogenase flavoprotein subunit (SDHA) in two highly sensitive cell lines (HCT116 and RKO, Figure 3C). Furthermore, RKO cells became less sensitive to argyrin B under hypoxic culture conditions where energy metabolism switches from mitochondrial respiration to cytosolic glycolysis (data not shown). In line with mEF-G1 being the cellular target of argyrin B in mammalian cells, knock down of mEF-G1 by siRNA lowered the IC50 of argyrin B circa 9.6-fold in HCT116 and 3.3-fold in RKO cells without altering sensitivity to the proteasomal inhibitor MG132 (Figure 3D and E). The overall sequence homology between P. aeruginosa EF-G1 and human mEF-G1 is only 40%, but there is a striking conservation of amino acid residues shown to mediate binding to argyrin B and bacterial resistance (Table 2). We therefore introduced corresponding changes in human mEF-G1 (S452L, S494F, L693Q) to see if these reversed argyrin B-sensitivity in mammalian cells. Stable overexpression of mEF-G1 WT did not alter the argyrin B-sensitivity in HCT116 and RKO cells, and mEF-G1 S452L and S494F showed only marginal effects. However, expression of mEF-G1 L693Q decreased susceptibility to argyrin B by 4.7- and 7-fold in HCT116 and RKO cells, respectively, without altering sensitivity to MG132 (Figure 4A, B and C). It should be noted that the sensitive endogenous mEF-G1 is still expressed in these cells, which may decrease the magnitude of the susceptibility shift that can be mediated by the resistant mEF-G1 variants. Importantly, the rescue potential of the different mEF-G1 variants correlated well with their ability to bind argyrin B. Recombinant mEF-G1 WT, S452L and S494F still bound to argyrin B, with little binding detected with mEF-G1 L693Q (Figure 4D).
(A) Cytotoxicity profile of argyrin B across 512 mammalian cell lines showing reduced cell viability with an IC50 below 1 µM in 18 cell lines (red). (B) Susceptibility to argyrin B (IC50 and Amax values) was compared to different cytotoxic agents across the cell line panel by calculating Pearson correlation values. (C) RKO and HCT116 cells were treated for 4 days with 1 µM argyrin B, and total proteins were extracted and analyzed by immunoblotting for SDHA and COX2. (D) Cells were transfected with non-targeting (NT) or GFM1 (encoding mEF-G1) siRNA for 7 days, and total proteins were extracted and analyzed by immunoblotting for mEF-G1 and GAPDH. (E) siRNA-transfected cells were treated for 7 days with increasing doses of Argyrin B or MG132, and cell viability was assessed using CellTiter Glo. A representative example of three independent experiments is shown.
(A) mEF-G1 wild-type (WT), S452L, S494F or L693Q were stably over-expressed in HCT116 and RKO, cells were treated for 7 days with increasing doses of argyrin B or MG132, and cell viability was assessed using CellTiter Glo. A representative example of two independent experiments is shown. (B) Increase in IC50 relative to the parental cell line. Average fold increase was calculated from two independent experiments. (C) HCT116 and RKO stably expressing mEF-G1 WT, S452L, S494F or L693Q were lysed, and total proteins extracted and analyzed by immunoblotting for mEF-G1 and GAPDH. (D) Binding of argyrin B to recombinant human mEF-G1 WT, S452L, S494F or L693Q was measured by Biacore and is depicted relative to recombinant bacterial EF-G.
The data presented in this study strongly supports the notion that argyrin B inhibits bacterial protein synthesis and cell growth through binding of elongation factor G (EF-G) at a novel allosteric binding pocket. The detailed structural data elaborates a potential new mode of protein synthesis inhibition whereby EF-G (in complex with argyrin B) may be blocked from interacting with the ribosome. This may stand in contrast to the characterized inhibitor of EF-G, fusidic acid, which binds at the GDP/GTP binding pocket and interferes with the post translocation release of EF-G bound on the ribosome , , . Supporting this mode of inhibition, argyrin B bound purified P. aeruginosa EF-G tightly, whereas fusidic acid binds EF-G in complex with the ribosome. Hence, argyrin B may constitute a new tool for the study of EF-G and ribosome function.
Argyrins also have an intriguing spectrum of antibacterial activity, which includes the Gram negative pathogen P. aeruginosa, for which a combination of membrane impermeability and active efflux mediates significant intrinsic resistance to antibacterial compounds. Although this activity is moderate (MIC = 4–8 µg/ml) it is nonetheless interesting since generally more susceptible Gram negatives such as E. coli and S. typhimurium, and even Gram positives such as Staphylococcus aureus, showed less susceptibility . An S. typhimurium mutant defective in the outer membrane (increased permeability) was susceptible to argyrin, and these molecules inhibited in vitro transcription translation reactions, indicating that argyrins could inhibit those cells if there is sufficient cellular penetration. Consistent with this, we also observed substantially increased activity of argyrins against the efflux and membrane defective hypersusceptible P. aeruginosa mutant Z61. Intriguingly, we also demonstrated the previously unreported activity of argyrins against another notably intrinsically resistant Gram negative pathogen, B. multivorans (MIC = 1 µg/ml), whose EF-G is homologous to that of P. aeruginosa (Table 2). Based on these observations, the unique antibacterial spectrum of argyrins is determined in part by differences in cell penetration while other factors such as intrinsic target sequence variation likely also play a role, however this awaits further investigation.
