RESUMEN
Generative deep learning models enable data-driven de novo design of molecules with tailored features. Chemical language models (CLM) trained on string representations of molecules such as SMILES have been successfully employed to design new chemical entities with experimentally confirmed activity on intended targets. Here, we probe the application of CLM to generate multi-target ligands for designed polypharmacology. We capitalize on the ability of CLM to learn from small fine-tuning sets of molecules and successfully bias the model towards designing drug-like molecules with similarity to known ligands of target pairs of interest. Designs obtained from CLM after pooled fine-tuning are predicted active on both proteins of interest and comprise pharmacophore elements of ligands for both targets in one molecule. Synthesis and testing of twelve computationally favored CLM designs for six target pairs reveals modulation of at least one intended protein by all selected designs with up to double-digit nanomolar potency and confirms seven compounds as designed dual ligands. These results corroborate CLM for multi-target de novo design as source of innovation in drug discovery.
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Aprendizaje Profundo , Diseño de Fármacos , Ligandos , Descubrimiento de Drogas/métodos , Humanos , Modelos Químicos , Polifarmacología , Proteínas/química , Proteínas/metabolismoRESUMEN
Nuclear receptor related 1 (Nurr1, NR4A2) is a ligand-sensing transcription factor with neuroprotective and anti-inflammatory roles widely distributed in the CNS. Pharmacological Nurr1 modulation is considered a promising experimental strategy in Parkinson's and Alzheimer's disease but target validation is incomplete. While significant progress has been made in Nurr1 agonist development, inverse agonists blocking the receptor's constitutive activity are lacking. Here we report comprehensive structure-activity relationship elucidation of oxaprozin which acts as moderately potent and nonselective inverse Nurr1 agonist and RXR agonist. We identified structural determinants selectively driving RXR agonism or inverse Nurr1 agonism of the scaffold enabling the development of selective inverse Nurr1 agonists with enhanced potency and strong efficacy.
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Miembro 2 del Grupo A de la Subfamilia 4 de Receptores Nucleares , Miembro 2 del Grupo A de la Subfamilia 4 de Receptores Nucleares/agonistas , Miembro 2 del Grupo A de la Subfamilia 4 de Receptores Nucleares/metabolismo , Miembro 2 del Grupo A de la Subfamilia 4 de Receptores Nucleares/química , Relación Estructura-Actividad , Humanos , Animales , Estructura Molecular , Agonismo Inverso de DrogasRESUMEN
Soluble epoxide hydrolase (sEH) is a promising target for a number of inflammation-related diseases. In addition, inhibition of sEH has been shown to reduce neuroinflammation, which plays a critical role in the development of central nervous system (CNS) diseases such as Alzheimer's disease. In this study, we present the rational design of a small fluorescent sEH inhibitor. Starting from the clinical candidate GSK2256294A, we replaced the triazine moiety with the 4-chloro-7-nitrobenzo-2-oxa-1,3-diazole (NBD-Cl) fluorophore. The resulting fluorescent sEH inhibitor displayed excellent potency in an in vitro enzyme activity assay (IC50 < 2 nM). The developed inhibitor is applicable in a NanoBRET-based assay system suitable for studying sEH target engagement in living cells. Furthermore, the inhibitor can be used to visualize sEH in sEH-transfected HEK293 cells and in primary mouse astrocytes by fluorescence microscopy.
RESUMEN
The transcription factor hypoxia-inducible factor 1 (HIF1) is an important driver of cancer and is therefore an attractive drug target. Acriflavine (ACF) has been suggested to inhibit HIF1, but its mechanism of action is unknown. Here we investigated the interaction of ACF with DNA and long non-coding RNAs (lncRNAs) and its function in human endothelial cells. ACF promoted apoptosis and reduced proliferation, network formation, and angiogenic capacity. It also induced changes in gene expression, as determined by RNA sequencing (RNA-seq), which could not be attributed to specific inhibition of HIF1. A similar response was observed in murine lung endothelial cells. Although ACF increased and decreased a similar number of protein-coding genes, lncRNAs were preferentially upregulated under normoxic and hypoxic conditions. An assay for transposase accessibility with subsequent DNA sequencing (ATAC-seq) demonstrated that ACF induced strong changes in chromatin accessibility at lncRNA promoters. Immunofluorescence showed displacement of DNA:RNA hybrids. Such effects might be due to ACF-mediated topoisomerase inhibition, which was indeed the case, as reflected by DNA unwinding assays. Comparison with other acridine derivatives and topoisomerase inhibitors suggested that the specific function of ACF is an effect of acridinium-class compounds. This study demonstrates that ACF inhibits topoisomerases rather than HIF specifically and that it elicits a unique expression response of lncRNAs.
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The retinoid X receptors (RXR) are ligand-activated transcription factors involved in multiple regulatory networks as universal heterodimer partners for nuclear receptors. Despite their high therapeutic potential in many pathologies, targeting of RXR has only been exploited in cancer treatment as the currently available RXR agonists suffer from exceptional lipophilicity, poor pharmacokinetics (PK), and adverse effects. Aiming to overcome the limitations and to provide improved RXR ligands, we developed a new potent RXR ligand chemotype based on the nonsteroidal anti-inflammatory drug oxaprozin. Systematic structure-activity relationship analysis enabled structural optimization toward low nanomolar potency similar to the well-established rexinoids. Cocrystal structures of the most active derivatives demonstrated orthosteric binding, and in vivo profiling revealed superior PK properties compared to current RXR agonists. The optimized compounds were highly selective for RXR activation and induced RXR-regulated gene expression in native cellular and in vivo settings suggesting them as excellent chemical tools to further explore the therapeutic potential of RXR.
