5 research outputs found
AI is a viable alternative to high throughput screening: a 318-target study
: 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
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
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
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>
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