In yeast and mammalian cells, argyrin B inhibited mitochondrial EF-G1, a close homologue of bacterial EF-G, consistent with the prokaryotic origin of mitochondria as predicted by the endosymbiosis theory . The lack of inhibitory activity of argyrin B on glucose-grown yeast, which can utilize anaerobic fermentation, suggests an exclusive mitochondrial target in this context. We cannot exclude the possibility of additional targets of argyrin B in mammalian cells relating to the reported immunosuppressive activity , , , , , but our study identifies mEF-G1 as the major efficacy target for the suppression of mammalian cell growth. Since argyrin B-sensitive tumor lines showed an overall higher CellTiter Glow signal (data not shown), we hypothesize that susceptibility to argyrin B is dependent on carbon source utilization rates as well as the proliferative index, given that mitochondria need to divide and segregate as part of the cell division cycle. By inhibiting bacterial and mitochondrial EF-G, argyrin B blocks an important cellular machine, which is conserved in prokaryotic and eukaryotic cells, consistent with protein synthesis as a target of many natural products.
Isolation of argyrin
Argyrins A and B were isolated from culture broths of Actinoplanes sp. 86317. The strain was cultivated in a medium consisting of potato starch 2.5%, glycerol 2.0%, soybean meal 0.5%, cornsteep powder 1.5%, yeast extract 0.3% and CaCO3 0.5% for 7 days. Two liters of culture broth were filtered and mycelia were extracted with 1 L of ethyl acetate. The extract (2.7 g) was purified by reversed phase chromatography (RP18 as stationary phase) using formic acid (0.1%) and acetonitrile containing 0.1% formic acid as mobile phase yielding 5 mg argyrin B. The structures of both compounds were confirmed by comparison of the 1H-NMR data with the 1H-NMR published for Argyrin A and B , .
Bacterial mutant selection experiments and fusA1 sequencing
The strains used in this study are listed in Table 1. For isolation of mutants with decreased susceptibility to argyrin B, cultures were grown to mid-log phase (OD600, approximately 0.6–0.8) in Mueller-Hinton broth, collected by centrifugation, and resuspended in fresh medium and plated on Mueller-Hinton agar containing argyrin B. Serial dilutions were also plated on Mueller-Hinton agar without compound for enumeration (colony forming units/ml, CFU/ml). Resistance frequencies were calculated as the number of CFU (mutants) on drug containing plates divided by the number of CFU plated. Whole genome sequencing was done as described previously . The fusA1 gene from P. aeruginosa was generated for sequencing in two parts, using primer pairs PAEFF1/PAEFR1: GGCCATGCGTTGGCTGGTGGAC/GTGACGTCCTTCATGCCGATC and EFF2/EFR1: GTTCAAGAACAAGGGCGTTC/GGTGCCGACGTTGACGTGCGG. The fusA1 gene from B. multivorans was generated as a single band using BCEFGF1/BCEFGR1: CATTTCCGTTTCTAAGCGCC/CAATCGTACCAACGTTCACGTG. Nucleotide sequencing of the products was done by Agencourt (Beverly MA).
