Abstract
Polo-like kinase 1 (Plk1) plays several roles in cell division and it is a recognized cancer drug target. Plk1 levels are elevated in cancer and several types of cancer cells are hypersensitive to Plk1 inhibition. Small molecule inhibitors of the kinase domain (KD) of Plk1 have been developed. Their selectivity is limited, which likely contributes to their toxicity. Polo-like kinases are characterized by a Polo-Box Domain (PBD), which mediates interactions with phosphorylation substrates or regulators. Inhibition of the PBD could allow better selectivity or result in different effects than inhibition of the KD. In vitro screens have been used to identify PBD inhibitors with mixed results. We developed the first cell-based assay to screen for PBD inhibitors, using Bioluminescence Resonance Energy Transfer (BRET). We screened through 112 983 compounds and characterized hits in secondary biochemical and biological assays. Subsequent Structure-Activity Relationship (SAR) analysis on our most promising hit revealed that it requires an alkylating function for its activity. In addition, we show that the previously reported PBD inhibitors thymoquinone and Poloxin are also alkylating agents. Our cell-based assay is a promising tool for the identification of new PBD inhibitors with more drug-like profiles using larger and more diverse chemical libraries.
Polo-like kinase 1 (Plk1) is an essential cell cycle regulator and a target for cancer drug development. Discovered in Drosophila as a gene required for mitosis, the Polo kinase was found to have orthologs in most eukaryotes ranging from yeasts to humans1,2,3. In humans, there exist 5 members of the Polo-like kinase (Plk) family4. Plks are serine/threonine kinases characterized by the presence of a C-terminal Polo-Box Domain (PBD), which mediates protein interactions with substrates and regulators5,6. Plk1 plays multiple essential as well as non-essential roles in the regulation of cell division. Plk1 is required for several aspects of centrosome function, chromosome dynamics in mitosis, spindle function and cytokinesis3,6,7.
Hundreds of studies now link Plks to cancer in many different ways. Plk1 is overexpressed in a very broad range of cancers, and a high expression of Plk1 correlates with bad prognosis8,9,10. Many cancer cell types are more sensitive than healthy cells to a reduction in Plk1 function, and this difference defines a theoretically exploitable therapeutic window. Ras-transformed and p53-deficient cells were found to be particularly addicted to high Plk1 activity11,12,13,14. For these reasons, Plk1 is recognized as a prime target for anti-cancer drug development. While Plk1 promotes proliferation, Plk2 and Plk3 are involved in cell cycle checkpoints that have anti-proliferative activity and have been proposed to function as tumor suppressors15,16,17,18.
Inhibitors of the Plk1 KD have been developed, and some of them are in clinical trials19,20. However, because the KD is highly conserved among kinases, it has been difficult to achieve selectivity for Plk1, especially with respect to other Plk family members21. BI2536 and its derivative volasertib (BI6727) are currently seen as the most promising Plk1 inhibitors22,23. Volasertib is in phase III clinical trials and has given promising results, most notably for the treatment of acute myeloid leukemia (AML), a devastating disease for which new drugs are desperately needed24. In 2013, volasertib received the designation “Breakthrough Therapy” by the FDA. These developments provide a strong validation for Plk1 as a cancer drug target. However, toxicity remains problematic24. BI2536 and volasertib inhibit Plk1, Plk2 and Plk3 with similar IC50s, as well as other kinases22,23,25. However, because Plk2 and Plk3 have functions akin to tumor suppression, it is desirable to inhibit Plk1 and not other Plks.
Inhibition of the PBD is an alternative and attractive strategy to interfere with Plk1 function. A functional PBD in Plk1 is essential for cell division26,27,28. It allows Plk1 to bind several of its substrates and to be recruited to different locations where its activity is required, including centrosomes, kinetochores and the central spindle in cytokinesis3,29,30. The PBD is unique to Plk members (unlike the KD) and it differs more between Plks in terms of sequence and structure than the KD does. Moreover, Plks have been shown to differ in their preferred phosphopeptide binding motifs6,31,32. Thus, the PBD may be more amenable to the development of Plk1-specific inhibitors than the KD. Besides, some functions of Plk1 may be more reliant on the KD than the PBD, while other functions may depend more on the PBD than the KD. Therefore, inhibition of the PBD may result in different functional consequences than inhibition of the KD and this difference could be advantageous in cancer treatments33. Finally, inhibitors of the PBD could act additively or synergistically with KD inhibitors, possibly resulting in an increased efficacy for either compound at tolerable doses.
For these reasons, efforts have already been deployed to develop PBD inhibitors of Plk1. The first proof of principle of this strategy came with the identification of Poloxin and its natural analog thymoquinone (TQ) as PBD inhibitors in an in vitro screen using a Fluorescence Polarization assay monitoring the interaction between recombinant PBD and a fluorophore-coupled phosphopeptide34,35. These compounds inhibited the PBD at low micromolar concentrations in vitro. However, high micromolar concentrations were required to disrupt mitosis and induce apoptosis. PBD crystals soaked with TQ revealed an X-ray structure with TQ non-covalently bound to the phosphopeptide binding site of the PBD36. Another screen, using an in vitro assay monitoring the binding of the PBD tagged with a fluorescent protein to an immobilized phosphopeptide, allowed the identification of purpurogallin (PPG) as a PBD inhibitor37. This compound too was active at low micromolar concentrations in vitro but impacted mitosis at high micromolar concentrations. The most potent chemical inhibitors of the PBD are phosphopeptides or peptide-like molecules. Burke, Lee and co-workers have made impressive progress to increase the potency and specificity of these compounds38,39. However, cell permeability of these molecules will remain problematic unless an engineered approach succeeds in efficiently delivering them inside cells40,41.
We reasoned that a cell-based assay would be advantageous for the identification of PBD inhibitors. It would allow the direct detection of cell-permeable compounds active in an intracellular environment as primary hits in a chemical screen. We have thus developed the first cell-based assay for the identification of PBD interaction inhibitors. Using this assay, we have conducted a HTS screen and identified compounds that we characterized in secondary assays and chemical analyses. We found that our most potent hit acts by alkylation on nucleophilic amino acid side chains, suggesting little potential for drug development. In addition, we show that TQ and Poloxin are also alkylators.
Results
A novel cell-based assay to search for PBD interaction inhibitors of Plk1
To develop a cell-based assay for the identification of Plk1 interaction inhibitors, we used Bioluminescence Resonance Energy Transfer (BRET)42,43. The assay monitors the interaction in HEK293T cells between Plk1 and Map205, a protein that we previously identified as an interactor of Drosophila Polo (Plk1 ortholog) on its PBD44. Although no ortholog of Drosophila Map205 has been found in vertebrates, this protein robustly interacts with vertebrate Plk1. We chose this interaction because it readily occurs in interphase cells as it does not require priming phosphorylation by a mitotic kinase. Importantly, crystallography with zebrafish Plk1 has recently shown that Map205 nevertheless docks in the canonical phosphopeptide binding site of the PBD, with the natural phospho-mimetic Glu314 residue (Fig. 1A)45. In our assay, human Plk1 and a fragment of Drosophila Map205 (Map205254-416 = Map) are respectively fused to Renilla luciferase II (Luc) and GFP10 (GFP), giving rise to energy transfer when the proteins are in close proximity (Fig. 1B). Mutation of key residues in the PBD canonical phospho-binding site (H538A, K540M = Plk1HK) strongly decreases the BRET signal, demonstrating specificity for this site (Fig. 1C). All combinations of Plk1 and Map tagged with Luc and GFP were tested (Supplementary Fig. S1). The Plk1-Luc/GFP-Map combination was selected because it yielded the highest BRET dynamic window. We then generated clonal stable cell lines co-expressing these two fusion proteins. These cell lines behaved very similarly to each other in BRET, and we selected one line that gave a high and reproducible BRET signal, with a Z′ score of 0.78, indicative of a robust assay for the purpose of a chemical screen (Supplementary Fig. S1). Peptides derived from alternative Plk1 substrates were also tested instead of Map, but they did not yield a robust BRET signal (data not shown), as expected because they depend on mitotic phosphorylation for their interaction with Plk1.
Chemical screen for PBD interaction inhibitors
We used our cell-based assay to screen a library of 112 983 compounds available in-house at IRIC’s High-Throughput Screening (HTS) platform (see Materials & Methods). Compounds were tested on cells in 384-well plates at concentrations between 10 μM and 25 μM, depending on their concentration in the original stocks solutions. BRET readings were taken 2 hours after treatment. Results obtained show a tight, close to normal distribution centered around zero inhibition relative to DMSO-treated controls (Fig. 1D). Compounds inducing at least 30% BRET inhibition were selected. From these, auto-fluorescent compounds and those that induced more than 90% reduction in RLucII luminescence were removed, leaving 800 primary hits, that we then re-tested using the same assay. In parallel, we tested these compounds in a control BRET assay for an unrelated pair of interacting proteins (BRAF-CRAF46) to exclude false-positive compounds that could reduce the BRET signal by interfering with light or by modifying the activity of GFP or Luc. We obtained 121 confirmed Plk1-specific BRET hits.
