ARTICLE
Received 9 Nov 2015 | Accepted 15 Feb 2016 | Published 24 Mar 2016
DOI: 10.1038/ncomms11040 OPEN
CETSA screening identies known and novel thymidylate synthase inhibitors and slow intracellular activation of 5-uorouracil
Helena Almqvist1,*, Hanna Axelsson1,*, Rozbeh Jafari2,w, Chen Dan3, Andr Mateus4, Martin Haraldsson1, Andreas Larsson5, Daniel Martinez Molina2, Per Artursson4,6,7, Thomas Lundback1 & Par Nordlund2,3,8
Target engagement is a critical factor for therapeutic efcacy. Assessment of compound binding to native target proteins in live cells is therefore highly desirable in all stages of drug discovery. We report here the rst compound library screen based on biophysical measurements of intracellular target binding, exemplied by human thymidylate synthase (TS). The screen selected accurately for all the tested known drugs acting on TS. We also identied TS inhibitors with novel chemistry and marketed drugs that were not previously known to target TS, including the DNA methyltransferase inhibitor decitabine. By following the cellular uptake and enzymatic conversion of known drugs we correlated the appearance of active metabolites over time with intracellular target engagement. These data distinguished a much slower activation of 5-uorouracil when compared with nucleoside-based drugs. The approach establishes efcient means to associate drug uptake and activation with target binding during drug discovery.
1 Laboratories for Chemical Biology, Karolinska Institutet, Science for Life Laboratory Stockholm, Division of Translational Medicine & Chemical Biology, Department of Medical Biochemistry & Biophysics, Karolinska Institutet, Tomtebodavagen 23A, Solna 171 65, Sweden. 2 Department of Medical Biochemistry & Biophysics, Division of Biophysics, Karolinska Institutet, Scheeles vag 2, Stockholm 171 77, Sweden. 3 School of Biological Sciences, Nanyang Technological University, 61 Biopolis Drive (Proteos), Singapore 138673, Singapore. 4 Department of Pharmacy, Uppsala University, BMC, Box 580, Uppsala SE-751 23, Sweden. 5 School of Biological Sciences, Nanyang Technological University, SBS-04s-45, 60 Nanyang Drive, Singapore 639798, Singapore. 6 Uppsala University Drug Optimization and Pharmaceutical Proling Platform (UDOPP), Department of Pharmacy, Uppsala University, BMC, Box 580, Uppsala SE-751 23, Sweden. 7 Science for Life Laboratory Drug Discovery and Development platform, Uppsala University, Uppsala SE-751 23, Sweden. 8 Institute of Cellular and Molecular Biology, ASTAR, 61 Biopolis Drive (Proteos), Singapore 138673, Singapore. * These authors contributed equally to this work. w Present address: Clinical Proteomics Mass Spectrometry, Department of Oncology-Pathology, Science for Life Laboratory and Karolinska Institutet, Stockholm,
Sweden. Correspondence and requests for materials should be addressed to T.L. (email: mailto:[email protected]
Web End [email protected] ) or to P.N. (email: mailto:[email protected]
Web End [email protected] ).
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ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms11040
Therapeutic efcacy is achieved when drugs bind their relevant molecular targets in the physiologically relevant setting. Despite this known fact, insufcient control of
target engagement is surprisingly common and contributes to high failure rates in clinical trials13. Methods that allow for robust measurements of drug target engagement in primary cells, tissues and patient biopsies are thus urgently needed, but have been hard to establish4,5.
Ligand-induced changes in protein thermal stability are frequently used to monitor binding to isolated proteins in thermal shift assays69. The recently developed cellular thermal shift assay (CETSA; see Supplementary Note 1 for a list of abbreviations) builds on the discovery that ligand induced thermal shifts can also be measured in the context of cell lysates, whole cells or tissues10. This nding effectively allows for biophysical binding studies in native environmentspreserving expression levels, posttranslational modications and the local environment for the endogenous protein. Whereas the original CETSA study included multiple case studies, recent work extends this method to include melting transitions for a signicant portion of the proteome, thus expanding the putative use of the methodology to a large number of protein families1113. Of practical importance is that the melting transitions are established for individual proteins by the use of protein afnity reagents10,14 or quantitative mass spectrometry (MS)1113. As a consequence these measurements are amenable to either high-throughput measurements or proteome-wide multiplexing.
To improve current strategies for drug development, stringent control of target engagement should ideally be established from initial hit identication, through preclinical and clinical development. The same demands apply to the validation of chemical probes discovered in academic settings2,4,15. To probe the value of CETSA in earlier stages of the discovery process we applied it for primary screening of thymidylate synthase (TS) in live human myelogenous leukemia cells. TS is a pivotal enzyme in production of thymidine monophosphate and a well validated cancer target16,17. Inhibition of TS leads to thymineless death characterized by DNA-damage, chromosomal fragmentation and concomitant induction of apoptosis. Novel classes of TS inhibitors with improved efcacy and resistance proles could provide important complements to current TS directed drugs, for which there are reports of resistance18,19.
Here, we show for the rst time that a CETSA-based screen for direct physical target engagement constitutes an attractive high throughput screening (HTS) strategy, which allows for the detection of known and novel TS inhibitors with cellular activity. Furthermore, we establish a hit validation strategy, in which time-dependent target engagement is explored in parallel with measurement of intracellular compound concentration. Taken together this provides a sound and efcient strategy to establish control of target engagement from an early stage of the drug discovery process, and which is likely to minimize problems in subsequent stages.
ResultsMicroplate-based CETSA measuring target engagement of TS. CETSA is based on measurements of remaining soluble target protein against a background of thermally denatured and precipitated proteins following a heat challenge10,14. To enable large-scale screening and automation we developed a no-wash immunoassay for TS using AlphaScreen technology in 384-well plates (see Supplementary Figs 16 and Supplementary Table 1). As outlined in Fig. 1a the assay workow starts with a pre-incubation of K562 cells with library compounds or controls to allow cellular uptake, potential compound
metabolism and binding to TS. The treated samples in the plates are next transiently heated in a PCR machine, resulting in denaturation and precipitation of intracellular TS unless stabilized by ligand. After cooling to room temperature the cells are lyzed and the remaining (stabilized) levels of TS are measured.
We validated the assay by investigating the response to two drugs of structurally different classes, that is, oxuridine and raltitrexed. Both drugs require intracellular enzymatic conversion prior to high-afnity TS binding17. Pyrimidine-based inhibitors, such as oxuridine, bind to TS as the corresponding monophosphate, whereas folate-based drugs, such as raltitrexed, are polyglutamylated and bind TS in a ternary complex with 20-deoxyuridine 50-monophosphate (dUMP). Two assay formats were employed for validation. First, the heating was done at a series of different temperatures at a xed compound concentration to establish aggregation temperature (Tagg) curves (Fig. 1b). As expected both drugs resulted in substantial shifts of the thermal stability of TS, thus conrming cellular uptake and intracellular enzymatic conversion to the active forms that bind TS. Based on these curves, 50 C was selected for further characterization in isothermal dose-response ngerprint (ITDRFCETSA) experiments. In these experiments the compound concentration is titrated during the pre-incubation, after which all samples are heated to the same temperature (Fig. 1c,d). Both drugs showed dose-dependent stabilization of TS with half maximal effective concentration (EC50) values in the sub-nM range. Data from parallel experiments using quantitative western blots for assessment of stabilized TS conrmed a signicant shift in Tagg in the presence of 5 mM of either of these drugs as well as potent dose-dependent stabilization (Supplementary Fig. 7). No change in total TS levels was observable at 5 mM concentration following a 2 h pre-incubation time in the K562 cells, demonstrating that the thermal stabilization data were not inuenced by drug-induced changes in total protein levels under these conditions.
Small molecule library screening and hit conrmation. We screened a library of 10,928 compounds at Chemical Biology Consortium Sweden (CBCS; http://www.cbcs.se
Web End =www.cbcs.se ) using the TS assay described above. The library includes a structurally-diverse selection of lead-like compounds20, nucleosides and known drugs (see Methods section for details on the library). These latter subsets include folate and nucleoside-based drugs known to act on TS, suppress thymidine incorporation into DNA and reduce cell proliferation16,21. A schematic outline of the screen logistics is available in Supplementary Fig. 8. Screening was performed at a compound concentration of 50 mM and resulted in a reproducible response to the controls and the appearance of several stabilizing compounds (Fig. 2a). Additional graphs illustrating the screen performance and statistics are available in Supplementary Fig. 9 and Supplementary Table 2, respectively. The campaign involved one day of screening, with the AlphaScreen readings done the following morning to ensure equilibration of the antibody recognition.