Purification of P. aeruginosa EF-G1 and EF-G1S459F
For wild type P. aeruginosa EF-G1 expression, the fusA gene was amplified from genomic DNA of P. aeruginosa PAO1 K767 using the primer pair EFG-F/EFG-R: AGCCATATGGCCCGTACTACACCCATCAACC/AAAAAGCTTATCAACCTTGTTTTTTAACCAGCGC. The product was digested with NdeI and HindIII and ligated into similarly digested pET28a to generate pET28a-PaEFG-Nhis. This plasmid was then used for site directed mutagenesis to introduce the nucleotide change encoding EF-G1S459F (pET28a-PaEFGS459F-Nhis). The plasmids were then transformed into an E. coli strain BL21 (DE3) for expression. A single colony was used to inoculate 10 ml LB broth containing 50 µg/ml kanamycin which was incubated at 37°C overnight, with shaking at 250 rpm. The overnight culture was then diluted 100-fold into 1 liter fresh LB broth containing 50 µg/ml kanamycin. After growing at 37°C with vigorous shaking for about 2.5 hours, expression of P. aeruginosa EF-G1 or EF-G1S459F was then induced by adding 0.1 mM IPTG, with further culture incubation at 18°C for 24 hours. Cells were then pelleted by centrifugation at 5,000 rpm with Sorvall SLC-6000 rotor and stored at −20°C. Cell pellets were then resuspended in 20 ml of BugBuster solution (Novagen) and incubated at room temperature for 20 minutes. The cell lysate was centrifuged at 20,000 rpm in a Sorvall SA-300 rotor for 20 min at 4°C. The supernatant was then loaded onto a Ni-NTA agarose column with bed volume of 2.5 mL. The mixture in the column was then rotated on a platform mixer at 4°C for an hour. The column was washed with 10 column volumes (CV) of wash buffer (100 mM Tris-HCl pH 8, 200 mM NaCl, 10 mM imidazole), followed by 5 CV of wash buffer containing 40 mM imidazole. The bound his-tagged P. aeruginosa EF-G1 proteins were eluted with 5 CV of buffer containing 500 mM imidazole. The eluent was concentrated to about 2 ml using an Ultracel-30K centrifugal filter unit with a molecular weight cutoff of 30 kDa (Amicon). The resulting protein solution was centrifuged at 13,000 rpm at 4°C with a bench top centrifuge, and then filtered with an Anotop 10 filter to remove any possible large aggregates before being injected onto a HiLoad 16/60 Superdex 200 SEC column and purified by AKTA FPLC system. The chromatography was conducted using running buffer containing 50 mM Tris-HCl, pH 7.5, 10 mM MgCl2, 1 mM DTT, 50 mM NH4Cl, 10% Glycerol at a flow rate of 1 mL/min. Fractions of 2.5 mL each were collected. The protein in the fractions was monitored by UV absorbance at 280 nm. Fractions containing P. aeruginosa EF-G1 protein were pooled and stored at −80°C. Protein concentration was determined by Nano-drop spectrophotometer. The identity of P. aeruginosa EF-G1 proteins was confirmed by SDS-PAGE and molecular weight determination using an LC-ESI-MS system (Agilent 1100/Waters ZQ4000).
Isothermal titration calorimetry (ITC) determinations
For isothermal titration calorimetry, P. aeruginosa EF-G1 was dialyzed against 50 mM Tris-HCl pH 7.6, 10 mM MgCl2, 1 mM TCEP, 10 mM NH4Cl, 100 µM GDP, in a 3 mL dialysis cassette (10K MWCO) at 4°C overnight. DMSO and buffer were used to adjust to 44 µM EF-G1 and 2% DMSO in 0.5 mL. Argyrin B was diluted to a final concentration of 2.5 µM (2.0 mL) with the dialysis buffer and DMSO (2% final concentration). Both protein and compound solutions were degassed and loaded onto the VP-ITC titration calorimetry instrument according to the manufacturer's instruction. After initial injection of 2 µL, P. aeruginosa EF-G1 was injected into the cell containing argyrin B at the volume of 10 µL per injection with interval of 240 seconds. The stirring rate was 307 rpm and the titration temperature was 25°C. The data was analyzed using nonlinear least-squares curve fitting in MicroCal Origin Version 7.0. The standard one binding site model was used to obtain the thermodynamic parameters K (binding constant), enthalpy of binding (ΔH), entropy of binding (ΔS), and n, where n is the ratio of argyrin B to P. aeruginosa EF-G1 in the complex.
Surface plasmon resonance (SPR) determinations
EF-G1 proteins (0.5 ml) were first dialyzed against 1 L 1× PBS using the 10K MWC Slide-A-Lyzer 10K MWCO at 4°C overnight. EZLink Sulfo-NHS-LC-LC-Biotin (10 mM in PBS) was added to FusA1 to provide a molar ratio of crosslinking reagent and P. aeruginosa EF-G1 of about 1:0.5 to 1:1. This mixture was incubated overnight at 4°C. Unreacted and hydrolyzed biotin reagent was removed with a Zeba desalting chromatography cartridge by following the manufactures instructions. Labelling with a single biotin was then confirmed by LC-ESI-MS. Biacore running buffer contained 50 mM Hepes, pH 7.4, 0.25 M NaCl, 10 mM MgCl2, 1 mM TCEP, 2% DMSO and 0.05% surfactant P20. The SA chip was activated with three consecutive 1 min injections at 10 µl/min of pre-conditioning solution (1 M NaCl and 40 mM NaOH) prior to the immobilization. A “Prime” procedure was performed to flush the chip free of the pre-conditioning solution. Biotinylated EF-G1 was immobilized on the sample flow cells on SA chip with a flow rate of 10 µl/min to about 2,000 response units (RU). The unoccupied biotin binding sites on the SA chip were blocked by injecting 10 mM Biotin over all sample and reference flow cells for 3 mins at 10 µl/min. Compounds were prepared with different dilutions (1.53 nM, 4.6 nM, 13.7 nM, 41.2 nM, 123 nM, 370.4 nM, 1,111.1 nM, 3,333.3 nM and 10,000 nM) on a 96 or 384 plate. The final concentration of DMSO was 2%. Binding of the compounds to the immobilized EF-G1 was done by running at 50 µl/min with 200 seconds of association time and 250 seconds of dissociation time. Data was analyzed by global fitting into a 1:1 binding model using the Biacore T100 Evaluation Software Version 2.0 and the association rate constant (ka), dissociation rate constant (kd), and dissociation constant (KD = kd/ka) were obtained as fitting results. If the binding reaches equilibrium at the end of association phase of each concentration injection, the KD value can also be determined by measuring the average data points (over 5 seconds) near the end of the association phase (4 seconds before the end of injection). The obtained RU is then plotted against the compound concentration and fitted to the steady-state affinity model (Langmuir equation) using the Biacore T100 Evaluation Software Version 2.0 to calculate the KD.