Hit compounds interfere with mitosis
Plk1 is essential for mitotic progression. Therefore, if compounds completely block Plk1 functions, they should block cells in mitosis. We tested the effect of our 121 BRET hits on mitotic progression of HeLa cells by immunofluorescence against phospho-Histone H3 (pSer10), a well known mitotic epitope47. The percentage of cells positive for this marker (mitotic index) was scored. Only three hits, Cpd 16, Cpd 46 and Cpd 69 (Cpd: compound) markedly increased the mitotic index compared with DMSO-treated cells, suggesting that they inhibit Plk1 function enough to block or slow down mitosis at the concentration used (Fig. 2A). Cpd 46 and Cpd 69 are similar flavonoids, while Cpd 16 is distinct, with pyridine and benzyl groups separated by a sulfone and ester-containing linker (Supplementary Fig. S2). Under the conditions used, these 3 compounds at concentrations ranging between 10 μM and 25 μM induced a mitotic index around 20%, similar to Poloxin at 25 μM.
To ascertain that the effects on the mitotic index were attributable to compounds listed in our library, we purchased them independently from commercial vendors when possible. We obtained Cpds 16 and 69, but not Cpd 46. However, we were able to obtain a very similar analog, Cpd 122 in the same series (Supplementary Fig. S2). Cpd 122 was among our 800 primary hits and was a confirmed Plk1-specific BRET hit, but was not selected among our final list of 121 because it was marginally over the auto-fluorescence threshold. We also obtained other compounds that appeared to induce small increases in mitotic index (Cpds 11, 17, 44 and 62; Fig. 2A and data not shown). These molecules were tested at different concentrations on HeLa and HEK293T cells (Fig. 2B–C). At 10 μM, Cpds 69 and 122 induced a significant increase in mitotic index in both cell lines, while Cpd 16 was effective on HEK293T cells only at 10 μM. Little or no increase was observed at 1 μM (a small increase is seen for Cpd 69 in HEK293T cells) or 0.1 μM. Cpds 11, 17, 44 and 62 had no effect even at 10 μM.
We next examined the subcellular phenotypes of mitotic cells after treatment with Cpds 16, 69 and 122, which significantly increased the mitotic index. HeLa cells were treated with these compounds along with the known PBD inhibitors PPG, TQ, Poloxin and the KD inhibitor BI2536 as controls, and then stained against α-Tubulin, pericentrin (a centrosome marker) and DNA (Fig. 2D). In all cases, there was a marked increase in the frequency of disorganized spindles compared with DMSO-treated control cells. This is expected as Plk1 plays multiple roles in spindle assembly and maintenance. In addition, cells treated with Cpd 16, Cpd 122, TQ and Poloxin showed multiple foci of pericentrin. Cpd 69, an analog of compound 122, induced a similar phenotype at lower concentrations (data not shown). This phenotype was not seen after treatment with BI2536. These observations are consistent with previous results suggesting that PBD inhibition with Poloxin, more than KD inhibition, preferentially disrupts the ability of Plk1 to promote centrosome cohesion35. The same study suggested that this effect was due to interference with the role of Plk1 in promoting the activity of the centrosome protein Kizuna in preserving the cohesion of the pericentriolar material48. We did not explore further whether this mechanism was specifically disrupted.
Biochemical validation of the ability of compounds to disrupt Plk1 interactions
Compounds that decrease the BRET signal are predicted to disrupt the Plk1-Map interaction. However, they could act without disrupting the interaction, for example by changing the conformation of one of the BRET partners and thus the efficiency of the energy transfer. To test which compounds really disrupt the Plk1-Map interaction, we used a co-precipitation assay based on the Luminescence-based mammalian interactome mapping (LUMIER) assay49, testing the 121 hits of our primary screen (+Cpd 122). HEK293T cells stably expressing Map-Luc/GFP-Plk1 were treated for 2 hours with compounds (between 10 μM and 25 μM) in 96-well plates. After cell lysis, GFP-Plk1 was immunoprecipitated and co-purified Map-Luc was measured by luminescence following addition of the luciferase substrate, coelenterazine. Our 121 BRET hits disrupt the Plk1/Map254-416 interaction to various degrees in this assay (Fig. 3A and Supplementary Table S1). We focused our attention on the compounds that also induced an increase in mitotic index, in addition to scoring as BRET inhibitors. Cpd 16 disrupts the interaction with similar or better efficiency than TQ or PPG (Fig. 3A-B). Surprisingly, Cpds 69 and 122 have no effect on the Plk1-Map interaction in this assay. The KD inhibitor BI2536 strongly inhibited the Plk1-Map interaction (Fig. 3A-B). We previously observed the disruption of the Plk1-Map205 interaction by BI2536. It can be explained by a steric clash between KD-bound BI2536 and the PBD, which in turn destabilizes the interaction with Map20550. Thus, compounds that interfere with the Plk1-Map interaction can act allosterically on Plk1. Compounds that disrupt the interaction both in BRET and in co-IP but have no effect on the mitotic index could possibly still inhibit the PBD although not efficiently enough to cause problems in mitosis. They could also inhibit the Plk1-Map interaction by binding to Map instead of Plk1 or by a non-specific effect in the cell. Considering all variables, Cpd 16 clearly appeared as our most promising hit as it was the only compound clearly active in BRET, mitotic index and Plk1-Map co-IP assays (Supplementary Table S2). We therefore sought to investigate its mode of action through the use of in vitro assays.
To test if compounds interfere with the ability of Plk1 to interact with its substrates by its canonical site on the PBD, we used a fluorescence polarization (FP) assay developed by Reindl et al., by which they identified TQ and Poloxin as PBD inhibitors34,51. In this assay, an optimal phosphopeptide for PBD binding is coupled with a FITC fluorophore and its binding to purified recombinant PBD of Plk1 is monitored by the change in polarization of incident light. The FP signal increased to a maximum with increasing concentrations of PBD (Fig. 4A) and decreased when the FITC-labeled peptide was competed off with an equivalent unlabeled peptide (Fig. 4B). Cpd 16 was active in this assay, with an IC50 around 16 μM, which is similar to that obtained with TQ (around 12 μM) and better than Poloxin (around 44 μM) (Fig. 4C). The peptide used in this assay is completely different from Map and the only other component in the reaction that is in common with the BRET and co-IP assays is the PBD. Therefore, the FP results strongly suggest that Cpd 16 interferes with the PBD itself.
We also set up similar FP assays monitoring the interaction of the PBD or full-length Plk1 with a small peptide derived from Map205 and coupled to FITC (Supplementary Fig. S3). We observed that many of our compounds, including Cpd 16, TQ, Poloxin and PPG, disrupted the PBD-Map interaction in the FP assay, further reinforcing the conclusion that these compounds act on the PBD (Supplementary Fig. S3). However, the affinity between whole Plk1 and the Map peptide was seemingly very high and we did not observe much impact of our compounds even at 100 μM in this assay (Supplementary Fig. S3). This result may be explained by the known function of the KD of Plk1 in an interdomain interaction that stabilizes the conformation of the PBD which is capable of a very stable interaction with Map20545. This effect may be less dominant in cell-based assays such as BRET, because in a cellular environment, Plk1 exists in equilibrium between different forms where the interdomain interaction is modulated by post-translational modifications and protein interactions33.
We selected several additional compounds to be tested in the PBD-phosphopeptide FP assay, based on their activity in BRET, mitotic index and co-IP assays (Fig. 4D and Supplementary Table S2). Cpds 69 and 122 showed little or no activity in the FP assay, as predicted since they are inactive in co-IP. Interestingly, several additional compounds were active in FP, but because none of them significantly perturbed mitosis, we did not prioritize them for further analysis.
Cpd 16 is unstable and generates an active vinyl sulfone
With the goal to increase the potency of Cpd 16, and to obtain hints regarding its mechanism of action, we initiated a Structure-Activity Relationship (SAR) analysis (Fig. 4E). We obtained commercially available analogs of Cpd 16 and we also prepared some derivatives using well established synthetic methods (Supplementary Fig. S4). The SAR with the FP assay revealed that the sulfone and the ester functionalities are crucial to maintain good activity. The substitution patterns on both aromatic rings do not have a strong effect on the potency. However, activity was abolished by replacement of the sulfone by a sulfoxide (Cpd 148) or a thioether (Cpd 147), or by the replacement of the ester by an amide functionality (Cpd 142) (Fig. 4C, F and Supplementary Table S3).
Based on these observations, we speculated that the sulfone undergoes a β-elimination of the benzoate subunit to generate a vinyl sulfone which is responsible for the biological activity of this class of compounds. Using LCMS, we evaluated the stability of Cpd 16 in the buffer used in the FP assay. After a few minutes of incubation in that buffer, LC-MS revealed that fragmentation occurred and the vinyl sulfone (Cpd 161) together with the benzoic acid are the major components of the solution (Fig. 5A). The sulfone β-elimination is a base-catalysed process and the buffer used in the assay is basic enough to allow the reaction to occur. Under neutral or acidic conditions, the compound was very stable and no fragmentation was observed. The vinyl sulfone (Cpd 161) was easily prepared from the alcohol (Cpd 158) (Supplementary Fig. S4) and showed the same activity as Cpd 16 in the FP assay. As expected, saturation of the vinyl group completely abrogated activity in FP (Cpd 158 and Cpd 169; Fig. 5B).
