High-throughput Compound Research Articles

Abstract 1159: Development of uterine leiomyoma 3D in vitro models for high-throughput drug and chemical compound screenings: Towards personalized medicine

Abstract Uterine leiomyomas (ULs) are extremely common smooth muscle tumors, occurring in an estimated 77% of women of reproductive age. Although benign, ULs form a major burden to women's health and are the leading cause of hysterectomy worldwide. Recent findings show that ULs can be classified into at least three distinct molecular subclasses, each with a characteristic genetic driver aberration and global gene expression profile: MED12 (mediator complex subunit 12) mutation-positive, HMGA2 (high mobility group AT-hook 2)-overexpressing, FH (fumarate hydratase)-deficient. However, ULs are currently treated without taking into account the possible different subclasses. The aim of this project is to develop and characterize 3D in vitro models of ULs. The models will be used to examine responses to existing treatments in different subclasses of UL and to identify subclass-specific novel lead compounds for drugs. The work is based on the hypothesis that different molecular UL subclasses have distinct sensitivity and resistance patterns to existing treatment options. Therefore, ULs should not be treated as a single entity. The study material consists of UL tissue belonging to different subclasses and myometrium, collected from hysterectomy patients during surgery in Helsinki University Hospital, Finland. Freshly operated samples are processed to initiate primary cell cultures. The primary cells are seeded on Ultra-Low Attachment (ULA) multiwell plates and grown to form 3D spheroids. In case of MED12-mutated tumors, the spheroids are screened for MED12 mutations by Sanger sequencing. MED12-wild type samples and spheroids are analyzed for overexpression of HMGA2 and FH-deficiency. Immunofluorescence staining is performed to characterize different cell types in the spheroid structure. The presence of live/dead cells in spheroids is monitored during the drug treatments in 384-well plates with high-content confocal microscopy. The approach will first focus on the most common subclasses (MED12-mutated and HMGA2-overexpressing tumors) and most common treatment options. Here, we have set up novel patient-derived cell models for ULs. We have characterized myometrium and UL-derived spheroids and show that they retain the characteristics and genetic driver aberration of the original samples. Furthermore, we show they are composed mostly of live cells. Subsequent in vitro high-throughput drug screening will lead to characterization of drug sensitivities and identification of novel lead compounds for drugs. This information is important for rational drug design, where the effects of candidate drugs can be evaluated in light of the molecular class of the respective tumors. This work will lead to new knowledge towards precision medicine, which has potential for scientific breakthrough, since it would avoid exposing the patients to ineffective treatment options. Citation Format: Simona Bramante, Vilja Pietiäinen, Lassi Paavolainen, Annukka Pasanen, Netta Mäkinen, Hanna-Riikka Heinonen, Pirjo Ikonen, Oskari Heikinheimo, Jari Sjöberg, Ralf Bützow, Lauri Aaltonen. Development of uterine leiomyoma 3D in vitro models for high-throughput drug and chemical compound screenings: Towards personalized medicine [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 1159.

An ultrasensitive and simple method for alkaline phosphatase assay and targeted natural compound screening in vitro.

As an essential phosphate group hydrolase, alkaline phosphatase (ALP), whose level in serum is correlated with bone disease, liver dysfunction, and cancer, could be used as a biomarker for clinical diagnosis and biomedical studies. Hence, developing a convenient and sensitive method for ALP assay has importance in disease diagnosis, drug treatment, and prognosis assessment. In this work, using a hairpin DNA strand as the substrate, we developed an ultrasensitive and simple fluorescence method for quantitative ALP assay based on the binding difference of reduced graphene oxide (rGO) with different DNA strands coupled with λ exonuclease (λ exo) cleavage. Under the optimal conditions, the limit of detection (LOD) of ALP is estimated to be 0.01U/L with the linear region from 0.5U/L to 70U/L. Furthermore, the proposed assay was used to detect ALP in complicated cell-free extracts and evaluate the inhibitory effects of two well-known inhibitors of ALP activity. Finally, the method was used to investigate the effect of natural compounds on ALP activity and five compounds with different inhibitory capability were screened. In summary, we propose that the new method for ALP assay can be applied for therapeutic drug monitoring (TDM) and high-throughput compound screening in combination with multiwell plate technology.