The threshold for active solutions was calculated at 11.7% stabilization and resulted in 65 hits (Supplementary Table 3). Solutions for 63 of these were available for cherry-picking from our vial-based compound stores, that is, a different source intended for long-term storage. The activities of these solutions were examined in ITDRFCETSA experiments to conrm the screen results (Supplementary Table 3). The majority of compounds with an apparent stabilization above 30% in the primary screen conrmed activity. We also found that 12 out of the 15 vial-based solutions that failed to reproduce activity (highlighted at the bottom of Supplementary Table 3) had been contaminated with
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Figure 1 | Development of a no-wash CETSA for human TS. (a) Overview of the assay principle with live K562 cells seeded into a 384-well PCR plate. The plate contains controls or library compounds that are taken up by the cells. Following a pre-incubation period the plate is transiently heated for 3 min followed by cooling and cell lysis. Part of the cell lysate is transferred to a detection plate, to which antibodies and AlphaScreen beads are added to allow measurements of remaining soluble TS. (b) CETSA derived Tagg curves for TS in K562 cells in the presence of DMSO (0.5%) (green circle), 15 mM oxuridine (blue triangle) or 1 mM raltitrexed (magenta square). All data were normalized to the response observed for each treatment condition at the lowest test temperature. The solid line represents the best t to the Boltzmann sigmoid equation resulting in an apparent Tagg of 46.70.2 C for the DMSO control, whereas both oxuridine and raltitrexed stabilized TS above 65 C (we do not consider higher Tagg values reliable as these temperatures inuence cell membrane integrity10). The vertical dotted line is at 50 C, the temperature selected for the isothermal screen. Data are provided as the average and standard error of mean (s.e.m.) from two independent experiments performed in duplicate for raltitrexed and as individual data points from one experiment in duplicate for oxuridine. (c) ITDRFCETSA of oxuridine (blue triangle) at 50 C based on raw data from the AlphaScreen readings. The solid line represents the best t to a saturation binding curve resulting in an EC50 of 4716 pM. Data are provided as two individual data points from one test occasion. (d) The corresponding ITDRFCETSA for raltitrexed (magenta square) at 50 C resulting in an EC50 of 0.750.2 nM. Data are provided as two individual data points from one test occasion.
highly active compounds because of insufcient tip washing during the transfer from vials to screen library plates (Supplementary Fig. 10). Consequently these hits reproducibly conrmed activity when tested from the contaminated source plates, while the original solutions were inactive. Taken together the conrmation rate was 90% for hits yielding more than 30% apparent thermal stabilization of TS in the original screen.
Fluoropyrimidines, anti-folates and their analogs. The majority of conrmed hits were pyrimidine-based nucleosides and analogs thereof. At the top of the list were substituted 20-deoxyuridines, including oxuridine (three independent occurrences in the library), 5-triuoro-20-deoxythymidine (TFT), and 5-ethynyl-20-
deoxyuridine (EdU) (Fig. 2b and Supplementary Table 3). All of these are known to be taken up and metabolized intracellularly to the active monophosphate forms that interact with TS16,17. Novel ndings among the nucleosides included the two drugs azacitidine and its deoxyribose analog decitabine, as well as two purine nucleosides (8-bromoadenosine and 8-allyloxy-N2-isobutyryl-20-deoxyguanosine).
With regards to folate analogs, methotrexate was present at two instances in the library, both as a racemate and as its L form. As expected both appeared as strong hits. The CETSA screen also identied two other marketed drugs, triamterene, a sodium channel inhibitor used to treat hypertension, and pyrimethamine, an inhibitor of dihydrofolate reductase from Plasmodium falciparum that is used to treat malaria. They have related
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Figure 2 | Primary screen using CETSA to measure target engagement of human thymidylate synthase. (a) Scatter plot illustrating normalized screen data, where 0% corresponds to the TS signal observed in the presence of DMSO only (magenta square) and 100% corresponds to the TS signal observed in the presence of 100 nM raltitrexed (green triangle). Data for library compounds at a concentration of 50 mM are shown in blue (blue circle). The hit limit was calculated based on the average plus three standard deviations for the library compounds and is illustrated as a black solid line at 11.7%. The locations of the Prestwick drug set (yellow) and a nucleoside subset (purple) are highlighted. (b) ITDRFCETSA data illustrating the ranking of oxuridine (blue upwards triangle), 5-uorouridine (FUR) (green downwards triangle), and 5-FU (lavender blue square) after 2 h of preincubation time. Data are also included for CBK115334 (magenta circle).The solid lines represent best ts to a saturation binding curve resulting in an apparent EC50 of TS at a concentration of 659 pM, 4715 nM, 194 mM and 0.460.08 mM, respectively. Data are provided as the average and s.e.m. from one independent hit conrmation experiment done in quadruplicate. (c) Structures of known drugs and hit compounds discussed in the main text. (d) Structure of CBK115334 (magenta) and dUMP bound to TS, shown overlayed on the structure of the complex of raltitrexed (white) and dUMP (PDB 1HVY).
structures and can potentially act as folic acid antagonists22, but they have not been previously shown to bind TS. Given the scarcity of anti-folates in the hit list we also looked whether there were any obvious false negatives in the screen and conrmed this was not the case (Supplementary Tables 4 and 5).
CBK115334 as a novel TS inhibitor. Besides the pyrimidine- and folate-based inhibitors there were 17 additional weak hits of different chemical classes (Supplementary Table 3). We investigated one of these, CBK115334 or 3-amino-2-benzoyl-4-methylthieno(2,3-b)pyridin-6-ol (1), which was chemically distinct from known TS inhibitors (Fig. 2c and Supplementary Fig. 11). It also appeared for the rst time as a hit in our screens (Supplementary Table 6). Conrmatory data were obtained using CETSA on K562 cell lysates, which demonstrated a 3.7 C shift at 200 mM (Supplementary Fig. 12). When applied to isolated recombinant human TS, 1 showed a 2.6 C shift at 25 mM and a5.2 C shift at 100 mM and conrmed binding in the low mM range using surface plasmon resonance (Supplementary Fig. 12). We tested whether binding affected enzymatic activity of TS in vitro and observed 60% inhibition at 10 mM concentration and near complete inhibition at 100 mM (Supplementary Fig. 12). A crystal structure of TS with 1 revealed that the compound binds
the active site of TS occupying the folate-binding pocket (Fig. 2d). The binding involves pp stacking interactions with the substrate dUMP and polar interactions with residues lining the catalytic cavity (Asn112 and Arg50 in particular). This constitutes a novel mode of binding as compared with other anti-folates occupying this space23,24. Finally, we investigated the impact on cell proliferation in K562 cells. A clear impact was seen with a half-maximal inhibitory concentration (IC50) value just below 100 mM (Supplementary Fig. 12), in line with the weak CETSA response.
Addressing kinetics of compound transport and metabolism. We performed time-traces of the ITDRFCETSA experiments, that is, by varying the time during which cells were exposed to compound prior to the heating step. ITDRFCETSA data obtained
after various pre-incubation times are shown in Fig. 3a,b for 5-uorouracil (5-FU) and oxuridine, demonstrating several orders of magnitude lower potency for 5-FU. The corresponding data on additional nucleosides are available in Supplementary Fig. 13. To examine whether the observed target engagement coincides with appearance of the active forms of these compounds, we monitored levels of compounds and their anticipated active metabolites using liquid chromatography
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Figure 3 | Time dependence of target engagement and correlation with the appearance of intracellular active metabolites. (a) Representative ITDRFCETSA curves for 5-uorouracil as a function of preincubation time in K562 cells; 10 min (green circle), 30 min (magenta square), 2 h (blue upwards triangle) and 6 h (lavender blue downwards triangle). The solid lines represent best ts to a saturation binding curve function to yield ITDRFCETSA values for
half-maximal stabilization of TS. Data are provided as the average and s.e.m. from experiments done in quadruplicate at a single test occasion. (b) The corresponding ITDRFCETSA data for oxuridine. (c) Half-maximal stabilization of TS (magenta) and intracellular concentration of FdUMP (grey) as a function of preincubation time with oxuridine. The CETSA data are presented as the average and range from two independent experiments. The LCMS/ MS data are provided as the average and s.e.m. from experiments done at three different occasions. (d) The corresponding data for TFT (blue) and TFTMP (grey). (e) The corresponding data for EdU (green) and EdUMP (grey).
coupled to tandem mass spectrometry (LCMS/MS)25,26. Intracellular and extracellular concentrations as a function of incubation time are shown in Supplementary Fig. 14 for selected nucleosides and their corresponding monophosphate species.