The vinyl sulfone is a protein alkylator and is required for PBD inhibition
Vinyl sulfones are reactive species that can alkylate substrates as a result of a nucleophilic attack on the distal carbon of the vinyl group. To evaluate the potential of Cpd 161 (vinyl sulfone) to react with proteins, we tested its reaction with nucleophilic amino acid side chains groups. After incubation for only a few minutes at room temperature, Cpd 161 reacted to completion with N-terminally protected lysine or cysteine. It also reacted with histidine, but the reaction was slower (Fig. 6). These results indicate that Cpd 161 is a potent alkylator of the nucleophilic lysine, cysteine and histidine side chains. To test whether Cpd 161 could react covalently with the PBD, we incubated them together and examined the molecular mass of the protein by SDS-PAGE (Fig. 7). When revealed by Coomassie Blue staining of the gel or by Western blot with a Plk1 antibody directed against the PBD, the PBD appeared higher in the gel, a few kDa above the protein treated with DMSO alone (Fig. 7A). As the mass of Cpd 161 is 251 Da, this shift suggests that several units of Cpd 161 can react with one unit of PBD. Consistent with this idea, the extent of the shift depended on the concentration of Cpd 161 used (Fig. 7B) and also on the incubation time (Fig. 7C). Interestingly, recognition of the protein by an antibody directed against the poly-histidine tag, which is present at the N-terminal of the recombinant PBD, was reduced or even lost after reaction between the PBD and Cpd 161, probably because alkylation of histidine residues in the tag prevents recognition by the antibody (Fig. 7A-B). These results reinforce the conclusion that Cpd 161 inhibits PBD interactions by alkylation.
Thymoquinone and Poloxin are also protein alkylators
Thymoquinone and Poloxin were the first PBD inhibitors identified and arguably the most potent small molecule PBD inhibitors in cells. It was proposed that these molecules inhibit the binding of Plk1 interaction substrates by competing with the same site on the PBD34,36. Because TQ behaved very similarly to Cpd 161 in all our cell-based and biochemical assays so far, we decided to test if it could also act as an alkylator. Interestingly, TQ contains a double bond whose electrophilic potential is predicted to be enhanced by the presence of a neighboring carbonyl. Strikingly, TQ reacted to completion with amino protected cysteine in only a few minutes at room temperature (Fig. 8A). We could detect the reaction product with as little as 50 μM TQ that reacted at neutral pH (PBS) with acetyl cysteine; we could not test lower concentrations because of the detection limit of the liquid chromatography (data not shown). TQ also reacted with protected lysine, although the reaction was slower (Fig. 8B). No reaction was observed with histidine (data not shown). For Poloxin, in the presence of protected cysteine (Fig. 9A) only the hydrolysed Poloxime (Thymoquinone-oxime) form was detected. Poloxin also reacted to completion with amino-protected lysine and histidine within only a few minutes at room temperature (Fig. 9B,C). Although Poloxin contains the chemical function that reacted in TQ, its reaction with lysine and histidine occurred by a distinct mechanism leading to the formation of benzoylated amino acid derivatives. However, the benzoylated histidine derivative was not stable, and only the hydrolysed Poloxime form was detected after a few hours (data not shown).
Although TQ and Poloxin are capable of alkylating amino acid side chains, they did not cause marked mobility shifts in a gel like Cpd 161 (Fig. 7A-B). We turned to Matrix-Assisted Laser Desorption/Ionisation – Time of Flight (MALDI-TOF) as a more sensitive method to test if these compounds could react covalently with the PBD. Analysis of the DMSO-treated PBD revealed a signal with a maximum intensity around 36 883 m/z, corresponding to the protein bearing a single positive charge. After incubation of the protein with TQ or Poloxin, the protein signals reproducibly shifted to higher m/z values, with a maximum at approximately 37 000–38 000 depending on the experiment (Fig. 10A), suggesting a covalent reaction with approximately one or two units of each compound on average under the conditions used. A weaker signal was observed around 18 439 m/z, corresponding to the protein bearing a double positive charge. This signal was also shifted up by treatment with TQ or Poloxin. These results confirm that TQ and Poloxin react covalently with the PBD, as suggested by the observed reactivity with nucleophilic amino acid side chains. We analysed the protein by MALDI-TOF after reaction with Cpd 161, but the protein signal reproducibly disappeared for unknown reasons. It may be that the incorporation of multiple units of Cpd 161 in the protein changes dramatically its ionization and/or desorption properties in the sample. We also tried mass spectrometry using electrospray on the whole PBD, but the protein fragmented in the analysis (data not shown).
To map alkylation sites on the PBD, we turned to LC-MS/MS analysis of alkylated proteins after digestion with trypsin (Fig. 10B). We detected alkylation by TQ, Poloxin and Cpd 161, with profiles consistent with the chemical reactivity observed above. While addition of TQ was found on cysteine and lysine residues, addition of Poloxin was detected on multiple lysine residues, and Cpd 161 alkylated cysteines, lysines and histidines. For all 3 compounds, alkylated residues were detected outside the PBD substrate binding pocket (discussed below). We conclude that Cpd 161, TQ and Poloxin are non-specific protein alkylating agents.
Discussion
Our goal was to identify new inhibitors of Plk1 interactions that would be more specific to Plk1 and active in vivo. To this end, we designed the first cell-based screening system that monitors the capacity of Plk1 to interact with a target via its PBD. We used this assay to conduct a HTS chemical screen. After characterization in secondary assays, we found that our only potent, on-target hit with a disruptive effect on mitosis (Cpd 161) is an alkylator and that its inhibition of the PBD depends on its alkylating function. Moreover, we showed that TQ and Poloxin, compounds that provided the first proof of concept for PBD inhibition by non-peptide small molecules are also alkylators of nucleophilic amino acid side chains. The potential of Poloxin to act as an alkylator on the PBD was proposed based on SAR in a recent study, but protein alkylation by Poloxin was not demonstrated52.
As Cpd 16 rapidly fragments to generate a vinyl sulfone that is capable of alkylating lysine, cysteine and histidine side chains by reacting with their strongly nucleophilic nitrogen and sulfur atoms, it is probably capable of alkylating any protein that contains such residues. It is therefore impossible to conclude that the observed effect of Cpd 16 on mitosis is due to its effect on Plk1. It could be due to interference with any important mitotic regulators, microtubules or even chromosomes, or a combination of several off-targets. In this regard, it is worth noting that treatment of cells with Cpd 16 did not result in a significant decrease in localization of Plk1-GFP or endogenous Plk1 from mitotic centrosomes, kinetochores or the cytokinetic midbody, as predicted for a PBD inhibitor that would be effective in cells (data not shown). Similar conclusions can be reached for TQ and Poloxin: they are also non-specific alkylators and the effects they have on mitosis and cell viability could easily be due to off-target effects34,35. A decrease in Plk1 localization to centrosomes was reported in the presence of TQ or Poloxin, but we failed to reproduce this result (data not shown). Although we added up to 100 μM of each compound to the medium, it is impossible to know the concentrations reached inside the cell. An intracellular concentration of a compound that is sufficient to kill the cell due to unspecific alkylations may be insufficient to disrupt Plk1 localization.
Our FP results show that Cpd 161 inhibits PBD binding activity. Although Cpd 161 is in principle capable of alkylation on any exposed lysine, histidine and cysteine side chains, such modifications are not predicted to result in PBD inhibition unless they disrupt its binding site. Such inhibition could occur by alkylation directly obtruding the binding site or by alkylation at a distant site that would induce a conformational change allosterically disturbing the binding site. We used molecular docking calculations to probe for the putative interaction site(s) and mode of binding of Cpd 161 on the PBD structure53. Calculations were made in a non-biased manner, using the whole PBD as a possible binding space. Results are shown in Supplementary Fig. S6 where the two most probable binding modes are shown. Interestingly, both predictions showed Cpd 161 bound precisely within the canonical binding site of the PBD. There, His538 and Lys540, the “pincer” residues that are essential for contact with a phospho-serine or phospho-threonine are exposed and could possibly react with the vinyl group in Cpd 161. Our chemical results would be also consistent with the reaction of Lys540 with TQ or Poloxin. Alkylation at His538 or Lys540 would cause steric hindrance and block protein interactions with the PBD in its binding pocket. Alkylation at these residues was not detected in our LC-MS/MS analysis (Fig. 10B). However, if His538 or Lys540 were alkylated, the trypsin may not be able to cleave after Lys540, and the resulting tryptic peptide would be very long (38 residues) and thus difficult to detect. Interestingly, we saw that non-alkylated peptides covering His538 and Lys540 were not detected in PBD treated with Poloxin and Cpd 161, possibly because the protein was heavily alkylated at this region, while non-alkylated peptides covering this region were detected in PBD that reacted with TQ and DMSO alone.
Interestingly, alkylation of two residues was found very near the phosphopeptide binding site in the PBD and could contribute to blocking interactions: His489 for Cpd 161 and Lys492 for Cpd 161 and Poloxin53. Lys492 was previously shown to be mono-ubiquitylated in a mechanism that allows the release of Plk1 from its docking partners at kinetochores in metaphase54. It is therefore possible that alkylation at this site by Cpd 161 or Poloxin contributes to impede on the ability of the PBD to engage in protein interactions. It has been proposed, based on theoretical calculations, that TQ and Poloxin could potentially alkylate Cys544 after binding the PBD at its canonical site55. However, we did not observe alkylation at this site and Poloxin did not react with acetyl cysteine. Potent inhibitors that act by site-specific alkylation of nucleophilic amino acid side chains have been identified56,57,58. These tend to involve a basal non-covalent interaction at the site of alkylation that can be observed even for analogs that are incapable of alkylation. For example, an irreversible, covalent inhibitor of CDK2 was developed by the addition of a vinyl sulfone function to a pre-existing non-covalent inhibitor57. As analogs of Cpd 161 that lack the vinyl group are inactive in PBD inhibition up to at least 300 μM, it is rather unlikely that Cpd 161 could be a good starting scaffold to develop any useful PBD inhibitor.
