Phenotypic assays have become an established approach to drug discovery. Greater disease relevance is often achieved through cellular models with increased complexity and more detailed readouts, such as gene expression or advanced imaging. However, the intricate nature and cost of these assays impose limitations on their screening capacity, often restricting screens to well-characterized small compound sets such as chemogenomics libraries. Here, we outline a cheminformatics approach to identify a small set of compounds with likely novel mechanisms of action (MoAs), expanding the MoA search space for throughput limited phenotypic assays. Our approach is based on mining existing large-scale, phenotypic high-throughput screening (HTS) data. It enables the identification of chemotypes that exhibit selectivity across multiple cell-based assays, which are characterized by persistent and broad structure activity relationships (SAR). We validate the effectiveness of our approach in broad cellular profiling assays (Cell Painting, DRUG-seq, and Promotor Signature Profiling) and chemical proteomics experiments. These experiments revealed that the compounds behave similarly to known chemogenetic libraries, but with a notable bias toward novel protein targets. To foster collaboration and advance research in this area, we have curated a public set of such compounds based on the PubChem BioAssay dataset and made it available for use by the scientific community.
Identifying high quality chemical starting points is a critical and challenging step in drug discovery, which typically involves screening large compound libraries or repurposing of compounds with known mechanisms of actions (MoAs). Here we introduce a novel cheminformatics approach that mines existing large-scale, phenotypic high throughput screening (HTS) data. Our method aims to identify bioactive compounds with distinct and specific MoAs, serving as a valuable complement to existing focused library collections. This approach identifies chemotypes with selectivity across multiple cell-based assays and characterized by persistent and broad structure activity relationships (SAR). We prospectively demonstrate the validity of the approach in broad cellular profiling assays (cell painting, DRUG-seq, Promotor Signature Profiling) and chemical proteomics experiments where the compounds behave similarly to known chemogenetic libraries, but with a bias towards novel protein targets and required no synthetic effort to improve compound properties. A public set of such compounds is provided based on the PubChem BioAssay dataset for use by the scientific community.
RAS mutations lead to a constitutively active oncogenic protein that signals through multiple effector pathways. In this chemical biology study, we describe a novel coupled biochemical assay that measures activation of the effector BRAF by prenylated KRASG12V in a lipid-dependent manner. Using this assay, we discovered compounds that block biochemical and cellular functions of KRASG12V with low single-digit micromolar potency. We characterized the structural basis for inhibition using NMR methods and showed that the compounds stabilized the inactive conformation of KRASG12V. Determination of the biophysical affinity of binding using biolayer interferometry demonstrated that the potency of inhibition matches the affinity of binding only when KRAS is in its native state, namely post-translationally modified and in a lipid environment. The assays we describe here provide a first-time alignment across biochemical, biophysical, and cellular KRAS assays through incorporation of key physiological factors regulating RAS biology, namely a negatively charged lipid environment and prenylation, into the in vitro assays. These assays and the ligands we discovered are valuable tools for further study of KRAS inhibition and drug discovery.
Macrophages are important cellular effectors in innate immune responses and play a major role in autoimmune diseases such as rheumatoid arthritis. Cancer Osaka thyroid (COT) kinase, also known as mitogen-activated protein kinase kinase kinase 8 (MAP3K8) and tumor progression locus 2 (Tpl-2), is a serine-threonine (ST) kinase and is a key regulator in the production of pro-inflammatory cytokines in macrophages. Due to its pivotal role in immune biology, COT kinase has been identified as an attractive target for pharmaceutical research that is directed at the discovery of orally available, selective, and potent inhibitors for the treatment of autoimmune disorders and cancer. The production of monomeric, recombinant COT kinase has proven to be very difficult, and issues with solubility and stability of the enzyme have hampered the discovery and optimization of potent and selective inhibitors. We developed a protocol for the production of recombinant human COT kinase that yields pure and highly active enzyme in sufficient yields for biochemical and structural studies. The quality of the enzyme allowed us to establish a robust in vitro phosphorylation assay for the efficient biochemical characterization of COT kinase inhibitors and to determine the x-ray co-crystal structures of the COT kinase domain in complex with two ATP-binding site inhibitors. The structures presented in this study reveal two distinct ligand binding modes and a unique kinase domain architecture that has not been observed previously. The structurally versatile active site significantly impacts the design of potent, low molecular weight COT kinase inhibitors.