The cellular import and metabolic activation of oxuridine and 5-FU to generate the common active species 5-uoro-20-deoxyuridine 50-monophosphate (FdUMP) require different enzymatic pathways16,17,27. CETSA data for oxuridine showed stabilization at low nM concentrations after only 10 min of pre-incubation (Fig. 3b). The potency improved during the rst 2 h and persisted throughout the experiment. This time trace was consistent with the intracellular appearance of FdUMP, which was measureable already after 10 min and increased during the rst hours of incubation (Fig. 3c). However, for 5-FU the CETSA response increased slowly in the rst 6 h (Fig. 3a), with undetectable intracellular levels of FdUMP (Supplementary Fig. 14). Meanwhile the concentration of 5-FU in cells and media remained relatively constant at all time points, thus demonstrating a fast cellular uptake (Supplementary Fig. 14). We hence conclude that the enzymatic conversion of 5-FU to FdUMP is much slower than for oxuridine in K562 cells under these conditions and that the enzymatic conversion to the active species is mirrored by the CETSA responses.
EdU and TFT are structurally related to oxuridine differing only at position 5 of the uracil moiety (Fig. 2c). Although their primary activity on cell viability is believed to result from their misincorporation into DNA, they are also known to inhibit TS following intracellular phosphorylation28,29. The uptake and metabolism of TFT, as well as its CETSA time trace, was similar to that observed for oxuridine (Fig. 3d). This was consistent with a build-up of 5-triuoro-20-deoxythymidine 50-monophosphate (TFTMP) and binding to TS in the rst hours, generating full target engagement after 2 h of incubation. TFTMP is known to be a tight-binding inhibitor that forms covalent complexes with TS
also in absence of the folate-based cofactor3032, in line with the observation of a persistent target engagement as measured by CETSA. EdU behaved differently with a more rapid uptake and faster decay of both the extracellular nucleoside and the active form 5-ethynyl-20-deoxyuridine 50-monophosphate (EdUMP)
(Fig. 3e). The CETSA response was consistent with the fast uptake and activation with an early maximal response that then decayed slightly after the rst 2 h, presumably due to the disappearance of the active species.
Phosphorylation and deamination of decitabine. An unexpected hit in the screen was decitabine, which primarily acts as an inhibitor of DNA methyltransferase33. The identication of a 20-deoxycytidine analog as a hit was surprising, but reinforced by the concurrent appearance of the corresponding ribose azacitidine (Fig. 2c). To shed further light on the generation of the active compound, TS stabilization by decitabine itself was rst investigated in K562 cell lysates, where activating metabolism is lower because of signicant dilution of intracellular enzymes and their substrates. As shown in Supplementary Fig. 15 TS was not stabilized by decitabine in treated lysates. Likewise decitabine did not stabilize recombinant TS in a thermal shift assay, in line with observations for other nucleosides including deoxyuridine, oxuridine and TFT (Supplementary Fig. 15).
The structural analogy to the known nucleoside-based inhibitors of TS triggered the question as to whether decitabine is also phosphorylated, and potentially also deaminated, to generate a TS ligand (Fig. 4a). To investigate the importance of phosphorylation we performed ITDRFCETSA experiments in the presence of DI-82 (ref. 34). This compound is a potent inhibitor of deoxycytidine kinase (DCK) (Fig. 4b), which is required for formation of decitabine monophosphate35,36. Dose-dependent stabilization of TS was conrmed in the absence of DI-82,
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ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms11040
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Figure 4 | Target engagement by decitabine is dependent on its metabolic activation. (a) Schematic overview of decitabine treatment, cellular uptake and intracellular metabolic conversion. After uptake decitabine is phosphorylated to form 5-aza-20-deoxycytidine 50-monophosphate by DCK. This compound is further phosphorylated in two steps to yield the triphosphate that is incorporated into DNA. Cytidine deaminase (CDA) and DCTD are known to be involved in the metabolism and clearance of decitabine39. (b) Tagg experiments for CDK in the absence (green circle) and presence of 200 mM of the
DCK inhibitor DI-82 (magenta square). Above the graphs are the chemiluminescence data (full blots are available in Supplementary Fig. 16). The experiments were performed in K562 cells at two independent occasions. (c) ITDRFCETSA data for decitabine in the absence (magenta square) and presence of 200 mM of the DCK inhibitor DI-82 (green circle). Full blots are available in Supplementary Fig. 16. The experiments were performed in K562 cells at two independent occasions. (d) Normalized thermal shift assay response for recombinant human TS in the absence (magenta square) and presence of 1 mM decitabine without prior enzyme treatment (blue upwards triangle), following DCK treatment (lavender blue downwards triangle) and following treatment with both DCK and DCTD (magenta square). The data are shown as the average and s.e.m. from triplicate samples at one test occasion. (e) Enzyme inhibition data for TS in the presence of control and enzymatically treated decitabine samples. The data are shown as the average and s.e.m. from triplicate samples at one test occasion.
whereas its presence at 200 mM completely blunted the ability of decitabine to bind TS (Fig. 4c). However, studies using recombinant DCK to generate decitabine monophosphate resulted in only a marginal stabilization of TS (Fig. 4d). The sample was therefore additionally treated with deoxycytidylate deaminase (DCTD), which is known to deaminate decitabine
monophosphate37, resulting in a thermal shift of nearly 10 C (Fig. 4d). The inhibitory capacity of these samples mirrored these data, that is, minor inhibition was observed after DCK treatment in the TS enzymatic assay, whereas near full inhibition appeared after treatment with both DCK and DCTD (Fig. 4e). Taken together with the structural analogy to the natural substrate of TS
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these data strongly infer that the TS ligand is 5-aza-20-deoxyuridine 50-monophosphate, that is, the expected product of phosphorylation and deamination of decitabine.
DiscussionTarget engagement is essential for efcacy of targeted therapies and validation of new chemical probes2,4,15. These validating experiments are ideally performed for many representatives within a chemical series to allow comparisons of structure activity relationships. To push towards the goal of having a procedure amenable to automation and screening we applied CETSA for assessment of intracellular target engagement at the stage of primary screening. Prior to this work the methodology had been applied on a growing number of drugs and chemical probes1014, but it remained challenging to apply to large chemical libraries.
To achieve this evaluation, we developed a homogeneous CETSA and applied it to screening in live, non-engineered cells expressing thymidylate synthase, which is targeted by several different chemical classes of drugs in clinical use16,17. Importantly, the screen identied all drugs within the test library that act on TS, as well as novel compounds capable of binding and inhibiting this enzyme. Collectively the known drugs and new inhibitors span over a broad range of afnities. Amongst the new hits was 1, a mM inhibitor of the puried enzyme with sufcient cell penetration to result in intracellular target engagement and anti-proliferative effects in the high mM range.
The binding mode of 1 to TS is partly new and it thus provides a potential starting point for further chemistry optimization.
Several other marketed drugs not previously known to inhibit TS emerged as hits, including triamterene, pyrimethamine and decitabine. As these are clinically-used compounds it is of interest to understand whether there are instances where the interaction with TS plays a role in either efcacy or toxicity. The identication of decitabine illustrates the relevance of monitoring target binding in live cells as this nding was dependent on active cellular metabolism. Decitabine itself was largely inactive on the protein such that, in analogy to the already known uridine-based inhibitors, enzymatic conversion to an active species is a prerequisite for observation of binding. We showed that this conversion does not take place to a signicant extent in cell lysates, but can be reproduced with the in vitro application of enzymes for phosphorylation and deamination to yield the substrate analog 5-aza-20-deoxyuridine 50-monophosphate.
Although our data give strong support that a metabolite of decitabine yield signicant cellular inhibition of TS, further studies are required to determine whether this is relevant for polypharmacology or toxicity at typical therapeutic doses.