Establishment of a novel microscale thermophoresis ligand-binding assay for characterization of SLC solute carriers using oligopeptide transporter PepT1 (SLC15 family) as a model system

IntroductionMembrane proteins represent roughly one third of the human proteome and many of them serve as targets of therapeutic drugs. An exception is the SLC solute carrier superfamily with only a handful of approved drugs targeting SLCs. Indeed, for many of the SLCs, the natural transport substrates are still unknown. A major limitation for SLCs has been the difficulty to thoroughly characterize these multimembrane spanning proteins. The intrinsic properties of membrane proteins with alternative hydrophobic and hydrophilic domains lead to instability, making the purification tasks even more challenging compared to soluble proteins. This issue also holds true for conventional ligand-binding assays (LBAs) which usually require high-quality, pure and concentrated protein samples. Herein, we report a novel binding assay strategy to overcome these issues, taking advantage of a unique combination of yeast expression and microscale thermophoresis (MST). Following yeast overexpression of SLC15A1/PepT1 ortholog from moss Physcomitrella patens, PepTPp, which exhibits remarkable similarity to human PepT1, the approach was validated using dipeptide glycylsarcosine (Gly-Sar) and antiviral prodrug valacyclovir as test substrates. MethodThe originality of our approach is based on the comparative analysis of solubilized total membrane preparations with or without expression of the SLC target of interest, using a yeast strain (S. cerevisiae), in which the corresponding endogenous SLC homolog is depleted. MST is a recently developed technique that takes advantage of the properties of biomolecules in solution to migrate along a temperature gradient. Importantly, this migration is affected by substrate binding. It is being monitored by fluorescence using labelled SLC molecules in the presence of different ligand concentrations. ResultsWe herein report a novel MST/yeast-based method to characterize binding of ligands to SLCs without the need for a prior SLC-purification step. For validation purposes, we used a close eukaryotic homolog of the human H+-coupled oligopeptide transporter PepT1 (SLC15A1) that mediates uptake of di-tripeptides and peptide-like drugs as a test model. This approach allowed the successful confirmation of the binding of Gly-Sar at the mM range and revealed for the first time the KD of the antiviral prodrug valacyclovir to the PepT1 homolog at around 50 μM. DiscussionThis novel LBA approach is independent of protein purification. It is suitable for drug discovery as it is upscalable to high throughput compound screening. It works well for SLC transporters which are underrepresented targets due to their difficulties to study them. Moreover, this approach could make a significant contribution toward “deorphanization” of SLCs, revealing their transport substrates.

Charles River will curate for AstraZeneca

Charles River Laboratories has signed an agreement granting it access to AstraZeneca’s high-throughput screening (HTS) and compound management infrastructure. The research services provider will pl...

Discovery of an Irreversible and Cell-Active BCL6 Inhibitor Selectively Targeting Cys53 Located at the Protein-Protein Interaction Interface.

B-cell lymphoma 6 (BCL6) is the most frequently involved oncogene in diffuse large B-cell lymphomas (DLBCLs). BCL6 shows potent transcriptional repressor activity through interactions with its corepressors, such as BCL6 corepressor (BCOR). The inhibition of the protein-protein interaction (PPI) between BCL6 and its corepressors suppresses the growth of BCL6-dependent DLBCLs, thus making BCL6 an attractive drug target for lymphoma treatment. However, potent small-molecule PPI inhibitor identification remains challenging because of the lack of deep cavities at PPI interfaces. This article reports the discovery of a potent, cell-active small-molecule BCL6 inhibitor, BCL6-i (8), that operates through irreversible inhibition. First, we synthesized irreversible lead compound 4, which targets Cys53 in a cavity on the BCL6-BTB domain dimer by introducing an irreversible warhead to high-throughput screening hit compound 1. Further chemical optimization of 4 based on kinact/KI evaluation produced BCL6-i with a kinact/KI value of 1.9 × 104 M-1 s-1, corresponding to a 670-fold improvement in potency compared to that of 4. By exploiting the property of irreversible inhibition, engagement of BCL6-i to intracellular BCL6 was confirmed. BCL6-i showed intracellular PPI inhibitory activity between BCL6 and its corepressors, thus resulting in BCL6-dependent DLBCL cell growth inhibition. BCL6-i is a cell-active chemical probe with the most potent BCL6 inhibitory activity reported to date. The discovery process of BCL6-i illustrates the utility of irreversible inhibition for identifying potent chemical probes for intractable target proteins.