Abstract Mutated forms of KRAS are no longer able to switch effectors between “on” and “off” states. It is known that the function of KRAS is controlled by key parts in the C-terminus, including six consecutive lysines, a terminal prenyl moiety and a terminal carboxymethyl functional group. We set out to discover compounds which would inhibit the function of mutated KRAS as an activator for effectors. This campaign yielded several compounds that blocked biochemical and cellular functions of KRAS with low micromolar activity while not affecting markers outside of KRAS pathways in cells. In order to understand the mode of binding of these compounds to KRAS, we generated different forms of the protein, including unprenylated truncated and fully processed full-length protein. NMR studies with truncated protein (amino acids 1-169) identified a site at which compound binding stabilized the inactive conformation of KRAS. This site is located adjacent to switch-II and is similar to sites described by others. The Kd determined for this binding event is almost 3 orders of magnitude higher than the IC50 and EC50 values measured in biochemical and cellular assays. In order to understand this difference, we developed a biophysical assay using the Fortebio system which enabled binding studies in a system with full-length prenylated protein in the presence of lipids, to match the context of the biochemical and cellular assays. Micromolar binding to the full-length prenylated KRAS protein was observed in the Fortebio assay and binding was not observed in the absence of prenylation, consistent with the near millimolar Kd observed by NMR for truncated KRAS. Curiously, similar micromolar binding was seen to a peptide derived from the C-terminus of KRAS (amino acids 168-185) with and without prenyl modification while related compounds that do not bind to the full-length prenylated KRAS also do not bind to these peptides. It is still unclear whether binding to the terminal peptide in lipid context is related to the binding site adjacent to switch-II. From a drug discovery perspective, it remains to be confirmed whether current inhibitors can be optimized. Citation Format: Johanna Jansen, Wolfgang Jahnke, Susan Fong, Laura Tandeske, Charles Wartchow, Keith Pfister, Tatiana Zavorotinskaya, Anke Blechschmidt, Dirksen Bussiere, Yumin Dai, Jeff Dove, Eric Fang, David Farley, Jean-Michel Florent, John Fuller, Simona Gokhin, Alvar Gossert, Mohammad Hekmat-Nejad, Chrystèle Henry, Julia Klopp, Bill Lenahan, Andreas Lingel, Arndt Meyer, Jamie Narberes, Gwynn Pardee, C Gregory Paris, Savithri Ramurthy, Paul Renhowe, Sebastien Rieffel, Kevin Shoemaker, Sharadha Subramanian, Tiffany Tsang, Stephania Widger, Armin Widmer, Isabel Zaror, Stephen Hardy. Inhibiting mutated KRAS, a broken switch of effector pathways. [abstract]. In: Proceedings of the AACR Special Conference on RAS Oncogenes: From Biology to Therapy; Feb 24-27, 2014; Lake Buena Vista, FL. Philadelphia (PA): AACR; Mol Cancer Res 2014;12(12 Suppl):Abstract nr B38. doi: 10.1158/1557-3125.RASONC14-B38
To understand the structural basis for bisphosphonate therapy of bone diseases, we solved the crystal structures of human farnesyl pyrophosphate synthase (FPPS) in its unliganded state, in complex with the nitrogen-containing bisphosphonate (N-BP) drugs zoledronate, pamidronate, alendronate, and ibandronate, and in the ternary complex with zoledronate and the substrate isopentenyl pyrophosphate (IPP). By revealing three structural snapshots of the enzyme catalytic cycle, each associated with a distinct conformational state, and details about the interactions with N-BPs, these structures provide a novel understanding of the mechanism of FPPS catalysis and inhibition. In particular, the accumulating substrate, IPP, was found to bind to and stabilize the FPPS-N-BP complexes rather than to compete with and displace the N-BP inhibitor. Stabilization of the FPPS-N-BP complex through IPP binding is supported by differential scanning calorimetry analyses of a set of representative N-BPs. Among other factors such as high binding affinity for bone mineral, this particular mode of FPPS inhibition contributes to the exceptional in vivo efficacy of N-BP drugs. Moreover, our data form the basis for structure-guided design of optimized N-BPs with improved pharmacological properties.
structural enzymology, drug mechanism, activity and mechanism of enzymes Farnesyl diphosphate synthase (FPPS) is now well established as the molecular target of nitrogen-containing bisphosphonate (N-BP) drugs [1-3].We have determined the X-ray structures of human FPPS in its unliganded state, in complex with the N-BP drug zoledronic acid, and in the ternary complex with zoledronic acid and the substrate isopentenyl diphosphate (IPP).By revealing three structural snapshots of the enzyme catalytic cycle, each associated with a distinct conformational state, these structures provide a novel understanding of the mechanism of FPPS catalysis and inhibition.In particular, the accumulating substrate, IPP, was found to bind to and stabilize the FPPS/N-BP complex, rather than competing with and displacing the N-BP inhibitor.Among other factors such as efficient bone targeting, this particular mode of FPPS inhibition contributes to the exceptional in vivo efficacy of N-BP drugs.