Crystallography of the EF-G argyrin complex
BL21 (DE3) cells harboring pET28a-PaEFG-Nhis were grown in Terrific Broth containing 100 µg/ml kanamycin. EF-G1 expression was induced using 1 mM IPTG. Cell pellets were resuspended and lysed using a microfluidizer, after which ultracentrifugation was performed. Purification was done using NiNTA resin followed by removal of the N-terminal Histidine tag with thrombin protease. The protein was further purified using a Mono Q column and was then concentrated and loaded onto a HiLoad Superdex 200 26/60 column, exchanging the protein into 25 mM Tris-HCl pH 7.5, 150 mM NaCl and 1 mM TCEP. For crystallization of the protein with argyrin B, 2 mg/ml P. aeroginosa EF-G1 was incubated with 200 µM argyrin B for 1 hour on ice followed by concentration of the protein to 11 mg/ml. Sitting drop vapor diffusion method was used for crystallization, with the crystallization well containing 100 mM Tris-HCl pH 7.5, 18% PEG 3350 and 200 mM sodium nitrate, and the drop containing a 1:1 volume of protein and crystallization solution. After crystals formed they were subsequently cryoprotected using the crystallization solution with the addition of 20% glycerol, followed by flash freezing directly into liquid nitrogen.
Data collection and structure determination
Diffraction data for the P. aeroginosa EF-G1/argyrin B complex were collected on a Dectris Pilatus 6M Detector at the Advanced Photon Source beamline 17-ID at a wavelength of 1 Å. The data were measured from a single crystal maintained at 100°K, and the reflections were indexed, integrated, and scaled using autoPROC , . The spacegroup of the complex is C2 with 1 molecule in the asymmetric unit. The structure was determined with PHASER  using molecular replacement methods with a starting model of Thermus thermophilus EF-G (PDB Code 2BM0) . The starting model was broken into three search models, which included Domains I and II, Domain IV, and Domain V while Domain III was fit manually. Structure determination was achieved through iterative rounds of positional and simulated annealing refinement using BUSTER (BUSTER, version 2.8.0. Cambridge, United Kingdom: Global Phasing Ltd.), with model building using COOT . Individual B-factors were refined using an overall anisotropic B-factor refinement along with bulk solvent correction. The argyrin B as well as the solvent molecules were built into the density in later rounds of the refinement. Data collection and refinement statistics are shown in Table 3. The structure of P. aeruginosa EF-G1 in complex with argyrin B contains protein residues Met1-Leu40, Thr62-Asn194, Lys198-Arg408, Phe411-Pro422, Leu435-Val479, Ile483-Gln705, 1 molecule of Argyrin B and 21 solvent molecules. The coordinates and structure factors have been deposited in the Protein Data Bank (PDB ID Code: 4FN5).
Yeast susceptibility determination
Yeast strains used in this study are BY4741  and strain BYΔ8, derived from BY4741 but deleted for eight genes involved in drug resistance (efflux pumps: snq2, pdr5, yor1; transcription factors: pdr1, pdr2, pdr3, yap1, yrm1). Argyrin potency was determined as follows: 11 point serial dilutions (3.1 dilution factor) were prepared in 96 well plates with log phase growth yeast cultures in YPD (2% glucose, 2% BactoPeptone, 1% yeast extract) and YPEG (2% glycerol, 1% ethanol, 2% BactoPeptone, 1% yeast extract), giving a compound dilution range from 200 µM to 2.44 nM and a DMSO control. Starting OD600 was 0.1, total volume per well 120 µl. Plates were incubated at 30°C with 770 RPM orbital shaking. The 16 h time point in YPD and the 42 h time point in YPEG represented late log phase and was used to calculate IC50 values using a logistic regression curve fit algorithm.