Non-specific alkylators such as Cpd 161, TQ and Poloxin are reminiscent of Pan-Assay Interference Compounds (PAINS) which are infamous to medicinal chemists because they stumble on them so often as non-specific hits in screening assays59. It is estimated that approximately 7% of compounds in IRIC’s chemical library may be considered as PAINS, which is low compared to other chemical libraries (unpublished observations). Of such PAINS, non-specific alkylators constitute only a small fraction. When identified, problematic compounds in a library should be flagged.
We hope that the assay we have developed will be used to screen additional libraries and that this will lead to the identification of more promising lead compounds with PBD inhibitor activities. Our assay is the first to function in cells for this purpose. This is an advantage because it allows the identification of membrane permeable and biologically active compounds right away, unlike in vitro assays using the PBD in solution. Our BRET-based assay was enabled by the fact that the Plk1-Map interaction occurs in interphase and not only in mitosis like most Plk1-substrate interactions. The high affinity of the Plk1-Map interaction favors a high stringency in screens, and thus inhibitors identified are likely to be potent. However, the Plk1-Map affinity could be too high to pick up lower-affinity compounds that could be improved later through SAR. Nevertheless, we know that in the cell, Plk1 and Map205 are dynamic, their interaction being disrupted by phosphorylation of both proteins44,50, which likely contributes to the capacity of the assay to identify inhibitors. In potential future use, the assay could benefit from variations in Plk1-Map affinity by mutations in the Map peptide utilized. Like in vitro assays, our cell-based assay also has the potential to produce false positives hits that can affect the interaction indirectly. The higher complexity of a cell-based system actually increases this risk. For this reason, the secondary assays using mitotic index, co-IP and FP that we have put in place are essential to determine which compounds act on target. In future screens, a special effort should be made to use more diverse libraries enriched with compounds of higher molecular weight and bearing more complex three-dimensional topologies. This is a crucial concern for the identification of protein/protein interaction inhibitors because most protein interactions occur via a larger surface than enzymatic active sites targeted in traditional screens60.
Materials and Methods
Plasmids
cDNAs coding for the RLucII and GFP10 tags were introduced in the pIRESHyg3 plasmid, where cDNAs for the human full length Plk1 and a fragment of Drosophila Map205 (Microtubule-associated protein 205) from amino acid residues 254 to 416 (Map205254-416 = Map) were then introduced in C or N-term to obtain 8 constructs. The 8 pairs of plasmids were transiently transfected and tested in BRET 48 hours later to select the better combination. A pIRESPuro3 plasmid, where we introduced GFP10 and Map, was also created to generate the clonal stable cell line used in the screen. The Plk1-PBDHK (H538A and K540M) mutant was generated using QuikChange® Lightning Site-Directed Mutagenesis Kit (Agilent) following the manufacturer’s protocol.
Cell culture, transfections and cell lines
HEK293T cells were cultured in DMEM medium (Invitrogen) supplemented with 10% FBS (Invitrogen) and with penicillin/streptomycin (Wisent). Transfections were done using FuGENE (Promega). For the screen, a HEK293T clonal stable cell line expressing Plk1-Luc and GFP-Map was generated. The pIRESHyg3-Plk1-RLucII plasmid was first transfected in HEK293T cells and selection with hygromycin (30 μg/ml) was applied before isolating clones. Transient transfection of the pIRESPuro3-GFP10-Map plasmid was done in a few clones expressing Plk1-Luc to test BRET. One of these clones was selected to be stably transfected with the pIRESPuro3-GFP10-Map plasmid. After selection with puromycin (0.3 μg/ml) and clone isolation, expression levels of GFP and the Luc fusion proteins and the BRET ratio were measured to select the stable cell line to use for the chemical screen. For titration curves, 15 000 HEK293T cells were seeded in 96-well white plate (CulturePlate; PerkinElmer Inc.) coated with poly-L-ornithine and transfected the day after. The amount of transfected RLucII plasmids was keep constant (40 ng), while the amount of GFP10 plasmid was increased (between 0 and 400 ng). The empty pIRESHyg3 was used to complete to 440 ng of DNA transfected per well where needed. FuGENE was used in a ratio 3:2 (3 μL FuGENE: 2 μg DNA). Transfections for titration curves were done in triplicate.
BRET
For BRET on transiently transfected cells, 48 hours after the transfection, medium was removed, cells were washed twice with PBS, and then Tyrode solution (140 mM NaCl, 2.7 mM KCl, 12 mM NaHCO3, 5.6 mM D-glucose, 0.49 mM MgCl2, 0.37 mM NaH2PO4, 25 mM HEPES, pH 7.4, where 1 mM CaCl2 was freshly added) was added to the cells. Total fluorescence was first measured using a FlexStation II microplate reader (Molecular Devices), where the GFP10 was excited at 400 nm and read at 510 nm. Then, cells were treated for 5 minutes with 2.5 μM coelenterazine 400a (Gold Technology) before reading BRET2 using the Mithras LB940 microplate reader (Berthold Technologies). BRET2 signal corresponds to the light emitted by the GFP10 acceptor constructs (515 nm ± 20 nm) divided by the light emitted by the RlucII donor constructs (400 nm ± 70 nm). Net BRET2 was calculated by subtracting the background BRET ratio of the RLucII plasmid alone from the BRET ratio obtained by the two BRET partners. The Net BRET2 was plotted according to the GFP10/RLucII ratio, which was obtained by dividing the total fluorescence by the RLucII emission.
For the high throughput chemical screen, cells were amplified and frozen as multiple 1 ml aliquots containing 25 millions of stable HEK293T Plk1-Luc/GFP-Map cells to ensure that cells at the same passage number are used during the screen. HEK293T Plk1-Luc/GFP-Map cells were seeded at 12.5 millions per double CellStack (Corning). Five days later, cells were counted and re-suspended in Tyrode solution. 50,000 cells per well (45 μl/well) were seeded in 384-well white plates (Greiner Bio One). Library compounds were added (0.25 μl) to the cells (between 10–25 μM final concentration) using the 384 pin tool head of a Biomek liquid handler (V&P Scientific), and plates were incubated for 2 hours at 37 °C in a CytoMat automated incubator. Total GFP10 fluorescence was read using an EnVision plate reader (Perkin Elmer inc.) with an excitation filter for 400 nm ± 20 nm and an emission filter for 510 ± 20 nm) Coelenterazine 400a solution containing 1% Pluronic (to avoid precipitation) was added (2.5 μM final) to the cell and plates were incubated for 10 minutes before the BRET2 measurements using a SpectramaxL luminometer (Molecular Devices) with an excitation filter for 400 nm ± 10 nm and an emission filter for 510 ± 10 nm). The Z-factor was calculated using the equation: 1 − (3(σp + σn)/|μp − μn|), where σ correspond to the standard deviation and μ to the mean of positive (p) or negative (n) controls61. BRET inhibition was calculated with the formula: 100 − [(BRETsample\BRETDMSO) × 100].
For the confirmation screen, the same procedure as for the primary screen was followed, except that HEK293T cells were also seeded at 6.25 millions of cells per simple CellStack on day 1 for transient transfections. These cells were transfected on day 3 with Luc-Map (5 μg) and Plk1-GFP (25 μg) pIRESHyg3 plasmids using polyethylenimine (PEI). To identify false-positives compounds, Luc-CRAF (4 μg) and GFP-BRAF (20 μg) plasmids were also transfected with PEI following the published procedure46.
Note that BRET1 (Mithras LB940 microplate reader equipped with acceptor (530 ± 20 nm) and donor (480 ± 20 nm) filters) was used at the beginning of the study due to the lack of the BRET2 filters. BRET2 probes (RlucII and GFP10) can be read with either BRET1 or BRET2 filter sets62 and the main difference is that the BRET values are higher when using the BRET1 filters.
Immunofluorescence and microscopy
For the mitotic index assay, 4000 HeLa cells or 5000 HEK293T cells per well were seeded in a 96-well plate. The day after, cells were incubated for 7 hours with different compounds, and then fixed by adding formaldehyde (4% final concentration) directly to each well. Plates were incubated 20 minutes at 37 °C, and then wells were rinsed three times with TBS-Tween 0.1%. A 1 hour block with PHEM buffer (60 mM Pipes, 25 mM HEPES, 10 mM EGTA, 4 mM MgSO4, pH 6.9) containing 2% BSA and 0.1% triton was performed, before addition of the primary antibody to the wells. The anti-phospho-Histone H3 (Ser10) antibody (EMD Millipore) was diluted 1:300 in PHEM buffer containing 2% BSA and added to the wells for 2 hours at room temperature in the dark. Wells were then washed three times with TBS-Tween 0.1%, before addition of the secondary antibody Alexa Fluor 488 anti-rabbit (Invitrogen) diluted 1:200 in PHEM buffer containing 2% BSA. Plates were incubated for 1h 30 at room temperature in the dark, and then wells were washed 3 times with TBS-Tween 0.1%. A solution of Mowiol containing DAPI was finally added to the wells. Plates were kept at 4 °C in the dark until imaging using the 20x objective on an Operetta system (Perkin Elmer inc.). The mitotic index, corresponding to the percentage of pHH3 positive cells relative to the total number of DAPI-stained cells detected was calculated by the Operetta using the Harmony 3.5 software. Experiments were done in triplicates.