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Oxaprozina/análogos & derivados , Receptores X Retinoide/agonistas , Animales , Sitios de Unión , Supervivencia Celular/efectos de los fármacos , Cristalografía por Rayos X , Semivida , Humanos , Ligandos , Ratones , Microsomas/metabolismo , Simulación de Dinámica Molecular , Oxaprozina/metabolismo , Oxaprozina/farmacología , Isoformas de Proteínas/agonistas , Isoformas de Proteínas/genética , Isoformas de Proteínas/metabolismo , Pirazoles/química , Pirazoles/metabolismo , Pirazoles/farmacología , Ratas , Receptores X Retinoide/genética , Receptores X Retinoide/metabolismo , Relación Estructura-ActividadRESUMEN
Polypharmaceutical regimens often impair treatment of patients with metabolic syndrome (MetS), a complex disease cluster, including obesity, hypertension, heart disease, and type II diabetes. Simultaneous targeting of soluble epoxide hydrolase (sEH) and peroxisome proliferator-activated receptor γ (PPARγ) synergistically counteracted MetS in various in vivo models, and dual sEH inhibitors/PPARγ agonists hold great potential to reduce the problems associated with polypharmacy in the context of MetS. However, full activation of PPARγ leads to fluid retention associated with edema and weight gain, while partial PPARγ agonists do not have these drawbacks. In this study, we designed a dual partial PPARγ agonist/sEH inhibitor using a structure-guided approach. Exhaustive structure-activity relationship studies lead to the successful optimization of the designed lead. Crystal structures of one representative compound with both targets revealed potential points for optimization. The optimized compounds exhibited favorable metabolic stability, toxicity, selectivity, and desirable activity in adipocytes and macrophages.
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Diseño de Fármacos , Inhibidores Enzimáticos/química , Inhibidores Enzimáticos/farmacología , Epóxido Hidrolasas/antagonistas & inhibidores , PPAR gamma/agonistas , Animales , Cristalografía por Rayos X , Células HEK293 , Humanos , Ratones , Microsomas Hepáticos/efectos de los fármacos , Microsomas Hepáticos/metabolismo , Polifarmacia , Ratas , Relación Estructura-ActividadRESUMEN
Metabolic syndrome (MetS) is a highly prevalent disease cluster worldwide. It requires polypharmacological treatment of the single conditions including type II diabetes, hypertension, and dyslipidemia, as well as the associated comorbidities. The complex treatment regimens with various drugs lead to drug-drug interactions and inadequate patient adherence, resulting in poor management of the disease. Multi-target approaches aim at reducing the polypharmacology and improving the efficacy. This review summarizes the medicinal chemistry efforts to develop multi-target ligands for MetS. Different combinations of pharmacological targets in context of in vivo efficacy and future perspective for multi-target drugs in MetS are discussed.
RESUMEN
The emerging pharmacological target soluble epoxide hydrolase (sEH) is a bifunctional enzyme exhibiting two different catalytic activities that are located in two distinct domains. Although the physiological role of the C-terminal hydrolase domain is well-investigated, little is known about its phosphatase activity, located in the N-terminal phosphatase domain of sEH (sEH-P). Herein we report the discovery and optimization of the first inhibitor of human and rat sEH-P that is applicable in vivo. X-ray structure analysis of the sEH phosphatase domain complexed with an inhibitor provides insights in the molecular basis of small-molecule sEH-P inhibition and helps to rationalize the structure-activity relationships. 4-(4-(3,4-Dichlorophenyl)-5-phenyloxazol-2-yl)butanoic acid (22b, SWE101) has an excellent pharmacokinetic and pharmacodynamic profile in rats and enables the investigation of the physiological and pathophysiological role of sEH-P in vivo.
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Inhibidores Enzimáticos/química , Epóxido Hidrolasas/antagonistas & inhibidores , Epóxido Hidrolasas/química , Animales , Sitios de Unión , Dominio Catalítico , Diseño de Fármacos , Humanos , Ligandos , Masculino , Oxazoles/química , Monoéster Fosfórico Hidrolasas/química , Ratas , Ratas Sprague-Dawley , Relación Estructura-Actividad , TemperaturaRESUMEN
5-Lipoxygenase (5-LO, EC1.13.11.34) has been implicated in the pathogenesis of inflammatory and immune diseases. Recently, aminothiazole comprising inhibitors have been discovered for this valuable target. Yet, the molecular mode of action of this class of substances is only poorly understood. Here, we present the detailed molecular mechanism of action of the compound class and the in vitro pharmacological profile of two lead compounds ST-1853 and ST-1906. Mechanistic studies with recombinant proteins as well as intact cell assays enabled us to define this class as a novel type of 5-LO inhibitors with unique characteristics. The parent compounds herein presented a certain reactivity concerning oxidation and thiol binding: Unsubstituted aminophenols bound covalently to C159 and C418 of human 5-LO. Yet, dimethyl substitution of the aminophenol prevented this reactivity and slowed down phase II metabolism. Both ST-1853 and ST-1906 confirmed their lead likeness by retaining their high potency in physiologically relevant 5-LO activity assays, high metabolic stability, high specificity and non-cytotoxicity.