5 research outputs found

    AI is a viable alternative to high throughput screening: a 318-target study

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    : High throughput screening (HTS) is routinely used to identify bioactive small molecules. This requires physical compounds, which limits coverage of accessible chemical space. Computational approaches combined with vast on-demand chemical libraries can access far greater chemical space, provided that the predictive accuracy is sufficient to identify useful molecules. Through the largest and most diverse virtual HTS campaign reported to date, comprising 318 individual projects, we demonstrate that our AtomNet® convolutional neural network successfully finds novel hits across every major therapeutic area and protein class. We address historical limitations of computational screening by demonstrating success for target proteins without known binders, high-quality X-ray crystal structures, or manual cherry-picking of compounds. We show that the molecules selected by the AtomNet® model are novel drug-like scaffolds rather than minor modifications to known bioactive compounds. Our empirical results suggest that computational methods can substantially replace HTS as the first step of small-molecule drug discovery

    A template guided approach to generating cell permeable inhibitors of Staphylococcus aureus biotin protein ligase

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    Inhibitors of biotin protein ligase (BPL) are novel antimicrobial compounds with the potential to treat infections caused by bacteria resistant to current antibiotics. A novel BPL inhibitor (12, K-i; 1.4 mu M) was synthesized from biotin acetylene and an azide-functionalized analogue of fluorescent nitrobenzofurazan by Cu(I) catalysed cycloaddition and also by template guided synthesis using wild-type BPL from Staphylococcus aureus. LC/HRMS-based detection provides improved sensitivity over previous reports using a mutant BPL, with demonstrated applicability to other BPLs. Super-imaging fluorescence microscopy demonstrated the accumulation of 12 in the cytoplasm of S. aureus, but not Escherichia coli. This novel fluorescent probe can be used to gain new insights into the mechanism of uptake, efflux and metabolism of BPL inhibitors in S. aureus. (C) 2017 Elsevier Ltd. All rights reserved

    Isofagomine Inhibits Multiple TcdB Variants and Protects Mice from Clostridioides difficile-Induced Mortality

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    Clostridioides difficile causes life-threatening diarrhea and is one of the leading causes of nosocomial infections. During infection, C. difficile releases two gut-damaging toxins, TcdA and TcdB, which are the primary determinants of disease pathogenesis and are important therapeutic targets. Once in the cytosol of mammalian cells, TcdA and TcdB use UDP-glucose to glucosylate host Rho GTPases, which leads to cytoskeletal changes that result in a loss of intestinal integrity. Isofagomine inhibits TcdA and TcdB as a mimic of the glucocation transition state of the glucosyltransferase reaction. However, sequence variants of TcdA and TcdB across the clades of infective C. difficile continue to be identified, and therefore, evaluation of isofagomine inhibition against multiple toxin variants is required. Here, we show that isofagomine inhibits the glucosyltransferase domain of multiple TcdB variants and protects TcdB-induced cell rounding of the most common full-length toxin variants. Furthermore, we demonstrate that isofagomine protects against C. difficile-induced mortality in two murine models of C. difficile infection. Isofagomine treatment of mouse C. difficile infection also permitted the recovery of the gastrointestinal microbiota, an important barrier to preventing recurring C. difficile infection. The broad specificity of isofagomine supports its potential as a prophylactic to protect against C. difficile-induced morbidity and mortality

    New Series of BPL Inhibitors To Probe the Ribose-Binding Pocket of <i>Staphylococcus aureus</i> Biotin Protein Ligase

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    Replacing the labile adenosinyl-substituted phosphoanhydride of biotinyl-5′-AMP with a N1-benzyl substituted 1,2,3-triazole gave a new truncated series of inhibitors of <i>Staphylococcus aureus</i> biotin protein ligase (<i>Sa</i>BPL). The benzyl group presents to the ribose-binding pocket of <i>Sa</i>BPL based on <i>in silico</i> docking. Halogenated benzyl derivatives (<b>12t</b>, <b>12u</b>, <b>12w</b>, and <b>12x</b>) proved to be the most potent inhibitors of <i>Sa</i>BPL. These derivatives inhibited the growth of <i>S. aureus</i> ATCC49775 and displayed low cytotoxicity against HepG2 cells

    Halogenation of Biotin Protein Ligase Inhibitors Improves Whole Cell Activity against <i>Staphylococcus aureus</i>

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    We report the synthesis and evaluation of 5-halogenated-1,2,3-triazoles as inhibitors of biotin protein ligase from <i>Staphylococcus aureus</i>. The halogenated compounds exhibit significantly improved antibacterial activity over their nonhalogenated counterparts. Importantly, the 5-fluoro-1,2,3-triazole compound <b>4c</b> displays antibacterial activity against <i>S. aureus</i> ATCC49775 with a minimum inhibitory concentration (MIC) of 8 μg/mL
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