For the mitotic defect phenotypes, 25 200 HeLa cells were plated on poly-L-lysine coated round cover slips in 24-well plates. The day after, cells were treated for 7 hours, and then washed with PHEM buffer at 37 °C before fixation in PHEM buffer containing 4% formaldehyde for 20 minutes at 37 °C. Cells were washed three times with TBS-tween 0.1% and plate was kept overnight at 4 °C. Next steps were followed as previously described except that coverslips were incubated in a dark wet chamber with antibodies. Anti-pericentrin (diluted 1:1000; Abcam), anti-α-tubulin DM1A (diluted 1:500; Sigma-Aldrich), Alexa Fluor 488 anti-rabbit and Texas-Red anti-mouse (diluted 1:200; Invitrogen) were used. Coverslips were mounted on slide using Vectashield media containing DAPI (Vector Laboratories).
Microscopy
Images shown in Fig. 2D were acquired on an AxioImager microscope (Carl Zeiss) with a 100x oil objective (NA 1.4 DICIII) and an AxioCam HRM camera (Carl Zeiss) using AxioVision software (Carl Zeiss).
LUMIER assay
Half a million stably transfected Map205-RLucII/GFP10-Plk1 cells in Tyrode solution were seeded per well in a 96-well plate and allowed to settle for 30 min at 37 °C. Compounds were added to the wells (final concentration between 10–25 μM), mixed, and plates were incubated at 37 °C for 2 hours. Plates were then centrifuged at 4 °C at 3000 rpm for 5 minutes to pellet cells. Cells were then lysed with the IP buffer (20 mM Tris pH 7.5, 150 mM NaCl, 2 mM EGTA, 0.5% NP-40, 1 mM DTT, PMSF, aprotinin and leupeptin) and incubated on ice for 20 minutes. Plates were centrifuged again at 4 °C at 3400 rpm for 10 minutes, and the soluble fraction was transferred into a new 96-well plate. Note that 10 μl of this fraction was transferred in white 96-well plates from which the luminescence was read as a measure of the input amount of cell lysate for the co-IP. GFP-Plk1 was immunoprecipitated by adding 0.35 μl of anti-GFP antibody (Invitrogen). Plates were sealed and incubated on a rotator at 4 °C for 30 minutes. Then, 4 μl of pre-washed protein A magnetic beads (Invitrogen) were added to each well. Plates were sealed and incubated at 4 °C for 1h30. The extracts + beads were then transferred in a 96-well PCR plates and beads were washed 3 times with the IP buffer using a magnetic 96-well rack. The fourth wash was done in Tyrode solution, then beads were re-suspended with it and transferred in a white 96-well plate. Coelenterazine h (Biotium) was added to the beads at a final concentration of 2.5 μM. Plates were shaken and enhanced luminescence was read using an EnVision plate reader. Tyrode was also added to the plates containing the input fraction, then Coelenterazine h was added to the wells, and enhanced luminescence was read as described above. Data were analyzed as described in Table S1.
Protein purification
Human Plk1 full length protein was purchased from Abcam and human GST-PBD367-603 was purchased from Sigma-Aldrich. His-PBD326-603 was expressed in E.coli BL21 using the plasmid pET28a-10His-FA-Plk1-PBD326-603, graciously donated by Dr. Thorsten Berg (Universität Leipzig, Germany). Cells were lysed in a buffer composed of 50 mM NaH2PO4 pH 8, 300 mM NaCl, 10 mM imidazole, 10 mM β-mercaptoethanol, PMSF, aprotinin and leupeptin. Cells were sonicated, then triton X-100 (0.5% final concentration) was added and tubes were incubated on a rotator for 20 minutes at 4 °C. PBD was purified by affinity chromatography using the Talon cobalt resin (Clontech Laboratories inc) according to the manufacturer’s procedures. Beads were washed 3 times 5 minutes with a buffer identical to the lysis buffer described above but with 600 mM NaCl and with 0.5% triton. Two supplementary washes were done using the previous buffer but with 400 mM NaCl and without triton. His-PBD was eluted with a buffer containing 50 mM NaH2PO4 pH 8, 400 mM NaCl and 1 M imidazole and adjusted to pH 8.0. His-PBD used in the FP assays was dialyzed as described63. His-PBD used in western blot, Coomassie Blue gel staining and mass spectrometric analyses was dialyzed three times, to decrease the presence of imidazole, against a buffer containing 50 mM NaH2PO4 pH 8, 400 mM NaCl, 1 mM EDTA, 10% glycerol and 0.01% NP-40. Note that this buffer was optimized due to the reactivity of Cpd 161 with nucleophiles (Tris, DTT, and imidazole) and was validated to have no influence on the His-PBD/phosphopeptide binding experiments assayed by fluorescence polarization (data not shown).
Fluorescence polarization assay
The FP buffer was composed of 10 mM Tris pH 8.0, 50 mM NaCl, 1 mM EDTA, 20% glycerol and 0.1% NP-40. The peptide (final concentration 10 nM) was always added to the wells of non-binding, black, 384-well plates, 1 hour after the addition of the protein with the buffer (+/− treatment, 10% DMSO). Fluorescence polarization was then measured using a SynergyTM NEO microplate reader (excitation filter: 485 nm, emission filter: 530 nm; BioTek Instruments). EC65 values were determined based on the binding curves, and correspond to the concentration of protein that produces 65% of increase in FP between the baseline polarization of the free peptide (absence of protein) and the completely bound state (maximal polarization). EC65s were used to perform the competitive assays with the non-labeled peptides and with the inhibitors. FP Inhibition was calculated with the formula: 100 − [((mPsample − mPfree peptide)\(mPDMSO − mPfree peptide)) × 100]. The fluorescent-labeled peptides used in this assay are FITC-GPMQS{T}PLNG (phosphopeptide), and FITC-GIAVPDEREFDIEADMRPHEL (Map peptide), and corresponding non-labeled peptides are identical but without FITC in N-terminal. All peptides were >95% pure and synthesized by Bio Basic inc. Inhibition curves were fitted with GraphPad (Prism software).
Western Blotting and Coomassie Blue gel staining
His-PBD326-603 was incubated with different compounds for the indicated period of time at room temperature in a buffer composed of 10 mM NaH2PO4 pH 8.0, 50 mM NaCl, 1 mM EDTA, 10% glycerol and 0.01% NP-40. Laemmli 2x buffer was added to stop the reaction and samples were boiled for 5 minutes, then subjected to SDS-PAGE on 12% acrylamide gels and then blotted on nitrocellulose membranes. Membranes were blocked with TBS-Tween 0.1% containing 5% of dry milk powder, then incubated with anti-Plk1 (F-8; Santa Cruz Biotechnologies Inc.) or with a 6x-His epitope tag antibody (Invitrogen; gift from Gregory Emery). HRP-conjugated goat anti-mouse IgG (Jackson ImmunoResearch Laboratories inc.) was used and TBS-Tween 0.1% was used for the washes before and after the secondary antibody. For the Coomassie Blue gel staining, gels were first fixed for 5 minutes in a fixing solution containing 40% ethanol and 10% glacial acetic acid, stained in a solution containing 50% methanol, 10% glacial acetic acid and 0.1% Coomassie Blue, and destained with a solution of 12% ethanol and 7% glacial acetic acid. Gels were imaged using a ChemiDoc MP system (BioRad).
Inhibitors
The compound library used for the chemical screen was provided by the IRIC HTS facility and was assembled from various commercial sources and in house syntheses (http://www.iric.ca/en/research/core-facilities/high-throughput-screening/?section=technologies). Thymoquinone was obtained from Sigma-Aldrich, Poloxin and BI2536 from MedChem Express, and PPG from ChromaDex. See Supplementary Table S2 for all vendor information concerning other compounds. All chemical structures were drawn using ChemBioDraw software.
Chemistry
General methods
Unless otherwise noted, all common reagents and solvents were used as obtained from commercial suppliers without further purification. All reactions requiring anhydrous conditions were conducted under a positive pressure of nitrogen. HNMR were recorded on a 400 MHz Bruker instrument, in CDCl3 as solvent, with chemical shifts (δ) referenced to internal standard CDCl3 (7.26 ppm). LCMS were recorded on an Agilent Technologies Model 6120 quadrupole.
Syntheses
In a 20 ml sealed tube were added 2-chloro-6-methyl-4-(trifluoromethyl)pyridine (1 g, 5.11 mmol), 2-mercaptoethanol (1.800 ml, 25.6 mmol) and K2CO3 (0.989 g, 7.16 mmol) in DMF (10 ml). The mixture was heated to 80 °C for two hours. The reaction mixture was cooled down and diluted with ethyl acetate, washed with a solution of NaHCO3 5%, brine and dried over Na2SO4. After evaporation of the solvents, the residue was purified on ISCO using a RediSep Gold 24 g column (Hex/EtOAc). 2-((6-methyl-4-(trifluoromethyl)pyridin-2-yl)thio) ethanol (1.20 g, 5.06 mmol, 99% yield) was obtained as an oil. 1H NMR (400 MHz, CDCl3) δ 7.32 (s, 1 H), 7.09(s, 1 H), 4.54 (brs, 1 H), 3.98 (t, J = 5.5 Hz, 2 H), 3.37 (t, J = 5.5 Hz, 2 H), 2.59 (s, 3 H). MS (APCI+) Calculated for [C9H10F3NOS + H]+: 238.1, found: 238.1.