Time-traces of ITDRFCETSA were used to analyze different
scenarios for cellular target engagement, thereby integrating aspects of drug transport and metabolism. Combination of these results with measurements of intracellular drug and metabolite concentrations allowed for a comprehensive dissection of cellular drug kinetics. Overall, the intracellular concentrations of the active species of the drugs correlated with the observed target engagement, consistent with the notion that CETSA directly reports on target binding. The combination of high-throughput target engagement studies with LCMS/MS measurements of intracellular concentrations of drugs and metabolites constitutes a new paradigm for hit validation and optimization in the discovery of chemical probes and drugs. Importantly, CETSA is applicable to studies in native cells and tissue samples10,14. Thus the basic scenarios for compound metabolism and target engagement derived from these cell culture studies should be possible to translate towards studies of activities and resistance development
to drugs in man. Of particular interest in this regard was the observation that we nearly missed the identication of 5-FU in the screen because of the relatively slow appearance of target engagement. It will be interesting to extend these experiments to patient cells.
The present work demonstrates that CETSA constitutes a robust high-throughput screening strategy that allows for target proteins to be approached in their natural cellular environment. This is in contrast to the majority of targeted cellular HTS assays as these rely on overexpressed and tagged proteins. Since CETSA does not require engineered cells or compounds, it could be particularly attractive for screening in primary cells, tissues or patient-derived material. Our approach can be applied to a large number of different proteins, with the generic assay development path being established in this work. The work also introduces the combination of time-dependent ITDRFCETSA and measurement
of intracellular concentrations of metabolites as a stringent approach for hit validation, where the same assay format can be utilized and provide value throughout the drug discovery process.
Methods
Cell culture conditions in AlphaScreen-based experiments. Human myelogenous leukemia cell line K562 (ATCC no. CCL-243) were cultured in RPMI-1640 (SH30027.01, HyClone) supplemented with 10% fetal bovine serum (SV30160.03, HyClone), 0.3 g l 1 L-glutamine (G7513, Sigma-Aldrich) and 100 units ml 1
Penicillin-Streptomycin (P4333, Sigma-Aldrich). The same cell medium composition was used for all experiments unless otherwise stated.
Development of an AlphaScreen-based assay for TS. Measurements of remaining levels of soluble TS in cell lysates were achieved based on an AlphaScreen-based assay. Establishment of this assay required the identication of a pair of antibodies that simultaneously recognize TS (Supplementary Fig. 1). Combinations of four mouse-derived and three rabbit-derived antibodies directed towards different epitopes of TS (see Supplementary Table 1) were tested for this ability. Four different conditions were tested for each pair, with two of those being the absence and presence of target protein. Given our previous experience of ligand induced quenching of protein target recognition by the antibody pair14 we also included a control containing an excess of dUMP with and without the additional presence of raltitrexed, which are known binders to the active sites of TS. Recombinant TS, diluted in 1 AlphaLISA buffer (AL000F, PerkinElmer), was preincubated at room
temperature in the presence of buffer only, 100 mM dUMP or 100 mM dUMP and 10 mM raltitrexed in a total volume of 4 ml in a ProxiPlate (#6008280, PerkinElmer). After this preincubation all 12 possible combinations of antibody pairs were added to the sample in a volume of 4 ml followed by incubation for 30 min at room temperature. A mix of AlphaScreen acceptor and donor beads was nally added in a volume of 4 ml under subdued light and allowed to incubate at room temperature for 2 h before reading in an Envision plate reader (PerkinElmer). Final concentrations of the reagents in the detection step were 2 nM recombinant TS, 2 nM of each antibody, 40 mg ml 1 AlphaScreen anti-mouse donor beads (#AS104D, PerkinElmer) and10 mg ml 1 AlphaScreen anti-rabbit acceptor beads (#AL104C, PerkinElmer). The plates were sealed with TopSeal-A PLUS (6050185, PerkinElmer). The data were analyzed using microsoft excel and GraphPad Prism 6.
Four different antibody pair combinations based on sc-376161, WH0007298M1, 15047-1-AP and D5B3 (Supplementary Table 1) were selected from the antibody screen to study the kinetics of their recognition of TS in cell lysate. Two batches of 7.5 million K562 cells per ml in supplemented cell culture medium were prepared to serve as max and min controls. One culture was left at room temperature and the other was heated to 52 C for 3 min in a PCR machine (TECHNE TC-PLUS thermal cycler). Both batches of cells were then lysed by the addition of an equal volume of 2X AlphaScreen SureFire Lysis Buffer (TGRLB100ML, PerkinElmer). After thorough mixing, 4 ml aliquots of the lysates were transferred to a ProxiPlate and detected and analyzed as described above except that the bead incubation was performed at 2 h, 6 h and overnight.
The sc-376161 and 15047-1-AP antibodies were titrated to match their concentrations with the AlphaScreen bead concentrations, that is, to ensure they do not exceed concentrations where hook effects are observed. Fifteen million K562 cells per ml were prepared in supplemented cell culture medium and lysed as described above. Aliquots of 4 ml were transferred to a ProxiPlate followed by the addition of 4 ml of a mix of different concentrations of the two antibodies (nal concentrations of each antibody in the detection varied between 0 and 10 nM). Detection and analysis was done as described above, except the bead incubation was performed overnight.
Optimization of cell numbers was achieved by serial dilution of a cell suspension of K562 cells in supplemented cell culture medium. Each sample was then split into two aliquots, which were either kept at room temperature or heated
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to 52 C as described above. Both aliquots were then lysed as described above. After thorough mixing, 3 ml of the lysates were transferred to a ProxiPlate followed by the addition of 6 ml of a mix of antibodies and AlphaScreen acceptor and donor beads in AlphaLISA buffer under subdued light. Detection and analysis was achieved as described above except the antibody concentrations were modied to 1 nM 15047-1-AP and 0.4 nM sc-376161.
The control experiment, in which recombinant TS was seeded to cell lysates was prepared based on a serial dilution of recombinant human TS. Dilutions were done in equal volumes of supplemented cell medium and 2 AlphaScreen SureFire
Lysis Buffer. K562 cells at a cell density of 2 million cells per ml were lysed as described above and split in two samples, which were either kept at room temperature or heated to 52 C as described above. A 10 ml aliquot of each TS dilution was then added to the same volume of each of the two lysates as well as to the mixture of cell medium and lysis buffer. A 3 ml aliquot of each sample was then transferred to a ProxiPlate and detected and analyzed as described above.
Thermal aggregation experiments using AlphaScreen. Floxuridine and raltitrexed were diluted from dimethyl sulfoxide (DMSO) stock solutions to concentrations of 30 mM and 20 mM respectively in supplemented cell culture medium (nal DMSO content 1%). These solutions were transferred in a volume of 10 ml to a skirted Twin.tec PCR 96-wellplate (0030 128 672, Eppendorf). A suspension of K562 cells in a volume of 10 ml and a density of 10 million cells per ml were then added to all wells. The PCR plates containing the compounds and cells were sealed with a breathable plate seal (3345, Corning) and incubated for 2 h in a humidied incubator at 37 C and 5% CO2. The cells were then transiently heated to different temperatures ranging from 40 C to 86 C for 3 min, followed by a controlled cooling to 20 C for 1 min using a real-time PCR machine (ProFlex, Applied Biosystems). After the heating step the plate was centrifuged briey (1,000 g for
1 min) followed by lysis of the heated cells by the addition of 20 ml of 2
AlphaScreen SureFire Lysis Buffer using a Flexdrop IV (PerkinElmer). To ensure sufcient lysis the cell lysates were mixed by 10 repetitive aspiration and dispensing cycles using a Bravo liquid handling platform (Agilent). The lysates (3 ml) were then transferred to 384-well ProxiPlates followed by the addition of 6 ml of a mix of antibodies and AlphaScreen acceptor and donor beads in AlphaLISA buffer under subdued light. Final concentrations of the assay reagents in the detection step were 1 nM rabbit polyclonal anti-TS IgG (15047-1-AP, Proteintech), 0.4 nM mouse monoclonal anti-TS IgG (sc-376161, Santa Cruz), 40 mg ml 1 AlphaScreen anti-mouse donor beads and 10 mg ml 1 AlphaScreen anti-rabbit acceptor beads. The plates were sealed with TopSeal-A PLUS and incubated over night at room temperature prior to detection in an Envision plate reader. The data were analyzed using microsoft excel and GraphPad Prism 6.