Advancing small ligands targeting RNA for better binding affinity and specificity: A study of structural influence through molecular design approach

The cell permeable small fluorescent organic molecules possessing RNA-specific binding property were synthesized for the study of structural influence on two determining factors of binding affinity and specificity. Similar investigations are scarce in the field of RNA-specific binding ligand development based on a systematic structural change of small molecules. The newly developed and structurally simple ligands show much higher RNA-binding affinity (equilibrium binding constant: PI1, K = 4.50 × 105 M−1; PI2, K = 4.48 × 105 M−1) than that of a well-studied RNA-selective dye E36 (K = 0.89 × 105 M−1) by the introduction of an aminoethylpiperidine group on the quinolinium scaffold. In addition, the in vivo study of live cell imaging (human prostate cancer cells) indicated that these small molecules are able to provide strong interaction signals when binding with RNA in the region of nucleolus and cytoplasm. The interaction specificity of the molecule towards RNA is found much higher than other types of nucleic acids, which was further supported by the digest tests with ribonuclease (RNase). The experimental results of the present study not only provide important cues on the fluorescent signaling, binding affinity, and specificity advancement with the small RNA-specific binding ligands through structurally refinement of molecular scaffolds, but also give complementary information in searching lead ligands for targeting RNA sequence using high-throughput compound screening techniques and molecular modeling studies.

Endogenous Locus Reporter Assays.

Reporter gene assays are widely used in high-throughput screening (HTS) to identify compounds that modulate gene expression. Traditionally a reporter gene assay is built by cloning an endogenous promoter sequence or synthetic response elements in the regulatory region of a reporter gene to monitor transcriptional activity of a specific biological process (exogenous reporter assay). In contrast, an endogenous locus reporter has a reporter gene inserted in the endogenous gene locus that allows the reporter gene to be expressed under the control of the same regulatory elements as the endogenous gene, thus more accurately reflecting the changes seen in the regulation of the actual gene. In this chapter, we introduce some of the considerations behind building a reporter gene assay for high-throughput compound screening and describe the methods we have utilized to establish 1536-well format endogenous locus reporter and exogenous reporter assays for the screening of compounds that modulate Myc pathway activity.

Integrated, Continuous Emulsion Creamer.

Automated and reproducible sample handling is a key requirement for high-throughput compound screening and currently demands heavy reliance on expensive robotics in screening centers. Integrated droplet microfluidic screening processors are poised to replace robotic automation by miniaturizing biochemical reactions to the droplet scale. These processors must generate, incubate, and sort droplets for continuous droplet screening, passively handling millions of droplets with complete uniformity, especially during the key step of sample incubation. Here, we disclose an integrated microfluidic emulsion creamer that packs ("creams") assay droplets by draining away excess oil through microfabricated drain channels. The drained oil coflows with creamed emulsion and then reintroduces the oil to disperse the droplets at the circuit terminus for analysis. Creamed emulsion assay incubation time dispersion was 1.7%, 3-fold less than other reported incubators. The integrated, continuous emulsion creamer (ICEcreamer) was used to miniaturize and optimize measurements of various enzymatic activities (phosphodiesterase, kinase, bacterial translation) under multiple- and single-turnover conditions. Combining the ICEcreamer with current integrated microfluidic DNA-encoded library bead processors eliminates potentially cumbersome instrumentation engineering challenges and is compatible with assays of diverse target class activities commonly investigated in drug discovery.

Integrative cancer pharmacogenomics to establish drug mechanism of action: drug repurposing.

Integrative cancer pharmacogenomics to establish drug mechanism of action: drug repurposing.

Quo natas, Danio?-Recent Progress in Modeling Cancer in Zebrafish.

Over the last decade, zebrafish has proven to be a powerful model in cancer research. Zebrafish form tumors that histologically and genetically resemble human cancers. The live imaging and cost-effective compound screening possible with zebrafish especially complement classic mouse cancer models. Here, we report recent progress in the field, including genetically engineered zebrafish cancer models, xenotransplantation of human cancer cells into zebrafish, promising approaches toward live investigation of the tumor microenvironment, and identification of therapeutic strategies by performing compound screens on zebrafish cancer models. Given the recent advances in genome editing, personalized zebrafish cancer models are now a realistic possibility. In addition, ongoing automation will soon allow high-throughput compound screening using zebrafish cancer models to be part of preclinical precision medicine approaches.