In a 10 ml round-bottomed flask were added 2-((6-methyl-4-(trifluoromethyl) pyridin-2-yl)thio)ethanol (103 mg, 0.434 mmol), pyridine (70.2 μl, 0.868 mmol), DMAP (1.061 mg, 8.68 μmol) and 3-chlorobenzoyl chloride (83 μl, 0.651 mmol) in DCM (2 ml) at 0 °C. After 2 hours, the reaction mixture was diluted with ethyl acetate, washed with a solution of NaHCO3 saturated, brine and dried over Na2SO4. After evaporation of the solvents, 2-((6-methyl-4-(trifluoromethyl)pyridin-2-yl)thio)ethyl 3-chlorobenzoate (155 mg, 0.412 mmol, 95% yield) was obtained as an oil. 1H NMR (400 MHz, CDCl3) δ 7.94 (m, 1 H), 7.88 (m, 1 H), 7.54 (m, 1 H), 7.37 (m, 1 H), 7.23 (s, 1 H), 7.02 (s, 1 H), 4.60 (t, J = 6.3 Hz, 2 H), 3.63 (t, J = 6.3 Hz, 2 H), 2.55 (s, 3 H). MS (APCI+) Calculated for [C16H13ClF3NO2S + H]+: 376.1, found: 376.1.
In a 10 ml round-bottomed flask were added mCPBA (40 mg, 0.178 mmol), 2-((6-methyl-4-(trifluoromethyl)pyridin-2-yl)thio)ethyl 3-chlorobenzoate (50 mg, 0.133 mmol), in DCM (2 ml). After 2 hours, the reaction mixture was diluted with ethyl acetate, washed with a solution of NaHCO3 saturated, brine and dried over Na2SO4. After evaporation of the solvent, the residue was purified on ISCO using a RediSep 4 g column (Hex/EtOAc). The crude product was dissolved and loaded onto a pre-column. Both products were obtained as white solids. 2-((6-methyl-4-(trifluoromethyl)pyridin-2-yl)sulfonyl)ethyl 3-chlorobenzoate (6 mg, 0.015 mmol, 11% yield) 1H NMR (400 MHz, CDCl3) δ 8.01 (s, 1 H), 7.60 (m, 1 H), 7.53 (m, 1 H), 7.46 (m, 1 H), 7.44 (s, 1 H), 7.30 (s, 1 H), 4.79 (t, J = 5.9 Hz, 2 H), 3.99 (t, J = 5.9 Hz, 2 H), 2.59 (s, 3 H) MS (APCI+) Calculated for [C16H13ClF3NO4S + H]+: 408.1, found: 408.1; 2-((6-methyl-4-(trifluoromethyl)pyridin-2-yl)sulfinyl)ethyl 3-chlorobenzoate (16 mg, 0.041 mmol, 31% yield) 1H NMR (400 MHz, CDCl3) δ 8.09 (s, 1 H), 7.71 (m, 1 H), 7.65 (m, 1 H), 7.53 (m, 1 H), 7.34 (m, 2 H), 4.89 (m, 1 H), 4.74 (m, 1 H), 3.59 (M, 2 H), 2.59 (s, 3 H). MS (APCI+) Calculated for [C16H13ClF3NO3S + H]+: 392.1, found: 392.1.
In a 10 ml round-bottomed flask was added 2-((6-methyl-4-(trifluoromethyl) pyridin-2-yl)thio)ethanol (350 mg, 1.475 mmol) in DCM (6 mL), mCPBA (827 mg, 3.69 mmol) was added in portions. After 1 hour, the reaction mixture was diluted with DCM, washed 2X with a solution of saturated sodium bicarbonate, with brine and dried over Na2SO4. After evaporation of the solvent, 2-((6-methyl-4-(trifluoromethyl)pyridin-2-yl)sulfonyl)ethanol (386 mg, 1.434 mmol, 97% yield) was obtained as an oil. 1H NMR (400 MHz, CDCl3) δ 8.17 (s, 1 H), 7.66 (s, 1 H), 4.15 (t, J = 5.1 Hz, 2 H), 3.67 (t, J = 5.1 Hz, 2 H), 3.40 (brs, 1 H), 2.77 (s, 3 H). MS (APCI+) Calculated for [C9H10F3NO3S + H]+: 270.1, found: 270.1.
In a 10 ml round-bottomed flask were added 2-((6-methyl-4-(trifluoromethyl) pyridin-2-yl)sulfonyl)ethanol (380 mg, 1.411 mmol) and Mesyl-Cl (132 μl, 1.694 mmol) in DCM (4 mL). At 0 °C was added triethylamine (246 μl, 1.764 mmol). After 1 hour, the reaction mixture was diluted with DCM, washed with a solution of HCl 1 N, then a solution of NaHCO3 5%, and with brine. The products were separated on ISCO using a RediSep 4 g column (Hex/EtOAc) and were obtained as solids. 2-methyl-4-(trifluoromethyl)-6-(vinylsulfonyl) pyridine (83 mg, 0.330 mmol, 23% yield) 1H NMR (400 MHz, CDCl3) δ 8.14 (s, 1 H), 7.60 (s, 1 H), 6.97 (dd, J = 9.8 and 16.8 Hz, 1 H), 6.65 (d, J = 16.8 Hz, 1 H), 6.28 (d, J = 9.8 Hz, 1 H), 2.75 (s, 3 H). MS (APCI+) Calculated for [C9H8F3NO2S + H]+: 252.1, found: 252.1. 2-((6-methyl-4-(trifluoromethyl) pyridin-2-yl)sulfonyl) ethyl methanesulfonate (290 mg, 0.835 mmol, 59% yield). 1H NMR (400 MHz, CDCl3) δ 8.12 (s, 1 H), 7.65 (s, 1 H), 4.68 (t, J = 5.8 Hz, 2 H), 3.90 (t, J = 5.8 Hz, 2 H), 2.99 (s, 3 H), 2.77 (s, 3 H). MS (APCI+) Calculated for [C10H12F3NO5S2 + H]+: 348.0, found: 348.0.
In a 5 ml vial were added 2-methyl-4-(trifluoromethyl)-6-(vinylsulfonyl)pyridine (15 mg, 0.060 mmol) and NaBH4 (2.259 mg, 0.060 mmol) in MeOH (0.9 mL). After 1 hour, the product was purified on prep HPLC. 2-(ethylsulfonyl)-6-methyl-4-(trifluoromethyl)pyridine (13 mg, 0.051 mmol, 86% yield) was obtained as an oil. 1H NMR (400 MHz, CDCl3) δ 8.15 (s, 1 H), 7.63 (s, 1 H), 3.48 (q, J = 7.4 Hz, 2 H), 2.77 (s, 3 H), 1.35 (t, J = 7.4 Hz, 3 H). MS (APCI+) Calculated for [C9H10F3NO2S + H]+: 254.1, found: 254.1.
Stability of Cpd 161 under slightly basic conditions
Cpd 161, which is 2-((6-methyl-4-(trifluoromethyl)pyridin-2-yl)sulfonyl)ethyl 3-chlorobenzoate (400 μM final concentration), was added to 500 μl of FP buffer (previously described). After approximately 10 minutes, 2-methyl-4-(trifluoromethyl)-6-(vinylsulfonyl) pyridine and m-Chlorobenzoic acid were observed by LC/MS.
Amino acids reactions with TQ, Poloxin and the vinyl sulfone derivative
To a stirred solution of electrophile (0.02 mmol) and amino acid (1- 1.5eq) in DMF (0.3 ml) were added a few drops of a diluted aqueous solution of sodium bicarbonate. The reaction was monitored using an Agilent 6120 Quadrupole LC/MS system (Agilent Technologies). In all cases, the molecular ion of the product was observed.
Mass spectrometry
MALDI-TOF-MS analysis
The sinapinic acid matrix solution, used in all experiments, was prepared at saturation in a solvent mixture (water with 0.1% TFA: acetonitrile (ACN), 1:1 v/v). Acids and organic solvents used were HPLC grade or better. His-PBD326-603 (4 μg) was incubated with DMSO, 2.5 mM TQ or 250 μM Poloxin at room temperature in a buffer composed of 10 mM NaH2PO4 pH 8.0, 50 mM NaCl, 1 mM EDTA, 10% glycerol and 0.01% NP-40 for approximately 1–3 hours before the washing procedure, where each protein sample was concentrated and desalted by using C4 Zip-Tips (Millipore). Protein was then eluted using a solution of ACN: water with 0.1% TFA (8:2 v/v). For the sample-matrix crystallization procedure, the aliquot of protein was then mixed with the saturated matrix in a 1:1 ratio (v/v) and 1 μl of this mixture was directly spotted onto the MALDI target plate. MALDI-TOF-MS: MALDI spectra were acquired on an UltrafleXtreme time-of-flight spectrometer operated in the positive ion, linear mode equipped with a 2 KHz repetition rate Smartbeam II laser (Bruker Daltonics). For each spectrum, 1000 shots were accumulated under optimized delayed extraction conditions with a source accelerating voltage of +20 kV, in a mass range of 10–50 kDa. BSA (Sigma-Aldrich) was used to calibrate the instrument.