Composition and storage of the primary screening set. The library of compounds applied in this screening campaign consists of 10,928 compounds and is part of the primary screening set at CBCS. The majority of these compounds was donated by Biovitrum AB and originates from both in-house and commercial sources. Compounds included in the primary screening set were selected to represent a diverse selection of a larger set of 65,000 compounds, while keeping a certain depth to allow crude structureactivity relationship studies. The selection was also biased towards lead-like and drug-like proles with regards to molecular weight, hydrogen bond donors/acceptors and LogP20. The library also includes a nucleoside set from Berry & Associates and a set of approved drugs from Prestwick. Compound stock solutions at 10 mM in DMSO are stored frozen at approximately
20 C in individual capped tubes in REMP 96 Storage Tube Racks. The racks are stored in a REMP Small-Size Store, which allows cherrypicking while the solutions are still frozen to minimize repetitive freeze-thaw cycles. For screening purposes the compound solutions have been replicated from the REMP racks to Labcyte 384 LDV plates (LP-0200) and then further into Labcyte 1536 HighBase plates (LP-03730) to enable dispensing using acoustic liquid handling equipment.
Compound handling. Assay ready plates were prepared by transferring 200 nl of the 10 mM DMSO solutions of compounds and controls by means of acoustic dispensing (Echo 550, Labcyte) to 384-well polypropylene plates (784201, Greiner). Compounds were placed in columns 122. DMSO controls were placed in column 23 and raltitrexed controls were placed in column 24. The assay ready plates were heat sealed with a Peelable Aluminium seal (24210-001 Agilent) using a thermal microplate sealer (PlateLoc, Agilent) and stored at 20 C until use. At the day of
the experiment the plates were allowed to thaw for 30 min followed by a brief centrifugation step (1,000 g for 1 min) prior to removal of the seal. The com
pounds were then diluted with 20 ml supplemented cell culture medium using a Multidrop Combi reagent dispenser (Thermo Scientic). Finally 5 ml of the diluted compounds were transferred to a 384 well hardshell PCR plate (HSR480, BIORAD) using a Bravo liquid handling platform equipped with a 384-well head (Agilent). The nal concentrations in the incubation with cells (see below) were 50 mM of test compounds and 100 nM of the positive control raltitrexed. The nal concentration of DMSO in the assay was 0.5% in all samples.
For the ITDRFCETSA experiments 11-point dose-response curves with three-fold difference in concentration between wells were generated using the Bravo liquid handling system (all serial dilutions were done in 100% DMSO). The nal highest
concentrations of the test compounds in the incubation with cells were ranging from 100 nM50 mM depending on estimated potency. The concentration of
DMSO was 0.5% in all samples. The nal concentration of the positive control raltitrexed was 100 nM. The assay ready plates were prepared as outlined above for the screen.
Screening and dose-response characterization by AlphaScreen. The screen procedure started with the addition of 5 ml of a suspension of K562 cells at a density of 10 million cells per ml to all wells of a 384 well hardshell PCR plate (HSR480, BIORAD) using an electronic multichannel pipette (Biohit). The plates were then heat sealed with Peelable Aluminium seal in a thermal microplate sealer (PlateLoc, Agilent) and allowed to incubate for 2 h in an incubator at 37 C and 5% CO2. For the time-course experiments the incubation times were altered to include also10 min, 30 min and 6 h. To allow gas exchange during the longer incubation times these plates were instead sealed with at breathable plate seal (3345, Corning). After the incubation step the plates were transiently heated at 50 C for 3 min followed by a controlled cooling to 20 C for 1 min using a real-time PCR machine (Light-Cycler480 system, Roche). Plate handling was then as described above for the thermal aggregation experiments. The data were analyzed using microsoft excel and GraphPad Prism 6.
Screen and ITDRFCETSA data analysis. Screen data were imported into microsoft excel and normalized for each compound based on the negative and positive controls on each plate, that is, with the response in the presence of DMSO dening 0% stabilization and the response in the presence of 100 nM raltitrexed dening 100% stabilization. A calculation of the average and standard error of means for each set of controls also allowed an illustration of how these responses varied over the 32 screening plates. The Z0 factor38 is commonly used as a measure of how well the assay separates between the controls and this was calculated as described based on the calculated averages and standard deviations of the controls on a per plate basis. For the Tagg shift and the ITDRFCETSA experiments the data were analyzed in
GraphPad Prism using the Boltzmann sigmoid equation and the saturation binding curve (rectangular hyperbola; binding isotherm) function, respectively. As already discussed14 these methods make use of equilibrium models for data analysis although the methodology depends on the irreversible aggregation of denatured material. For this reason we refer to the observed responses as apparent and isothermal dose-response ngerprints and are careful with any quantitative interpretations, being well aware of their dependency on experimental conditions. Experiments are on-going to address the quantitative interpretation of CETSA data.
Measurements of identity and purity of test compound solutions. Assessments of identity and purity of the test solutions that were used for hit conrmation purposes, that is, those being stored in REMP vials, was done by means of high-pressure liquid chromatography coupled to mass spectrometry (HPLCMS). A small aliquot of each test solution (2 ml of a 10 mM solution) was placed in a 96-well plate (267245, Nunc) and diluted with 20 ml of methanol. The plate was then placed in an Agilent 1,100 HPLC UV/MS with electrospray ionization(ESI ). The HPLC method was based on an ACE C8 3 mm column (3.0 50 mm)
and a mobile phase (CH3CN)/(0.1% TFA/H2O). All solvents were HPLC grade and absorbance was monitored at 220 nm. Compounds that did not give satisfactory data were re-analyzed using a method based on a Waters XBridge C18 3.5 mm column (3.0 50 mm), 3.5 min gradient mobile phase (CH3CN)/(10 mM
NH4HCO3/H2O). The instrument software was used to integrate the UV response for each peak and provided a list of the peaks and their associated masses. The estimated purity was calculated based on the integrated area for the expected mass compared with the areas of all other peaks. The result was manually controlled and if there were deviations from the expected outcome a meticulous investigation of the UV-response and MS was performed.
Cell viability assay. A concentrationresponse curve of CBK115334 was generated using the Bravo liquid handling system (serial dilution of a 50 mM stock solution was done in 100% DMSO). A total of 150 nl of the serially diluted solutions and controls (positive control 0.67 mM staurosporine and negative control DMSO) were transferred to a white 384-well assay plate (3570, Corning) by means of acoustic dispensing (Echo 550, Labcyte). A Multidrop reagent dispenser (Thermo Scientic) was used to dispense 30 ml of a K562 cell suspension at a density of 33 103 cells per ml in supplemented cell culture medium. The cells
were incubated at 37 C in the presence of 5% CO2 for 72 h before addition of 30 ml CellTiter-Glo Luminescent Cell Viability Assay reagent (Promega) using a Multidrop Combi reagent dispenser (Thermo Scientic). The plate was placed on a plate shaker for 15 min prior to detection of the luminescence signal in an Envision plate reader (PerkinElmer). The nal highest concentration of CBK115334 in the incubation with cells was 250 mM and the nal concentration of the positive control staurosporine was 3 mM. All samples contained 0.5% DMSO. The data were analyzed using microsoft excel and GraphPad Prism 6.
Chemicals and buffers in western blot-based experiments. The cell lysis buffer contained 100 mM 4-(2-hydroxyethyl)-1-piperazineethanesulfonic acid (HEPES,
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pH 7.5), 1 mM Tris-(2-carboxyethyl)phosphine hydrochloride (TCEP) and 10 mM magnesium chloride (Sigma-Aldrich) supplemented with complete (EDTA-free) protease inhibitor cocktail from Roche (Switzerland). Tris-buffered saline with tween (TBST) buffer (150 mM NaCl, 0.05% (v/v) Tween-20, 50 mM Tris-HCl buffer at pH 7.6) was prepared by dissolving TBS-TWEEN tablets obtained from Merck KGaA (Darmstadt, Germany) in ddH2O. The blocking buffer consisted of 5% (w/v) non-fat milk (Semper AB, Sundbyberg, Sweden) diluted in tris-buffered saline with tween. Hanks Balanced Salt Solution (HBSS) was from Gibco/Life Technologies. Raltitrexed monohydrate, dUMP and decitabine was purchased from Sigma-Aldrich and Selleckchem, respectively. DI-82 was kindly provided by Prof. Caius G. Radu and Raymond M. Gipson at the Department of Molecular and Medical Pharmacology, University of California, Los Angeles.