Microscopy of mitochondrial morphology
BY4741 cells containing a genomic COX4-GFP fusion where grown to mid-log phase in glucose and ethanol/glycerol media and incubated with the corresponding concentrations of compound for 30 minutes. Aliquots where spotted on microscopy slides and directly imaged on a Zeiss Axiovert 200Mot microscope equipped with a AxioCam MRm digital camera using the Plan-Neofluar 100×, 1.3 oil PH3 objective (Carl Zeiss, Feldbach, Switzerland). A z-stack consisting of 3 images spaced by 0.75 µM in the filterset 38 (eGFP) channel and a phase-contrast image where acquired. False colors where applied to the GFP images (green) and phase contrast (blue) and the images merged into one plane and scaled to 8-bit. Representative, individual cells where selected and assembled into a panel using Adobe Photoshop (Adobe Systems Inc.).
Selection of drug resistant S. cerevisiae cells
Strain BYΔ8 was incubated in 2.5% ethylmethanesulfonate until only 50% of the cells formed colonies. A total of 2×107 mutagenized BYΔ8 cells were plated on two 14 cm dishes with synthetic complete medium (0.7 g/l Difco Yeast Nitrogen Base w/o amino acids, 0.79 g/l MPbio CSM amino acid mixture, 2% Glycerol, 1% Ethanol) containing 0.1 µM Argyrin B. After 3 days resistant colonies appeared. Resistance was confirmed by re-streaking on 0.1 µM Argyrin B. Genomic DNA was extracted (YeaStar Genomic DNA Extraction Kit, Zymo Research) and the genome analyzed by 80 nucleotide paired end reads on an Illumina HighSeq 2000. Analysis of the obtained sequence showed an average of 180× coverage. Amplifying the mutated MEF1 gene and transforming it into non-mutagenized BYΔ8 cells validated identified mutations in MEF1. Integration by homologous recombination was selected for on plates containing 0.1 µM argyrin B. Presence of the corresponding point mutations were confirmed by direct sequencing of the MEF1 gene. Resistance was confirmed by recording dose-response curves in with serial dilutions of argyrin B as described above.
Mammalian cell line profiling and compound correlation analysis
A panel of 512 human cancer cell lines (http://www.broadinstitute.org/ccle) was tested for sensitivity to various pharmacological agents, including argyrin A, argyrin B, rotenone, antimycin A, topotecan, paclitaxel, 17-AAG, staurosporin and velcade. All cell lines were maintained in humidified incubators at 37°C and 5% CO2 in DMEM or RPMI1640 supplemented with 10% FBS. Cells were seeded into 1536-well plates at a density of 250 cells per well, allowed to adhere for 12–24 hours, then treated for 3 days with pharmacological agents in 8-point dose response (semi-log from 8 µM to 2.5 nM), and cell viability was assessed using CellTiter Glo (Promega). Automatic curve fit was used to determine IC50 and maximal activity (Amax) values, relative to 0.4% DMSO (0%) and 1 µM MG132 (−100%) . Compound correlation analysis was performed by calculating a Pearson correlation for each compound pair (using either IC50 or Amax values) across the 512 cell lines. We required data values for a minimum of 50 cell lines in common to avoid spuriously high correlations.
Cell viability assays
HCT116 (ATCC, CCL-247) and RKO (ATCC, CRL-2577) cell lines were maintained in a humidified incubator at 37°C and 5% CO2 in RPMI1640 supplemented with 10% FBS. Cell viability was determined using the CellTiter-Glo luminescent cell viability assay (Promega). 1000 cells were seeded into wells of clear-bottom 384-well plates in 30 µl growth media and treated for 7 days with dose responses of argyrin B or MG132 (Sigma) by adding 10 µl compound-containing media per well. Subsequently, 40 µl of CellTiter-Glo reagent was added to each well and luminescence recorded on an Envision plate reader (Perkin Elmer). Each treatment condition was tested in triplicate and compared to an equivalent volume of DMSO as control.
Non-targeting (NT) or GFM1 siRNA pools were obtained from Dharmacon (ON-TARGETplus SMART pool D-001810 and L-013685). HCT116 and RKO cells were reverse transfected in 6-well plates using RNAiMax (Invitrogen) and 25 nM siRNA. After 2 days, cells were harvested by trypsinization and re-plated into 6-well plates for western blot analysis or into 384-well plates for compound treatments and cell viability determination using CellTiter-Glo as described above.
Mutagenesis of mEF-G1
The human GFM1 cDNA (encoding mEF-G1, Table 2) was mutagenized in pENTR221 (Invitrogen) using QuikChangeII XL site-directed mutagenesis (Stratagene). The following point mutations were introduced: C1355T (encoding S452L), C1481T (encoding S494F) and T2078A (encoding L693Q). The GFM1 cDNAs were then subcloned into the mammalian expression vector pLenti4/TO/V5 using LR clonase II (Invitrogen) and sequence-verified. The pLenti4 constructs were then co-transfected with a lentiviral plasmid mix (encoding LP1, LP2 and VSV-G) into 293T cells, and viral particles were harvested after 72 h and used to infect HCT116 and RKO cells. Stable cell lines were generated by selection with 400 µg/ml Zeocin and plated into 6-well plates for western blot analysis or into 384-well plates for compound treatments and cell viability determination using CellTiter-Glo as described above.