LC-MS/MS analysis
His-PBD326-603 (20 μg) was incubated with DMSO, 2.5 mM TQ, 2.5 mM Cpd 161 or 250 μM Poloxin at room temperature for 3 hours in the same buffer as used in the MALDI-TOF-MS analyses. Proteins were precipitated using acetone and resuspended in 100 μl. Sample reduction was performed by adding 50 μl of 5 mM TCEP in 50 mM ammonium bicarbonate. Samples were then added 50 μl of chloroacetamide 50 mM with ammonium bicarbonate 50 mM to protect exposed cysteine residues. One microgram of trypsin was added and the digestion was performed for 8 h at 37 °C. Samples were loaded on a C18 stem trap (Optimize Technologies Inc) and separated on a home-made C18 analytical column (15 cm × 150 μm i.d.) with a 116-min gradient from 0–30% acetonitrile (0.2% FA) and a 600 nl/min flow rate on a Ultimate 3000 LC system (Dionex) connected to a Q-Exactive Plus hybrid quadrupole-orbitrap mass spectrometer (Thermo Fisher Scientific). Each full MS spectrum acquired with a 70,000 resolution was followed by 12 MS/MS spectra, where the 12 most abundant multiply charged ions were selected for MS/MS sequencing. Peptides were identified using Peaks 8.0 (Bioinformatics Solution Inc.) and peptide sequences were blasted against the Human Uniprot database. Tolerance was set at 10 ppm for precursor and 0.01 Da for fragment ions during data processing. For the post-translational modification of proteins, occurrence of carbamidomethylation (C), oxidation (M), deamidation (NQ) was considered as well as addition of TQ (C, K), Poloxin (K, C, H), and vinyl sulfone (C, H, K) when needed.
Modeling - molecular docking
Prior to molecular docking, the Plk1 PBD coordinates, obtained from the crystal structure of the Plk1 PBD in complex with a phosphopeptide (PDB entry 1UMW53, chain A), have been prepared using the Structure Preparation workflow implemented in the MOE package (Molecular Operating Environment (MOE), 2013.08; Chemical Computing Group Inc., 1010 Sherbooke St. West, Suite #910, Montreal, QC, Canada, H3A 2R7, 2016.) in order to model missing atomic data and add hydrogen atoms to be reflective of protonation state at physiological pH. The prepared PBD was then subjected to the AutodockTools64 interface to generate PDBQT docking input files and to specify the search space as a cubic volume enclosing the entire PBD structure. Three-dimensional coordinates of Cpd 161 were generated using Chemaxon Standardizer, JChem 5.1.2 (chemaxon.com). Molecular docking of Cpd 161 on Plk1 PBD was carried out using Autodock-Vina65. Docking poses were visually analysed using PyMOL (PyMOL Molecular Graphics System, Version 1.4 Schrödinger, LLC).
Data analysis and structure
Raw data were analyzed using the Prism 5.00 (GraphPad) software. The structure of the zebrafish Plk1 KD and PBD in complex with a fragment of Drosophila Map205 (PDB 4J7B) was represented using PyMOL (PyMOL Molecular Graphics System, Version 1.4 Schrödinger, LLC).
Additional Information
How to cite this article: Normandin, K. et al. Identification of Polo-like kinase 1 interaction inhibitors using a novel cell-based assay. Sci. Rep. 6, 37581; doi: 10.1038/srep37581 (2016).
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Material
Acknowledgments
We thank the following people for their excellent work and assistance: IRIC’s high-throughput screening platform staff; Sanjoy Kumar Das and Elizabeth-Ann Kranjec (MALDI analyses) from the Drug discovery platform at Research Institute of McGill University Health Centre; Éric Bonneil (LC-MS/MS analysis) of IRIC’s Center for Advanced Proteomics Analyses, a Node of the Canadian Genomic Innovation Network that is supported by the Canadian Government through Genome Canada. We thank Hugo Lavoie, Michel Bouvier and Billy Breton for reagents and for useful guidance and discussion. We are grateful to Thorsten and Angela Berg for the pET28aHis10FA Plk1 PBD plasmid and for advice for the PBD purification. We thank Marc Therrien for comments on the manuscript. This work was funded by grants to VA from IRICoR and the Strategic Projects Committee of IRIC, from the Canadian Institutes of Health Research (CIHR) and from the Canadian Cancer Society Research Institute. VA was a recipient of a New Investigator salary award from the CIHR and is now recipient of a Chercheur Boursier Junior 2 salary award from the Fonds pour la recherche du Québec – Santé (FRQS). IRIC is supported in part by the Canada Foundation for Innovation and by the FRQS.
Footnotes
The authors declare no competing financial interests.
Author Contributions V.A., M.F., K.N. and J.D. designed the project. K.N. and M.F. performed the cell biological, biochemical and microscopy work. K.N., J.D. and S.G. conducted the H.T.S. screen. J.F.L. and A.M. directed the chemistry part of the project. J.F.L. performed chemical syntheses and chemical experiments. A.B. contributed virtual docking computer modeling. V.A., K.N., J.F.L. and A.B. wrote the paper.
References
- Llamazares S. et al. polo encodes a protein kinase homolog required for mitosis in Drosophila. Genes Dev 5, 2153–65 (1991). [DOI] [PubMed] [Google Scholar]
- Sunkel C. E. & Glover D. M. polo, a mitotic mutant of Drosophila displaying abnormal spindle poles. J Cell Sci 89 (Pt 1), 25–38 (1988). [DOI] [PubMed] [Google Scholar]
- Archambault V. & Glover D. M. Polo-like kinases: conservation and divergence in their functions and regulation. Nat Rev Mol Cell Biol 10, 265–75 (2009). [DOI] [PubMed] [Google Scholar]
- de Carcer G., Manning G. & Malumbres M. From Plk1 to Plk5: functional evolution of polo-like kinases. Cell Cycle 10, 2255–62 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Elia A. E., Cantley L. C. & Yaffe M. B. Proteomic screen finds pSer/pThr-binding domain localizing Plk1 to mitotic substrates. Science 299, 1228–31 (2003). [DOI] [PubMed] [Google Scholar]
- Zitouni S., Nabais C., Jana S. C., Guerrero A. & Bettencourt-Dias M. Polo-like kinases: structural variations lead to multiple functions. Nat Rev Mol Cell Biol 15, 433–52 (2014). [DOI] [PubMed] [Google Scholar]
- Petronczki M., Lenart P. & Peters J. M. Polo on the Rise-from Mitotic Entry to Cytokinesis with Plk1. Dev Cell 14, 646–59 (2008). [DOI] [PubMed] [Google Scholar]
- Strebhardt K. & Ullrich A. Targeting polo-like kinase 1 for cancer therapy. Nat Rev Cancer 6, 321–30 (2006). [DOI] [PubMed] [Google Scholar]
- Strebhardt K. Multifaceted polo-like kinases: drug targets and antitargets for cancer therapy. Nat Rev Drug Discov 9, 643–60 (2010). [DOI] [PubMed] [Google Scholar]
- Degenhardt Y. & Lampkin T. Targeting Polo-like kinase in cancer therapy. Clin Cancer Res 16, 384–9 (2010). [DOI] [PubMed] [Google Scholar]
- Liu X., Lei M. & Erikson R. L. Normal cells, but not cancer cells, survive severe Plk1 depletion. Mol Cell Biol 26, 2093–108 (2006). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schmit T. L., Zhong W., Setaluri V., Spiegelman V. S. & Ahmad N. Targeted depletion of Polo-like kinase (Plk) 1 through lentiviral shRNA or a small-molecule inhibitor causes mitotic catastrophe and induction of apoptosis in human melanoma cells. J Invest Dermatol 129, 2843–53 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Luo J. et al. A genome-wide RNAi screen identifies multiple synthetic lethal interactions with the Ras oncogene. Cell 137, 835–48 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Guan R. et al. Small interfering RNA-mediated Polo-like kinase 1 depletion preferentially reduces the survival of p53-defective, oncogenic transformed cells and inhibits tumor growth in animals. Cancer Res 65, 2698–704 (2005). [DOI] [PubMed] [Google Scholar]
- Yang Y. et al. Polo-like kinase 3 functions as a tumor suppressor and is a negative regulator of hypoxia-inducible factor-1 alpha under hypoxic conditions. Cancer Res 68, 4077–85 (2008). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Smith P., Syed N. & Crook T. Epigenetic inactivation implies a tumor suppressor function in hematologic malignancies for Polo-like kinase 2 but not Polo-like kinase 3. Cell Cycle 5, 1262–4 (2006). [DOI] [PubMed] [Google Scholar]
- Coley H. M. et al. Polo Like Kinase 2 Tumour Suppressor and cancer biomarker: new perspectives on drug sensitivity/resistance in ovarian cancer. Oncotarget 3, 78–83 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Helmke C., Becker S. & Strebhardt K. The role of Plk3 in oncogenesis. Oncogene 35, 135–47 (2015). [DOI] [PubMed] [Google Scholar]
- Lee K. S., Burke T. R. Jr., Park J. E., Bang J. K. & Lee E. Recent Advances and New Strategies in Targeting Plk1 for Anticancer Therapy. Trends Pharmacol Sci 36, 858–77 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu X. Targeting Polo-Like Kinases: A Promising Therapeutic Approach for Cancer Treatment. Transl Oncol 8, 185–95 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- McInnes C. & Wyatt M. D. PLK1 as an oncology target: current status and future potential. Drug Discov Today 16, 619–25 (2011). [DOI] [PubMed] [Google Scholar]