Single and Combination Drug Screening with Aqueous Biphasic Tumor Spheroids

Spheroids of cancer cells represent a physiologic model of solid tumors for cancer drug screening. Despite this known benefit, difficulties with generating large quantities of uniformly sized spheroids in standard plates, individually addressing spheroids with drug compounds, and quantitatively analyzing responses of cancer cells have hindered the use of spheroids in high-throughput screening applications. Recently, we addressed this challenge by using an aqueous two-phase system technology to generate a spheroid within an aqueous drop immersed in a second, immiscible aqueous phase. Integrating this approach with robotics resulted in convenient formation, maintenance, and drug treatment of spheroids. Here, we demonstrate the feasibility of high-throughput compound screening against colon cancer spheroids using 25 anticancer compounds. Using a strictly standardized mean difference and based on a preliminary testing with each compound, we select effective compounds for further dose-response testing. Finally, we use molecular inhibitors to target upregulated protein kinases and use them for drug combination studies against spheroids. We quantitatively analyze the combination treatment results using statistical metrics to identify synergy between pairs of inhibitors in compromising viability of colon cancer cells. This study demonstrates the utility of our spheroid culture technology for identification of effective drug compounds, dose-response analysis, and combination drug treatments.

Friedreich's ataxia induced pluripotent stem cell-derived cardiomyocytes display electrophysiological abnormalities and calcium handling deficiency.

We sought to identify the impacts of Friedreich's ataxia (FRDA) on cardiomyocytes. FRDA is an autosomal recessive degenerative condition with neuronal and non-neuronal manifestations, the latter including progressive cardiomyopathy of the left ventricle, the leading cause of death in FRDA. Little is known about the cellular pathogenesis of FRDA in cardiomyocytes. Induced pluripotent stem cells (iPSCs) were derived from three FRDA individuals with characterized GAA repeats. The cells were differentiated into cardiomyocytes to assess phenotypes. FRDA iPSC- cardiomyocytes retained low levels of FRATAXIN (FXN) mRNA and protein. Electrophysiology revealed an increased variation of FRDA- cardiomyocyte beating rates which was prevented by addition of nifedipine, suggestive of a calcium handling deficiency. Finally, calcium imaging was performed and we identified small amplitude, diastolic and systolic calcium transients confirming a deficiency in calcium handling. We defined a robust FRDA cardiac-specific electrophysiological profile in patient-derived iPSCs which could be used for high throughput compound screening. This cell-specific signature will contribute to the identification and screening of novel treatments for this life-threatening disease.

Novel lead structures with both Plasmodium falciparum gametocytocidal and asexual blood stage activity identified from high throughput compound screening

BackgroundBlocking malaria transmission is an important step in eradicating malaria. In the field, transmission requires the production of sexual stage Plasmodium parasites, called gametocytes, which are not effectively killed by the commonly used anti-malarials allowing individuals to remain infectious after clearance of asexual parasites.MethodsTo identify new gametocytocidal compounds, a library of 45,056 compounds with diverse structures was screened using a high throughput gametocyte viability assay. The characteristics of active hits were further evaluated against asexual stage parasites in a growth inhibition assay. Their cytotoxicity were tested against mammalian cells in a cytotoxicity assay. The chemical scaffold similarity of active hits were studied using scaffold cluster analysis.ResultsA set of 23 compounds were identified and further confirmed for their activity against gametocytes. All the 23 confirmed compounds possess dual-activities against both gametocytes responsible for human to mosquito transmission and asexual parasites that cause the clinical symptoms. Three of these compounds were fourfold more active against gametocytes than asexual parasites. Further cheminformatic analysis revealed three sets of novel scaffolds, including highly selective 4-1H-pyrazol-5-yl piperidine analogs.ConclusionsThis study revealed important new structural scaffolds that can be used as starting points for dual activity anti-malarial drug development.

Selective Targeting of Cyclin E1-Amplified High-Grade Serous Ovarian Cancer by Cyclin-Dependent Kinase 2 and AKT Inhibition.