Cell lines and cultures in western blot-based experiments. Human cell line K562 (ATCC no. CCL-243) was cultured in RPMI-1640 medium (Sigma-Aldrich) supplemented with 0.3 g l 1 L-glutamine and 10% fetal bovine serum (FBS, Gibco/
Life Technologies, Carlsbad, CA, USA), 100 units per ml penicillin and 100 units per ml streptomycin (Gibco/Life Technologies). Short-term passages (o20) were used for experiments.
Cell lysate thermal shift experiments. For the cell lysate thermal shift experiments, cultured K562 cells were harvested and washed with Hanks Balanced Salt Solution. The cells were diluted in lysis buffer supplemented with complete protease inhibitor cocktail. The cell suspensions were freeze-thawed three times using liquid nitrogen and passed through a 2700 gauge needle ve times. The soluble fraction (lysate) was separated from the cell debris by centrifugation at 20,000 g
for 20 min at 4 C. For the thermal aggregation curve experiments cell lysates were diluted with lysis buffer supplemented with 200 mM dUMP and divided into two aliquots, with one aliquot being treated with ligand and the other aliquot with vehicle (control). After 10 min incubation at room temperature the respective lysates were divided into smaller (50 ml) aliquots and heated individually at different temperatures for 3 min in a Veriti thermal cycler (Applied Biosystems/Life Technologies) followed by cooling for 3 min at room temperature. The heated lysates were centrifuged at 20,000 g for 20 min at 4 C in order to separate the
soluble fractions from precipitates. The supernatants containing the remaining soluble proteins were transferred to new 0.2 ml microtubes and analyzed by sodium dodecyl sulfate polyacrylamide gel electrophoresis (SDS-PAGE) followed by western blot analysis.
For the in-cell experiments K562 cells were harvested and resuspended with culture medium to a cell density of 5 million cells per ml and seeded into T25 asks. Cells were treated with either raltitrexed, oxuridine, DI-82 or vehicle (DMSO) for 2 h in an incubator at 37 C and 5% CO2. The cell suspensions were then divided into 100 ml aliquots in 0.2 ml tubes and heated at designated temperatures ranging from 40 to 84 C for 3 min in a Veriti thermal cycler(Life Technologies) followed by 3 min of cooling at room temperature. The heat-treated cell suspensions were freeze-thawed three times using liquid nitrogen and a heating block set at 25 C. Tubes were gently vortexed between the freeze-thaw cycles. The resulting cell lysates were centrifuged at 20,000 g for
20 min at 4 C. The supernatant was removed from the cell debris and aggregates and the remaining soluble TS was analyzed using western blot.
For the ITDRFCETSA in cell experiments, raltitrexed and oxuridine were serially diluted to generate an 11 point doseresponse curve with three-fold difference in concentration between each point. K562 cells were treated with each respective compound concentrations and one vehicle as control in 100 ml aliquots in 0.2 ml tubes for 2 h in an incubator at 37 C and 5% CO2. The cell aliquots were heated at 50 C and analyzed with western blot following the procedure described above.
For the decitabine metabolism, decitabine was serially diluted to generate an 11 point doseresponse curve and an ITDRFCETSA experiment was performed as described above in absence and presence of 200 mM of the DCK inhibitor DI-82 (referred to as 12R in the main text of the original publication and DI-82 in the Supplementary Material)34.
SDS-PAGE and western blot. NuPage Novex Bis-Tris 412% polyacrylamide gels with NuPAGE MES SDS running buffer (Life Technologies) were used for separation of proteins in the samples. Proteins were transferred to nitrocellulose membranes using the iBlot2 blotting system (Life Technologies). Primary antibodies anti-TS (D5B3) XP (Cell Signaling), anti-dCK (sc-393099), anti-b-actin (sc-69879); secondary goat anti-mouse HRP-IgG (sc-2055) and bovine anti-rabbit HRP-IgG (sc-2374) antibodies (Santa Cruz Biotechnology, Santa Cruz, CA, USA) were used for immunoblotting. All membranes were blocked with blocking buffer; standard transfer and western blot protocols recommended by the manufacturers (listed above) were used. All antibodies were diluted in blocking buffer. The membranes were developed using Clarity Western ECL substrate HRP-Substrate (Bio-Rad) according to the manufacturers recommendations. Chemiluminescence intensities were detected and quantied using a ChemiDoc XRS imaging system
(Bio-Rad) with Image Lab software (Bio-Rad).
Expression and purication of human thymidylate synthase. The gene encoding human TS (NM_001071.2) was subcloned into the pNIC28-Bsa4 vector
and expressed in Rosetta BL21-DE3 Escherichia coli (Novagen) in Terric Broth media supplemented with 50 mg ml 1 of kanamycin and 34 mg ml 1 chloramphenicol. Cells were grown at 37 C until OD600nm reached about 2.0 and induced with 0.5 mM isopropyl-beta-D-1-thiogalactopyranoside (IPTG) at 18 C overnight. The cells were harvested by centrifugation at 4,500 g for 15 min at
15 C. The cell pellet was re-suspended in lysis buffer (100 mM HEPES, 500 mM NaCl, 10 mM imidazole, 10% (v/v) glycerol and 1 mM TCEP at pH 8.0) supplemented with 1:1,000 (v/v) EDTA-free protease inhibitor cocktail (Calbiochem) and 125 U ml 1 of Benzonase (Merck). Cells were lysed by sonication on ice at 70% amplitude, 3 s on/off for 3 min. The lysate was claried by centrifugation at 47,000 g for 25 min at 4 C, and the supernatant was ltered
through a 1.3 mm syringe lter to remove cell debris. The cell-free extract was loaded on a pre-equilibrated HisTrapTM HP column (GE Healthcare) in IMAC wash buffer 1 (20 mM HEPES, 500 mM NaCl, 10 mM imidazole, 10% (v/v) glycerol and 1 mM TCEP at pH 7.5) and subsequently washed with 20 column volumes (CVs) of IMAC wash buffer 1 and 15 CVs of IMAC wash buffer 2 (20 mM HEPES, 500 mM NaCl, 25 mM imidazole, 10% (v/v) glycerol and 1 mM TCEP at pH 7.5). Bound protein was eluted with 5 CVs of elution buffer (20 mM HEPES, 500 mM NaCl, 500 mM imidazole, 10% (v/v) glycerol and 1 mM TCEP at pH 7.5)and loaded onto a HiLoad 16/60 Superdex-200 column (GE Healthcare) pre-equilibrated with buffer (20 mM HEPES, 300 mM NaCl, 10% (v/v) glycerol, and 1 mM TCEP at pH 7.5). Based on Nu-PAGE gel results pure protein fractions were pooled and concentrated using a 50 kDa cutoff centrifugal driven lter concentrator (Sartorius Stedium Biotech). The protein concentration was determined by the absorbance at 280 nm using a Nanodrop spectrophotometer (Thermo Scientic).
Thermal shift in vitro assay on recombinant protein. The assay was performed on the iCycler iQ Real Time PCR Detection System (Bio-Rad), using the 96-well thin-wall PCR plate (Bio-Rad). The experiment was conducted in a buffer containing 20 mM HEPES at pH 7.5 and 150 mM NaCl. A total volume of 25 ml solution containing 0.2 mg ml 1 protein, compounds and 5 Sypro Orange dye
(Invitrogen) diluted from 5,000 stock was dispensed into the 96-well plate.
The same amount of DMSO was added in the control wells. The plates were sealed with Microseal B adhesive sealer (Bio-Rad) and heated in iCycler from 25 to 80 C (56 heating cycles in 28 min). Fluorescent lter used for Sypro Orange measurements was lexcitation 492 nm and l
emission
610 nm. The calculation of
Table 1 | X-ray diffraction data and renement statistics.
