VIJAY SONI

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VIJAY SONI

VIJAY SONI

@sonivijay07

A microbiologist at Weill Cornell Medicine; #Tuberculosis #Metabolomics Researcher, Founder at Scipreneur, FailWise & CoronaCures (India)

New York, USA Katılım Ekim 2015
422 Takip Edilen367 Takipçiler
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Gary Siuzdak
Gary Siuzdak@kadzuis·
For years, small-molecule ID relied on predicted or incomplete MS/MS data. That era is ending. METLIN 960K: >960,000 compounds with empirical MS/MS spectra from authentic standards. doi.org/10.1021/acs.an…
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The Nobel Prize
The Nobel Prize@NobelPrize·
BREAKING NEWS The 2025 #NobelPrize in Physiology or Medicine has been awarded to Mary E. Brunkow, Fred Ramsdell and Shimon Sakaguchi “for their discoveries concerning peripheral immune tolerance.”
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Biology+AI Daily
Biology+AI Daily@BiologyAIDaily·
A Generative Deep Learning Approach to De Novo Antibiotic Design @CellCellPress 1. A new generative AI framework has been developed for designing de novo antibiotics, yielding lead compounds with selective antibacterial activity, distinct mechanisms of action, and in vivo efficacy against multidrug-resistant strains of N. gonorrhoeae and S. aureus. This innovative approach could significantly aid in combating the antimicrobial resistance crisis. 2. The study utilized a fragment-based method to screen over 10^7 chemical fragments in silico against N. gonorrhoeae or S. aureus, expanding promising fragments using genetic algorithms and variational autoencoders. Additionally, an unconstrained de novo compound generation approach was employed, showcasing the potential of AI in exploring vast chemical spaces. 3. Out of 24 synthesized compounds, seven demonstrated selective antibacterial activity. Two lead compounds, NG1 and DN1, exhibited unique modes of action and efficacy against multidrug-resistant strains in mouse models. NG1 showed bactericidal efficacy against N. gonorrhoeae, while DN1 displayed broad-spectrum activity against Gram-positive bacteria. 4. The mechanism of action for NG1 was investigated, revealing that it may act by decreasing membrane fluidity and compromising membrane integrity in N. gonorrhoeae. This was supported by experimental results showing increased membrane permeability and morphological changes in treated cells. Furthermore, NG1 exhibited low toxicity and was effective in a mouse model of N. gonorrhoeae vaginal infection. 5. The study also explored the design of compounds active against S. aureus using a similar fragment-based approach. One of the synthesized compounds, EN1, showed activity against both methicillin-susceptible and methicillin-resistant S. aureus strains. Additionally, the de novo design approach generated compounds without the need for specific fragments as starting points, further expanding the chemical space explored. 6. The generative AI models used in this study demonstrated the ability to produce realistic and synthesizable compounds with promising antibacterial properties. The platform enables the efficient exploration of uncharted regions of chemical space, providing a valuable tool for antibiotic discovery. Future work could focus on optimizing the lead compounds and exploring additional chemical starting points to enhance the diversity and efficacy of generated antibiotics. 📜Paper: cell.com/cell/abstract/… #AntibioticDesign #GenerativeAI #DeepLearning #AntimicrobialResistance #DrugDiscovery
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Cell Reports
Cell Reports@CellReports·
Host and environmental determinants of human milk oligosaccharides and microbiota in the Lifelines NEXT cohort dlvr.it/TMQpB9
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ASM
ASM@ASMicrobiology·
Disrupting Vibrio cholerae’s ability to eat glucose (by disrupting the pgi gene) inhibits enzymatic activity of GlmU, a key step of bacterial peptidoglycan precursor synthesis, increasing the bacterium's susceptibility to antibiotics. Learn more in #mBio: asm.social/2xg
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Nature Metabolism
Nature Metabolism@NatMetabolism·
Classically activated macrophages undergo functionally significant nucleotide metabolism remodelling driven by nitric oxide go.nature.com/45khspF
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VIJAY SONI
VIJAY SONI@sonivijay07·
@EohLab Congratulations.! Amazing story.!
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Eoh's lab
Eoh's lab@EohLab·
Eoh lab is happy to introduce a new paper just published today. Congrats Eoh lab members and all collaborators! doi.org/10.1038/s41467…
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