Purpose: Cyclin E1 (CCNE1) amplification is associated with primary treatment resistance and poor outcome in high-grade serous ovarian cancer (HGSC). Here, we explore approaches to target CCNE1-amplified cancers and potential strategies to overcome resistance to targeted agents.Experimental Design: To examine dependency on CDK2 in CCNE1-amplified HGSC, we utilized siRNA and conditional shRNA gene suppression, and chemical inhibition using dinaciclib, a small-molecule CDK2 inhibitor. High-throughput compound screening was used to identify selective synergistic drug combinations, as well as combinations that may overcome drug resistance. An observed relationship between CCNE1 and the AKT pathway was further explored in genomic data from primary tumors, and functional studies in fallopian tube secretory cells.Results: We validate CDK2 as a therapeutic target by demonstrating selective sensitivity to gene suppression. However, we found that dinaciclib did not trigger amplicon-dependent sensitivity in a panel of HGSC cell lines. A high-throughput compound screen identified synergistic combinations in CCNE1-amplified HGSC, including dinaciclib and AKT inhibitors. Analysis of genomic data from TCGA demonstrated coamplification of CCNE1 and AKT2 Overexpression of Cyclin E1 and AKT isoforms, in addition to mutant TP53, imparted malignant characteristics in untransformed fallopian tube secretory cells, the dominant site of origin of HGSC.Conclusions: These findings suggest a specific dependency of CCNE1-amplified tumors for AKT activity, and point to a novel combination of dinaciclib and AKT inhibitors that may selectively target patients with CCNE1-amplified HGSC. Clin Cancer Res; 23(7); 1862-74. ©2016 AACR.

Stress Response Monitoring of Photoautotrophic Higher Plant Suspension Cultures by Fluorescence Imaging for High-Throughput Toxic Compound Screening

Photoautotrophic suspension cultures have been established from various model and crop plants and proved to be valuable and robust experimental system to assess coordinated responses of primary and secondary metabolism to metabolic and stress related signals. The use of suspension cultures combines the ease of handling microalgae in microtiter plates with the advantage of testing physiological responses of higher plants, notably in combination with the assessment of the response of photosynthetic activity by PAM chlorophyll fluorescence imaging as well as monitoring changes in secondary metabolite production and ROS formation by steady state fluorescence of plant fluorophores or introduced fluorescent probes. Photoautotrophic cultures provide various advantages as fast, highly sensitive, robust and high-through-put experimental system for screening and characterization of the impact of toxic compounds on higher plants. This opinion article discusses and critically evaluates the potential of photoautotrophic cultures of higher plants in combination with fluorescence imaging assays in microtiter plates as a complement to existing guidelines for testing the toxicity of chemicals in plants.

High-throughput compound evaluation on 3D networks of neurons and glia in a microfluidic platform.

With great advances in the field of in vitro brain modelling, the challenge is now to implement these technologies for development and evaluation of new drug candidates. Here we demonstrate a method for culturing three-dimensional networks of spontaneously active neurons and supporting glial cells in a microfluidic platform. The high-throughput nature of the platform in combination with its compatibility with all standard laboratory equipment allows for parallel evaluation of compound effects.

Novel Compounds Targeting the Mitochondrial Protein VDAC1 Inhibit Apoptosis and Protect against Mitochondrial Dysfunction

Apoptosis is thought to play a critical role in several pathological processes, such as neurodegenerative diseases (i.e. Parkinson's and Alzheimer's diseases) and various cardiovascular diseases. Despite the fact that apoptotic mechanisms are well defined, there is still no substantial therapeutic strategy to stop or even slow this process. Thus, there is an unmet need for therapeutic agents that are able to block or slow apoptosis in neurodegenerative and cardiovascular diseases. The outer mitochondrial membrane protein voltage-dependent anion channel 1 (VDAC1) is a convergence point for a variety of cell survival and death signals, including apoptosis. Recently, we demonstrated that VDAC1 oligomerization is involved in mitochondrion-mediated apoptosis. Thus, VDAC1 oligomerization represents a prime target for agents designed to modulate apoptosis. Here, high-throughput compound screening and medicinal chemistry were employed to develop compounds that directly interact with VDAC1 and prevent VDAC1 oligomerization, concomitant with an inhibition of apoptosis as induced by various means and in various cell lines. The compounds protected against apoptosis-associated mitochondrial dysfunction, restoring dissipated mitochondrial membrane potential, and thus cell energy and metabolism, decreasing reactive oxidative species production, and preventing detachment of hexokinase bound to mitochondria and disruption of intracellular Ca2+ levels. Thus, this study describes novel drug candidates with a defined mechanism of action that involves inhibition of VDAC1 oligomerization, apoptosis, and mitochondrial dysfunction. The compounds VBIT-3 and VBIT-4 offer a therapeutic strategy for treating different diseases associated with enhanced apoptosis and point to VDAC1 as a promising target for therapeutic intervention.