TS-dUMP-CBK115334
Data collection
Space group P43212
Cell dimensionsa, b, c () 108.2, 108.2, 313.9 a, b, g () 90, 90, 90
Resolution () 30-3.1 (3.23.1)* Rmerge 0.147 (0.619)
I/aI 15.56 (4.98) Completeness (%) 99.9 (99.9)
Redundancy 11.9 (10.9)
RenementResolution () 30-3.1 (3.23.1) No. reections 34,453 Rwork/Rfree 18.0/26.8
No. atomsProtein 13,596 Ligand dUMP 186 Ligand CBK115334 96 Water 11
B-factorsProtein 45.3 Ligand dUMP 45.1 Ligand CBK115334 51.9 Water 30.9
R.m.s. deviationsBond lengths () 0.014 Bond angles () 1.096
*Highest resolution shell is shown in parenthesis.
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the midpoint of the curves (Tm) was performed using the software package XLt from IDBS within microsoft excel.
TS enzyme inhibition assay. Enzymatic activity of recombinant human TS was measured spectrophotometrically at 340 nm by monitoring the absorbance change during the conversion of 5,10-methylenetetrahydrofolate to dihydrofolate using an Innite M200 spectrometer (Tecan). Measurements were carried out at room temperature and in a buffer of 50 mM Tris at pH 7.5 and 150 mM NaCl.
Initial velocities were measured with 250 nM of puried protein, 100 mM 5,10-methylenetetrahydrofolate and 100 mM dUMP in the presence of compounds using the same amount of DMSO as control. Initial rates and activity were analyzed with the software package Prism (GraphPad Software).
Surface plasmon resonance. Recombinant human TS protein (25 mg ml 1 in a buffer of 10 mM sodium acetate at pH 5.0, 1 mM dUMP and 200 mM methotrexate) were captured on Sensor Chip S-CM5 via amine coupling to a level of B5,000 resonance units using Biacore T-200. Raltitrexed was used as a positive control to ensure that the protein remained active after immobilization and during the run. A concentration series (20 nM to 10 mM) of CBK115334 was injected over the prepared surface for 60 s and allowed to dissociate for 60 s with a ow rate of70 ml min 1 at 25 C. The assay buffer was 20 mM HEPES, 150 mM NaCl, pH 7.5 and 0.005% Tween-20 supplemented with 1% DMSO and 200 mM dUMP. Response data was processed using the BIAevaluation software. Responseswere double referenced and solvent-corrected. The data sets were tted to 1:1 steady-state model for determination of binding constants.
Decitabine treatment with DCK and DCTD. Decitabine at a concentration of1 mM was incubated with 1 mg ml 1 of recombinant DCK and 2.5 mM ATP in a buffer of 50 mM Tris at pH 7.5, 150 mM NaCl and 0.5 mM MgCl2 at room temperature for 60 min to generate the corresponding monophosphates. To probe for nucleotide deamination the samples were further treated with 1 mg ml 1 of recombinant DCTD in the presence of 1 mM ATP and 10 mM ZnCl2 for 20 min at room temperature. After incubation, the samples were heated at 95 C for 10 min and centrifuged for 10 min at the highest speed at 4 C using a benchtop centrifuge. The supernatant was tested without dilution in thermal shift in vitro assays and the TS enzyme inhibition assay. The supernatants from samples without nucleoside were used as the treatment controls.
Crystallization and structure determination. TS protein crystallized in sitting drops comprising equal volume of protein (about 24 mg ml 1) and reservoir solution at 20 C. The crystallization condition was composed of 0.1 M sodium cacodylate at pH 6.5 and 15% PEG 4,000. Crystals were soaked with 1 mM compound and 2 mM dUMP in cryo-protectant buffer containing 0.1 M sodium cacodylate at pH 6.5 and 25% PEG 4,000 and 10% DMSO for 15 min, followed by ash frozen in liquid nitrogen. Data collection was performed on beamline MX1 at Australian Synchrotron. X-ray diffraction data was collected at 100 K with a wavelength of 0.9537 . It should be noted that CBK115334 is subject to ketoenol isomerization. While the resolution is not sufcient to distinguish between these, the included illustrations are based on the enol form (both forms make interactions with Asn112 and Arg50, but with different donoracceptor pairs). The structure was solved by molecular replacement using Phaser with the hTS-dUMP-raltitrexed structure (PDB code 1HVY) as the search model. Structure was rened with phenix rene. Ligand structures and restraints les were generated using eLBOW. In the TS-dUMP-CBK115334 complex structure, 90.43% of residues were in favoured regions and 7.92% of residues were in allowed regions. The data collection parameters and renement statistics are summarized in Table 1. An image of the
electron density map of the active site in the co-crystal structure is available in Supplementary Fig. 17.
Intracellular compound and metabolite concentrations. Intracellular concentrations of compounds were measured as previously described25,26. Briey, K562 cells were incubated with the compounds for a predened time at 37 C in a 5% CO2 atmosphere. After incubation, the cells were centrifuged (300 g for
5 min) and a medium sample (supernatant) was collected and diluted 1:10 in a 50 nM warfarin solution (internal standard). The cells were washed with phosphate buffered salt solution and lysed with methanol. Methanol was evaporated and the cell samples were reconstituted in 50 nM warfarin. Samples were analyzed with LCMS/MS with electrospray ionization in negative mode with transitions monitored as listed in Table 2.
References
1. Morgan, P. et al. Can the ow of medicines be improved? Fundamental pharmacokinetic and pharmacological principles toward improving Phase II survival. Drug Discov. Today 17, 419424 (2012).
2. Bunnage, M. E., Chekler, E. L. P. & Jones, L. H. Target validation using chemical probes. Nat. Chem. Biol. 9, 195199 (2013).
3. Cook, D. et al. Lessons learned from the fate of AstraZenecas drug pipeline: a ve-dimensional framework. Nat. Rev. Drug Discov. 13, 419431 (2014).
4. Simon, G. M., Niphakis, M. J. & Cravatt, B. F. Determining target engagement in living systems. Nat. Chem. Biol. 9, 200205 (2013).
5. Durham, T. B. & Blanco, M.-J. Target engagement in lead generation. Bioorg. Med. Chem. Lett. 25, 9981008 (2015).
6. Pantoliano, M. W. et al. High-density miniaturized thermal shift assays as a general strategy for drug discovery. J. Biomol. Screen. 6, 429440 (2001).
7. Ericsson, U. B., Hallberg, B. M., DeTitta, G. T., Dekker, N. & Nordlund, P. Thermouor-based high-throughput stability optimization of proteins for structural studies. Anal. Biochem. 357, 289298 (2006).
8. Senisterra, G. A. et al. Screening for ligands using a generic and high-throughput light-scattering-based assay. J. Biomol. Screen 11, 940948 (2006).
9. Niesen, F. H., Berglund, H. & Vedadi, M. The use of differential scanning uorimetry to detect ligand interactions that promote protein stability. Nat. Protoc. 2, 22122221 (2007).
10. Martinez Molina, D. et al. Monitoring drug target engagement in cells and tissues using the cellular thermal shift assay. Science 341, 8487 (2013).
11. Savitski, M. M. et al. Tracking cancer drugs in living cells by thermal proling of the proteome. Science 346, 1255784 (2014).
12. Franken, H. et al. Thermal proteome proling for unbiased identication of direct and indirect drug targets using multiplexed quantitative mass spectrometry. Nat. Protoc. 10, 15671593 (2015).
13. Huber, K. V. M. et al. Proteome-wide drug and metabolite interaction mapping by thermal-stability proling. Nat. Methods 12, 10551057 (2015).
14. Jafari, R. et al. The cellular thermal shift assay for evaluating drug target interactions in cells. Nat. Protoc. 9, 21002122 (2014).
15. Arrowsmith, C. H. et al. The promise and peril of chemical probes. Nat. Chem. Biol. 11, 536541 (2015).
16. Longley, D. B., Harkin, D. P. & Johnston, P. G. 5-uorouracil: mechanisms of action and clinical strategies. Nat. Rev. Cancer 3, 330338 (2003).
17. Wilson, P. M., Danenberg, P. V, Johnston, P. G., Lenz, H.-J. & Ladner, R. D. Standing the test of time: targeting thymidylate biosynthesis in cancer therapy. Nat. Rev. Clin. Oncol. 11, 282298 (2014).
18. Assaraf, Y. G. Molecular basis of antifolate resistance. Cancer Metastasis Rev.
26, 153181 (2007).
19. Gonen, N. & Assaraf, Y. G. Antifolates in cancer therapy: Structure, activity and mechanisms of drug resistance. Drug Resist Updat. 15, 183210 (2012).20. Lipinski, C. A. Lead- and drug-like compounds: the rule-of-ve revolution. Drug Discov. Today Technol. 1, 337341 (2004).