Immunoblotting for determination of mitochondrial protein synthesis inhibition
Whole cell lysates were prepared using RIPA buffer (Cell Signaling Technology) supplemented with EDTA-free protease inhibitor cocktail (Roche Applied Science), cleared by centrifugation at 16,000× g for 10 min, normalized based on protein concentration (Bio-Rad protein assay), boiled in NuPAGE LDS sample buffer (Invitrogen) supplemented with 2% ß-mercaptoethanol, and separated on NuPAGE 4–12% Bis-Tris gels using MOPS running buffer (Invitrogen). Proteins were transferred to nitrocellulose membranes and probed with the following primary antibodies: rabbit polyclonal antibody against mEF-G1 (Sigma, HPA034765), rabbit monoclonal antibody against GAPDH (Cell Signaling Technology, 14C10), mouse monoclonal antibodies against COX2 (Invitrogen, A6404) or SDHA (MitoSciences, MS204). Immobilized primary antibodies were visualized using HRP-conjugated anti-rabbit or anti-mouse IgG (Millipore, AP307P and AP308P) and enhanced chemiluminescence (Pierce).
Human EF-G1 protein production and surface Plasmon Resonance
GFM1 encoding the active site of EF-G1 (residues 36–751) was PCR amplified from pDONR221 constructs using primers (GGG GAC AAG TTT GTA CAA AAA AGC AGG CTT AAT GTC TTC ATC AGG GGT GAT T, GGG GAC CAC TTT GTA CAA GAA AGC TGG GTA TTA GTT CTT GGC TTT TCC). P. aeroginosa fusA1 encoding full-length EF-G was PCR amplified from pET28a-PaEFG-Nhis using primers (GGG GAC CAC TTT GTA CAA GAA AGC TGG GTA TTA TCA ACC TTG TTT TTT, GGG GAC AAG TTT GTA CAA AAA AGC AGG CTT AAT GGC CCG TAC TAC ACC C). Purified PCR products were cloned into the pDONR221 vector using Gateway cloning and BP Clonase II (Invitrogen), shuttled into an E.coli protein expression vector for N-terminal tagging (Avitag-His6 vector) using LR Clonase II (Invitrogen), and verified by sequencing. Avitag-His6-hEF-G1 and Avitag-His6-PaEF-G constructs were transformed into BL21-AI cells (Invitrogen) and isolated single colonies were used to inoculate 5 ml cultures which were grown overnight at 37°C with shaking. Two milliliters of the overnight cultures were then used to inoculate 1 liter of TB, grown at 37°C until the OD600 reached 0.4, adjusted to 0.2% arabinose, and incubated overnight at 18°C. Subsequently, cells were pelleted, lysed in 30 mls of Q-proteome buffer (Qiagen) supplemented with EDTA-free protease inhibitor cocktail (Roche), and lysates were centrifuged at 24,000× g for 30 minutes and further clarified by passage through a 0.45 µm filter. hEF-G1 and PaEF-G protein were purified using 1 ml HisTrap FF column on AktaXpress (GE Healthcare). Briefly, protein was captured on column using binding buffer (50 mM Tris; pH 7.5, 300 mM NaCl, 20 mM imidazole, 10% glycerol), washed extensively with washing buffer (50 mM Tris; pH 7.5, 500 mM NaCl, 30 mM imidazole, 10% glycerol), and then eluted with elution buffer (50 mM Tris; pH 7.5, 500 mM NaCl, 250 mM imidazole, 10% glycerol). Peak protein fractions were pooled and further purified using a size exclusion column (16/60 Superdex column) equilibrated in 50 mM Tris; pH 7.5, 500 mM NaCl, 10% glycerol, and stored at −80°C. For Biacore, a CM5 chip was activated with NHS-EDC, and neutravidin was immobilized to the surface using 50 µg/ml neutravidin (Pierce) in acetate buffer; pH 4.5. 7000 RU's of each protein was bound to the chip surface in HBS-P+ buffer (10 mM HEPES; pH 7.4, 150 mM NaCl, 0.05% surfactant P20). Argyrin B was added to HBS-P+ buffer at 10, 20, and 40 µM final concentrations in 4% DMSO, and profiled using 120 second contact time, 60 second dissociation with a 30 µl/min flow rate in running buffer (HBS-P+ buffer containing 4% DMSO). All data was solvent corrected.
