4.5 Article

Not Every Hit-Identification Technique Works on 1-Deoxy-d-Xylulose 5-Phosphate Synthase (DXPS): Making the Most of a Virtual Screening Campaign

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CHEMMEDCHEM
卷 18, 期 11, 页码 -

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WILEY-V C H VERLAG GMBH
DOI: 10.1002/cmdc.202200590

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Drug discovery; 2-C-methyl-d-erythritol 4-phosphate pathway; 1-deoxy-d-xylulose 5-phosphate synthase; inhibitors; neural networks

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This work emphasizes the importance of investigating both on-target activity and antibiotic activity against critical pathogens. The authors focused on the 1-deoxy-d-xylulose 5-phosphate synthase (DXPS) as a potential new target and conducted virtual screening and activity studies. While no improvement in activity was observed in the synthesized derivatives, they found that the compounds showed good inhibition against Escherichia coli in their tests against various pathogens.
In this work, we demonstrate how important it is to investigate not only on-target activity but to keep antibiotic activity against critical pathogens in mind. Since antimicrobial resistance is spreading in bacteria such as Mycobacterium tuberculosis, investigations into new targets are urgently needed. One promising new target is 1-deoxy-d-xylulose 5-phosphate synthase (DXPS) of the 2-C-methyl-d-erythritol 4-phosphate (MEP) pathway. We have recently solved the crystal structure of truncated M. tuberculosis DXPS and used it to perform a virtual screening in collaboration with Atomwise Inc. using their deep convolutional neural network-based AtomNet (R) platform. Of 94 virtual hit compounds only one showed interesting results in binding and activity studies. We synthesized 30 close derivatives using a straightforward synthetic route that allowed for easy derivatization. However, no improvement in activity was observed for any of the derivatives. Therefore, we tested them against a variety of pathogens and found them to be good inhibitors against Escherichia coli.

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