21. Houghton, J. A., Tillman, D. M. & Harwood, F. G. Ratio of 20-deoxyadenosine-50-triphosphate/thymidine-50-triphosphate inuences the commitment of human colon carcinoma cells to thymineless death. Clin. Cancer Res. 1, 723730 (1995).
22. Lambie, D. G. & Johnson, R. H. Drugs and folate metabolism. Drugs 30, 145155 (1985).
23. Almog, R., Waddling, C. A., Maley, F., Maley, G. F. & Van Roey, P. Crystal structure of a deletion mutant of human thymidylate synthase D (7-29) and its ternary complex with Tomudex and dUMP. Protein Sci. 10, 988996 (2001).
24. Sayre, P. H. et al. Multi-targeted antifolates aimed at avoiding drug resistance form covalent closed inhibitory complexes with human and Escherichia coli thymidylate synthases. J. Mol. Biol. 313, 813829 (2001).
25. Mateus, A., Matsson, P. & Artursson, P. Rapid measurement of intracellular unbound drug concentrations. Mol. Pharm. 10, 24672478 (2013).
26. Mateus, A., Matsson, P. & Artursson, P. A high-throughput cell-based method to predict the unbound drug fraction in the brain. J. Med. Chem. 57, 30053010 (2014).
Table 2 | Monitored LC-MS/MS transitions.
Compound/Metabolite Parent and daughter ions 5-FU 128.8441.9
FdU 244.94155.0 FdUMP 324.94195.0
FUR 260.94171.0 EdU 250.94135.8
EdUMP 330.94195.0 TFT 249.94179.7
TFTMP 374.94179.4 Decitabine 227.0493.8
Decitabine-MP 307.04195.0 Pyrimethamine* 248.84176.9
CBK115334* 284.94188.9
*Analyzed with electrospray ionization in positive mode.
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Web End =www.nature.com/naturecommunications
NATURE COMMUNICATIONS | DOI: 10.1038/ncomms11040 ARTICLE
27. OConnor, O. A. in Cancer Drug Discovery and Development: Combination Cancer Therapy: Modulators and Potentiators (ed. Schwartz, G. K.) 133174 (Humana Press Inc., 2005).
28. De Clercq, E. et al. Thymidylate synthetase as target enzyme for the inhibitory activity of 5-substituted 20-deoxyuridines on mouse leukemia L1210 cell growth. Mol. Pharmacol. 19, 321330 (1981).
29. Temmink, O. H., Comijn, E. M., Fukushima, M. & Peters, G. J. Intracellular thymidylate synthase inhibition by triuorothymidine in FM3A cells. Nucleosides Nucleotides Nucleic Acids 23, 14911494 (2004).
30. Danenberg, P. V, Langenbach, R. J. & Heidelberger, C. Structures of reversible and irreversible complexes of thymidylate synthetase and uorinated pyrimidine nucleotides. Biochemistry 13, 926933 (1974).
31. Danenberg, P. V & Lockshin, A. Fluorinated pyrimidines as tight-binding inhibitors of thymidylate synthetase. Pharmac. Ther. 13, 6990 (1981).
32. Eckstein, J. W., Foster, P. G., Finer-Moore, J., Wataya, Y. & Santi, D. V. Mechanism-based inhibition of thymidylate synthase by 5-(triuoromethyl)-20-
deoxyuridine 50-monophosphate. Biochemistry 33, 1508615094 (1994).33. Stresemann, C. & Lyko, F. Modes of action of the DNA methyltransferase inhibitors azacytidine and decitabine. Int. J. Cancer 123, 813 (2008).34. Nomme, J. et al. Structure-Guided Development of Deoxycytidine Kinase Inhibitors with Nanomolar Afnity and Improved Metabolic Stability. J. Med. Chem. 57, 94809494 (2014).
35. Momparler, R. L. Molecular, cellular and animal pharmacology of 5-aza-20-
deoxycytidine. Pharmacol. Ther. 30, 287299 (1985).36. Momparler, R. L. Pharmacology of 5-aza-20-deoxycytidine (decitabine). Semin. Hematol. 42, S9S16 (2005).
37. Momparler, R. et al. Kinetic interaction of 5-AZA-20-deoxycytidine-50-monophosphate and its 50-triphosphate with deoxycytidylate deaminase. Mol. Pharmacol. 25, 436440 (1984).
38. Zhang, J.-H., Chung, T. D. Y. & Oldenburg, K. R. A simple statistical parameter for use in evaluation and validation of high throughput screening assays.J. Biomol. Screen. 4, 6773 (1999).39. Chabot, G. G., Bouchard, J. & Momparler, R. L. Kinetics of deamination of 5-aza-20-deoxycytidine and cytosine arabinoside by human liver cytidine deaminase and its inhibition by 3-deazauridine, thymidine or uracil arabinoside. Biochem. Pharmacol. 32, 13271328 (1983).
Acknowledgements
T.L., H.Al., M.H. and H.Ax. acknowledge Karolinska Institutet, SciLifeLab and the Swedish Research Council (Vetenskapsrdet), which funds Chemical Biology Consortium Sweden. P.N. acknowledges funding from Karolinska Institutet (DPA), the Swedish Research Council, the Swedish Cancer Society, the Knut and Alice Wallenberg foundation, as well as a startup grant from Nanyang Technological University. P.A. acknowledges the Swedish Research Council and SciLifeLab. A.M. acknowledges the Portuguese Research Council (Fundaao para a Cincia e Tecnologia). R.J. acknowledges
Magnus Bergvalls Stiftelse, The Lars Hierta Memorial Foundation and Helge Ax:son Johnsons stiftelse. We are very grateful to Caius G. Radu and Raymond M. Gipson for providing the DCK inhibitor DI-82. We would also like to thank Protein Science Facility (PSF) at Karolinska Institutet for providing DCTD and Staffan Eriksson from the Swedish University of Agricultural Sciences for providing the plasmid for DCK. We are also grateful to Carlo Zaniol at PerkinElmer for valuable support in development of the AlphaScreen assays. Brinton Seashore-Ludlow is acknowledged for careful reviewing and commenting on the manuscript.
Author contributions
H.Al., H.Ax., R.J., D.M.M., T.L. and P.N. conceived the study. H.Al., H.Ax. and T.L. developed the homogenous TS CETSA assay supported by R.J. and D.M.M. and ran the screen. R.J. generated the western blot CETSA data. A.M. and P.A. planned and generated the intracellular concentration data. C.D. generated the in vitro thermal shift and surface plasmon resonance data, and solved the crystal structure of CBK115334 together with A.L. M.H. performed the cheminformatics and metabolic pathway analysis. P.N., P.A. and T.L. lead the project. T.L. and P.N. wrote the rst draft of the manuscript. All co-authors contributed to the nal draft of the manuscript.
Additional information
Accession codes: The crystal structure of CBK115334 and dUMP in complexwith TS has been deposited with the RCSB Protein Data Bank under the accession code 5HS3.
Supplementary Information accompanies this paper at http://www.nature.com/naturecommunications
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Competing nancial interests: D.M.M. and P.N. are founders of the companyPelago Bioscience AB. D.C., A.L., A.M., P.A, R.J., T.L., H.Al., M.H. and H.Ax. declare no competing nancial interests.
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How to cite this article: Almqvist, H. et al. CETSA screening identies known and novel thymidylate synthase inhibitors and slow intracellular activation of 5-uorouracil.
Nat. Commun. 7:11040 doi: 10.1038/ncomms11040 (2016).
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Copyright Nature Publishing Group Mar 2016
Abstract
Target engagement is a critical factor for therapeutic efficacy. Assessment of compound binding to native target proteins in live cells is therefore highly desirable in all stages of drug discovery. We report here the first compound library screen based on biophysical measurements of intracellular target binding, exemplified by human thymidylate synthase (TS). The screen selected accurately for all the tested known drugs acting on TS. We also identified TS inhibitors with novel chemistry and marketed drugs that were not previously known to target TS, including the DNA methyltransferase inhibitor decitabine. By following the cellular uptake and enzymatic conversion of known drugs we correlated the appearance of active metabolites over time with intracellular target engagement. These data distinguished a much slower activation of 5-fluorouracil when compared with nucleoside-based drugs. The approach establishes efficient means to associate drug uptake and activation with target binding during drug discovery.
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