- Steegmaier M. et al. BI 2536, a potent and selective inhibitor of polo-like kinase 1, inhibits tumor growth in vivo. Curr Biol 17, 316–22 (2007). [DOI] [PubMed] [Google Scholar]
- Rudolph D. et al. BI 6727, a Polo-like kinase inhibitor with improved pharmacokinetic profile and broad antitumor activity. Clin Cancer Res 15, 3094–102 (2009). [DOI] [PubMed] [Google Scholar]
- Gjertsen B. T. & Schoffski P. Discovery and development of the Polo-like kinase inhibitor volasertib in cancer therapy. Leukemia 29, 11–9 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Davis M. I. et al. Comprehensive analysis of kinase inhibitor selectivity. Nat Biotechnol 29, 1046–51 (2011). [DOI] [PubMed] [Google Scholar]
- Seong Y. S. et al. A spindle checkpoint arrest and a cytokinesis failure by the dominant-negative polo-box domain of Plk1 in U-2 OS cells. J Biol Chem 277, 32282–93 (2002). [DOI] [PubMed] [Google Scholar]
- Hanisch A., Wehner A., Nigg E. A. & Sillje H. H. Different Plk1 functions show distinct dependencies on Polo-Box domain-mediated targeting. Mol Biol Cell 17, 448–59 (2006). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lera R. F. & Burkard M. E. High mitotic activity of Polo-like kinase 1 is required for chromosome segregation and genomic integrity in human epithelial cells. J Biol Chem 287, 42812–25 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lee K. S., Grenfell T. Z., Yarm F. R. & Erikson R. L. Mutation of the polo-box disrupts localization and mitotic functions of the mammalian polo kinase Plk. Proc Natl Acad Sci USA 95, 9301–6 (1998). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jang Y. J., Lin C. Y., Ma S. & Erikson R. L. Functional studies on the role of the C-terminal domain of mammalian polo-like kinase. Proc Natl Acad Sci USA 99, 1984–9 (2002). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yun S. M. et al. Structural and functional analyses of minimal phosphopeptides targeting the polo-box domain of polo-like kinase 1. Nat Struct Mol Biol 16, 876–82 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- van de Weerdt B. C. et al. Polo-box domains confer target specificity to the Polo-like kinase family. Biochim Biophys Acta 1783, 1015–22 (2008). [DOI] [PubMed] [Google Scholar]
- Archambault V., Lepine G. & Kachaner D. Understanding the Polo Kinase machine. Oncogene 34, 4799–807 (2015). [DOI] [PubMed] [Google Scholar]
- Reindl W., Yuan J., Kramer A., Strebhardt K. & Berg T. Inhibition of polo-like kinase 1 by blocking polo-box domain-dependent protein-protein interactions. Chem Biol 15, 459–66 (2008). [DOI] [PubMed] [Google Scholar]
- Yuan J. et al. Polo-box domain inhibitor poloxin activates the spindle assembly checkpoint and inhibits tumor growth in vivo. Am J Pathol 179, 2091–9 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yin Z., Song Y. & Rehse P. H. Thymoquinone blocks pSer/pThr recognition by Plk1 Polo-box domain as a phosphate mimic. ACS Chem Biol 8, 303–8 (2013). [DOI] [PubMed] [Google Scholar]
- Watanabe N. et al. Deficiency in chromosome congression by the inhibition of Plk1 polo box domain-dependent recognition. J Biol Chem 284, 2344–53 (2009). [DOI] [PubMed] [Google Scholar]
- Liu F. et al. Serendipitous alkylation of a Plk1 ligand uncovers a new binding channel. Nat Chem Biol 7, 595–601 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Qian W. J. et al. Mono-anionic phosphopeptides produced by unexpected histidine alkylation exhibit high Plk1 polo-box domain-binding affinities and enhanced antiproliferative effects in HeLa cells. Biopolymers 102, 444–55 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Park J. E. et al. Putting a bit into the polo-box domain of polo-like kinase 1. J Anal Sci Technol 6, 27 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Park J. E., Kim T. S., Kim B. Y. & Lee K. S. Selective blockade of cancer cell proliferation and anchorage-independent growth by Plk1 activity-dependent suicidal inhibition of its polo-box domain. Cell Cycle 14, 3624–34 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Xu Y., Piston D. W. & Johnson C. H. A bioluminescence resonance energy transfer (BRET) system: application to interacting circadian clock proteins. Proc Natl Acad Sci USA 96, 151–6 (1999). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bacart J., Corbel C., Jockers R., Bach S. & Couturier C. The BRET technology and its application to screening assays. Biotechnol J 3, 311–24 (2008). [DOI] [PubMed] [Google Scholar]
- Archambault V., D’Avino P. P., Deery M. J., Lilley K. S. & Glover D. M. Sequestration of Polo kinase to microtubules by phosphopriming-independent binding to Map205 is relieved by phosphorylation at a CDK site in mitosis. Genes Dev 22, 2707–2720 (2008). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Xu J., Shen C., Wang T. & Quan J. Structural basis for the inhibition of Polo-like kinase 1. Nat Struct Mol Biol 20, 1047–53 (2013). [DOI] [PubMed] [Google Scholar]
- Lavoie H. et al. Inhibitors that stabilize a closed RAF kinase domain conformation induce dimerization. Nat Chem Biol 9, 428–36 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hendzel M. J. et al. Mitosis-specific phosphorylation of histone H3 initiates primarily within pericentromeric heterochromatin during G2 and spreads in an ordered fashion coincident with mitotic chromosome condensation. Chromosoma 106, 348–60 (1997). [DOI] [PubMed] [Google Scholar]
- Oshimori N., Ohsugi M. & Yamamoto T. The Plk1 target Kizuna stabilizes mitotic centrosomes to ensure spindle bipolarity. Nat Cell Biol 8, 1095–101 (2006). [DOI] [PubMed] [Google Scholar]
- Barrios-Rodiles M. et al. High-throughput mapping of a dynamic signaling network in mammalian cells. Science 307, 1621–5 (2005). [DOI] [PubMed] [Google Scholar]
- Kachaner D. et al. Interdomain allosteric regulation of Polo kinase by Aurora B and Map205 is required for cytokinesis. J Cell Biol 207, 201–11 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Reindl W., Strebhardt K. & Berg T. A fluorescence polarization assay for the discovery of inhibitors of the polo-box domain of polo-like kinase 1. Methods Mol Biol 795, 69–81 (2012). [DOI] [PubMed] [Google Scholar]
- Scharow A. et al. Optimized Plk1 PBD Inhibitors Based on Poloxin Induce Mitotic Arrest and Apoptosis in Tumor Cells. ACS Chem Biol 10, 2570–9 (2015). [DOI] [PubMed] [Google Scholar]
- Elia A. E. et al. The molecular basis for phosphodependent substrate targeting and regulation of Plks by the Polo-box domain. Cell 115, 83–95 (2003). [DOI] [PubMed] [Google Scholar]
- Beck J. et al. Ubiquitylation-dependent localization of PLK1 in mitosis. Nat Cell Biol 15, 430–9 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liao C., Park J. E., Bang J. K., Nicklaus M. C. & Lee K. S. Exploring Potential Binding Modes of Small Drug-like Molecules to the Polo-Box Domain of Human Polo-like Kinase 1. ACS Med Chem Lett 1, 110–114 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kwiatkowski N. et al. Targeting transcription regulation in cancer with a covalent CDK7 inhibitor. Nature 511, 616–20 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Anscombe E. et al. Identification and Characterization of an Irreversible Inhibitor of CDK2. Chem Biol 22, 1159–64 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Huang Z. et al. DFG-out mode of inhibition by an irreversible type-1 inhibitor capable of overcoming gate-keeper mutations in FGF receptors. ACS Chem Biol 10, 299–309 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Baell J. B. & Holloway G. A. New substructure filters for removal of pan assay interference compounds (PAINS) from screening libraries and for their exclusion in bioassays. J Med Chem 53, 2719–40 (2012). [DOI] [PubMed] [Google Scholar]
- Arkin M. R., Tang Y. & Wells J. A. Small-molecule inhibitors of protein-protein interactions: progressing toward the reality. Chem Biol 21, 1102–14 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhang J. H., Chung T. D. & Oldenburg K. R. A Simple Statistical Parameter for Use in Evaluation and Validation of High Throughput Screening Assays. J Biomol Screen 4, 67–73 (1999). [DOI] [PubMed] [Google Scholar]
- Breton B., Lagace M. & Bouvier M. Combining resonance energy transfer methods reveals a complex between the alpha2A-adrenergic receptor, Galphai1beta1gamma2, and GRK2. FASEB J 24, 4733–43 (2010). [DOI] [PubMed] [Google Scholar]
- Reindl W., Strebhardt K. & Berg T. A high-throughput assay based on fluorescence polarization for inhibitors of the polo-box domain of polo-like kinase 1. Anal Biochem 383, 205–9 (2008). [DOI] [PubMed] [Google Scholar]
- Morris G. M. et al. AutoDock4 and AutoDockTools4: Automated docking with selective receptor flexibility. J Comput Chem 30, 2785–91 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Trott O. & Olson A. J. AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. J Comput Chem 31, 455–61 (2010). [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.