We thank Frank Petersen, Jennifer Leeds and Vic E. Myer for their generous support of this project; Travis Stams, Rajiv Chopra and Jason Baird for their assistance with the structural biology effort; JoAnnDzink-Fox and Stacey Tiamfook for assistance with MICs; Silvio Roggo, Carl Balibar, David Six, David Parker, Andreas Katopodis, Sovanda Som and Greg Bebernitz for comments and helpful discussion; Keith Poole and Ian Chopra for bacterial strains. Use of the IMCA-CAT beamline 17-ID (or 17-BM) at the Advanced Photon Source was supported by the companies of the Industrial Macromolecular Crystallography Association through a contract with Hauptman-Woodward Medical Research Institute. Use of the Advanced Photon Source was supported by the U.S. Department of Energy, Office of Science, Office of Basic Energy Sciences, under Contract No. DE-AC02-06CH11357.
Conceived and designed the experiments: CRD BN DH DP CK GD. Performed the experiments: REC ALW AKJ SWB RY CS RR TA DE BN ZW MS EH. Analyzed the data: CRD BN DH SWB LW JRW GAM GM LOM CJW SG SMB JT NRM. Contributed reagents/materials/analysis tools: PK. Wrote the paper: CD BN DH CK.
- 1. Sasse F, Steinmetz H, Schupp T, Petersen F, Memmert K, et al. (2002) Argyrins, immunosuppressive cyclic peptides from myxobacteria. I. Production, isolation, physico-chemical and biological properties. J Antibiot (Tokyo) 55: 543–551. doi: 10.7164/antibiotics.55.543
- 2. Selva E, Gastaldo L, Saddler GS, Toppo G, Ferrari P, et al. (1996) Antibiotics A21459 A and B, new inhibitors of bacterial protein synthesis. I. Taxonomy, isolation and characterization. J Antibiot (Tokyo) 49: 145–149. doi: 10.7164/antibiotics.49.145
- 3. Ferrari P, Vekey K, Galimberti M, Gallo GG, Selva E, et al. (1996) Antibiotics A21459 A and B, new inhibitors of bacterial protein synthesis. II. Structure elucidation. J Antibiot (Tokyo) 49: 150–154. doi: 10.7164/antibiotics.49.150
- 4. Ley SV, Priour A, Heusser C (2002) Total synthesis of the cyclic heptapeptide Argyrin B: a new potent inhibitor of T-cell independent antibody formation. Org Lett 4: 711–714. doi: 10.1021/ol017184m
- 5. Vollbrecht L, Steinmetz H, Hofle G, Oberer L, Rihs G, et al. (2002) Argyrins, immunosuppressive cyclic peptides from myxobacteria. II. Structure elucidation and stereochemistry. J Antibiot (Tokyo) 55: 715–721. doi: 10.7164/antibiotics.55.715
- 6. McConkey DJ (2008) A novel role for a familiar protein in apoptosis induced by proteasome inhibition. Cancer Cell 14: 1–2. doi: 10.1016/j.ccr.2008.06.011
- 7. Nickeleit I, Zender S, Sasse F, Geffers R, Brandes G, et al. (2008) Argyrin A reveals a critical role for the tumor suppressor protein p27(kip1) in mediating antitumor activities in response to proteasome inhibition. Cancer Cell 14: 23–35. doi: 10.1016/j.ccr.2008.05.016
- 8. Stauch B, Simon B, Basile T, Schneider G, Malek NP, et al. (2010) Elucidation of the structure and intermolecular interactions of a reversible cyclic-peptide inhibitor of the proteasome by NMR spectroscopy and molecular modeling. Angew Chem Int Ed Engl 49: 3934–3938. doi: 10.1002/anie.201000140
- 9. Bulow L, Nickeleit I, Girbig AK, Brodmann T, Rentsch A, et al. (2010) Synthesis and biological characterization of argyrin F. ChemMedChem 5: 832–836. doi: 10.1002/cmdc.201000080
- 10. Rodnina MV, Wintermeyer W (2011) The ribosome as a molecular machine: the mechanism of tRNA-mRNA movement in translocation. Biochem Soc Trans 39: 658–662. doi: 10.1042/bst0390658
- 11. Li W, Trabuco LG, Schulten K, Frank J (2011) Molecular dynamics of EF-G during translocation. Proteins 79: 1478–1486. doi: 10.1002/prot.22976
- 12. Angus BL, Carey AM, Caron DA, Kropinski AM, Hancock RE (1982) Outer membrane permeability in Pseudomonas aeruginosa: comparison of a wild-type with an antibiotic-supersusceptible mutant. Antimicrob Agents Chemother 21: 299–309. doi: 10.1128/aac.21.2.299
- 13. Angus BL, Fyfe JA, Hancock RE (1987) Mapping and characterization of two mutations to antibiotic supersusceptibility in Pseudomonas aeruginosa. J Gen Microbiol 133: 2905–2914. doi: 10.1099/00221287-133-10-2905
- 14. Aevarsson A, Brazhnikov E, Garber M, Zheltonosova J, Chirgadze Y, et al. (1994) Three-dimensional structure of the ribosomal translocase: elongation factor G from Thermus thermophilus.. EMBO J 13: 3669–3677.