Cell-based high-throughput compound screening reveals functional interaction between oncofetal HMGA2 and topoisomerase I.

HMGA2 is an important chromatin factor that interacts with DNA via three AT-hook domains, thereby regulating chromatin architecture and transcription during embryonic and fetal development. The protein is absent from differentiated somatic cells, but aberrantly re-expressed in most aggressive human neoplasias where it is causally linked to cell transformation and metastasis. DNA-binding also enables HMGA2 to protect cancer cells from DNA-damaging agents. HMGA2 therefore is considered to be a prime drug target for many aggressive malignancies. Here, we have developed a broadly applicable cell-based reporter system which can identify HMGA2 antagonists targeting functionally important protein domains, as validated with the known AT-hook competitor netropsin. In addition, high-throughput screening can uncover functional links between HMGA2 and cellular factors important for cell transformation. This is demonstrated with the discovery that HMGA2 potentiates the clinically important topoisomerase I inhibitor irinotecan/SN-38 in trapping the enzyme in covalent DNA-complexes, thereby attenuating transcription.

A fluorescence polarization based assay for the identification and characterization of polymerase inhibitors

A homogenous fluorescence polarization (FP) assay was developed to monitor the enzymatic activity of polymerases. Under the optimized conditions established in this study, the assay provides highly robust and reproducible data. Miniaturization of the assay for high-throughput screening and compound testing was also performed. The sensitivity of the newly developed assay was confirmed using 2′,3′-dideoxyadenosine-5′-triphosphate (ddATP), a chain-elongating inhibitor of the polymerase reaction. Side-by-side comparison of the presented fluorescence polarization assay with already well established PicoGreen® fluorescence intensity assay revealed that the performance of both formats is comparable with good assay sensitivity. However, the direct ratiometric readout of the presented FP assay makes it superior over existing colorimetric and fluorescence intensity based assays in terms of susceptibility to false positives. Moreover, due to its generic nature the presented FP assay can be applied to other polymerases and is compatible with identification of inhibitors and requirements of hit-to-lead programs.

Microprinted tumor spheroids enable anti-cancer drug screening.

Spheroids present a biologically relevant model of avascular tumors and a unique tool for discovery of anti-cancer drugs. Despite being used in research laboratories for several decades, spheroids are not routinely used for drug discovery primarily due to the difficulty of mass-producing uniformly-sized spheroids and intense labor involved in handling, drug treatment, and analyzing them. We overcome this barrier using a novel technology to robotically microprint spheroids in standard 384-well plates. An aqueous drop containing cancer cells is dispensed into a bath of a second, immiscible aqueous phase. The drop maintains cells in close proximity to aggregate into a single spheroid. Using U-87 MG brain cancer cells, we show that this approach produces spheroids of well-defined size with ~10% deviation from their mean diameter. We demonstrate the feasibility of robotic, high throughput compound screening against tumor spheroids using a collection of 25 standard chemotherapeutics and molecular inhibitors against U-87 MG spheroids. Each drug is used in a wide range of concentrations. Viability of cancer cells in drug-treated spheroids is measured using a PrestoBlue assay. Morphological changes are used as a secondary measure for analysis of drug effect. We identify several compounds that effectively inhibit growth of spheroids. To generate a scoring system for effectiveness of drugs, we use half-maximum inhibitory concentration (IC50), maximum inhibition (Emax), and area under the dose-response curve (AUC) to present a multi-parametric approach that takes into account both potency and efficacy of drugs. Our robotic technology offers a low cost and convenient platform for screening large collections of chemical compounds against realistic tumor models prior to expensive and tedious in vivo tests, dramatically improving testing throughput and efficiency, and reducing costs.