- 15. Chen Y, Koripella RK, Sanyal S, Selmer M (2010) Staphylococcus aureus elongation factor G-structure and analysis of a target for fusidic acid. FEBS J 277: 3789–3803. doi: 10.1111/j.1742-4658.2010.07780.x
- 16. Czworkowski J, Wang J, Steitz TA, Moore PB (1994) The crystal structure of elongation factor G complexed with GDP, at 2.7 A resolution. EMBO J 13: 3661–3668.
- 17. Gao YG, Selmer M, Dunham CM, Weixlbaumer A, Kelley AC, et al. (2009) The structure of the ribosome with elongation factor G trapped in the posttranslocational state. Science 326: 694–699. doi: 10.1126/science.1179709
- 18. Smith AM, Ammar R, Nislow C, Giaever G (2010) A survey of yeast genomic assays for drug and target discovery. Pharmacol Ther 127: 156–164. doi: 10.1016/j.pharmthera.2010.04.012
- 19. Huh WK, Falvo JV, Gerke LC, Carroll AS, Howson RW, et al. (2003) Global analysis of protein localization in budding yeast. Nature 425: 686–691. doi: 10.1038/nature02026
- 20. Heitman J, Movva NR, Hall MN (1991) Targets for cell cycle arrest by the immunosuppressant rapamycin in yeast. Science 253: 905–909. doi: 10.1126/science.1715094
- 21. Smits P, Smeitink J, van den Heuvel L (2010) Mitochondrial translation and beyond: processes implicated in combined oxidative phosphorylation deficiencies. J Biomed Biotechnol 2010: 737385. doi: 10.1155/2010/737385
- 22. Bodley JW, Zieve FJ, Lin L, Zieve ST (1969) Formation of the ribosome-G factor-GDP complex in the presence of fusidic acid. Biochem Biophys Res Commun 37: 437–443. doi: 10.1016/0006-291x(69)90934-6
- 23. Tanaka N, Kinoshita T, Masukawa H (1968) Mechanism of protein synthesis inhibition by fusidic acid and related antibiotics. Biochem Biophys Res Commun 30: 278–283. doi: 10.1016/0006-291x(68)90447-6
- 24. Seo HS, Abedin S, Kamp D, Wilson DN, Nierhaus KH, et al. (2006) EF-G-dependent GTPase on the ribosome. conformational change and fusidic acid inhibition. Biochemistry 45: 2504–2514. doi: 10.1021/bi0516677
- 25. Lang BF, Gray MW, Burger G (1999) Mitochondrial genome evolution and the origin of eukaryotes. Annu Rev Genet 33: 351–397.
- 26. Caughlan RE, Jones AK, Delucia AM, Woods AL, Xie L, et al. (2011) Mechanisms decreasing in vitro susceptibility to the LpxC inhibitor CHIR-090 in the Gram negative pathogen Pseudomonas aeruginosa. Antimicrob Agents Chemother 56: 17–27. doi: 10.1128/aac.05417-11
- 27. Kabsch W (2010) Xds. Acta Crystallogr D Biol Crystallogr 66: 125–132. doi: 10.1107/s0907444909047337
- 28. Vonrhein C, Flensburg C, Keller P, Sharff A, Smart O, et al. (2011) Data processing and analysis with the autoPROC toolbox. Acta Crystallogr D Biol Crystallogr 67: 293–302. doi: 10.1107/s0907444911007773
- 29. McCoy AJ, Grosse-Kunstleve RW, Adams PD, Winn MD, Storoni LC, et al. (2007) Phaser crystallographic software. J Appl Crystallogr 40: 658–674. doi: 10.1107/s0021889807021206
- 30. Hansson S, Singh R, Gudkov AT, Liljas A, Logan DT (2005) Structural insights into fusidic acid resistance and sensitivity in EF-G. J Mol Biol 348: 939–949. doi: 10.1016/j.jmb.2005.02.066
- 31. Emsley P, Lohkamp B, Scott WG, Cowtan K (2010) Features and development of Coot. Acta Crystallogr D Biol Crystallogr 66: 486–501. doi: 10.1107/s0907444910007493
- 32. Brachmann CB, Davies A, Cost GJ, Caputo E, Li J, et al. (1998) Designer deletion strains derived from Saccharomyces cerevisiae S288C: a useful set of strains and plasmids for PCR-mediated gene disruption and other applications. Yeast 14: 115–132.
- 33. Barretina J, Caponigro G, Stransky N, Venkatesan K, Margolin AA, et al. (2012) The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity. Nature 483 (7391) 603–607. doi: 10.1038/nature11003
- 34. Masuda N, Ohya S (1992) Cross-resistance to meropenem, cephems, and quinolones in Pseudomonas aeruginosa. Antimicrob Agents Chemother 36: 1847–1851. doi: 10.1128/aac.36.9.1847