Machine learning in preclinical drug discovery

DB Catacutan, J Alexander, A Arnold… - Nature Chemical …, 2024 - nature.com
Drug-discovery and drug-development endeavors are laborious, costly and time consuming.
These programs can take upward of 12 years and cost US $2.5 billion, with a failure rate of …

Revisiting the potential of natural products in antimycobacterial therapy: advances in drug discovery and semisynthetic solutions

M George, GD Wright - Current Opinion in Microbiology, 2025 - Elsevier
Natural products have been pivotal in treating mycobacterial infections with early antibiotics
such as streptomycin, forming the foundation of tuberculosis therapy. However, the …

Spatial multi-omics in medicinal plants: from biosynthesis pathways to industrial applications

C Chen, X Zhang, M Yue - Trends in Plant Science, 2024 - cell.com
With the rapid development of molecular sequencing and imaging technology, the multi-
omics of medicinal plants enters the single-cell era. We discuss spatial multi-omics applied …

Neuropharmacological potential of Mimosa tenuiflora in adult zebrafish: An integrated approach to GABAergic and serotonergic neuromodulation

JIF de Araújo, GA do Nascimento… - Behavioural Brain …, 2025 - Elsevier
Abstract Mimosa tenuiflora (" jurema-preta") is traditionally used in folk medicine for various
diseases. The study investigated the neuropharmacological potential of Mimosa tenuiflora …

[HTML][HTML] Application of the Rumsfeld matrix to anticancer natural product target discovery

C Bailly - Pharmacological Research-Reports, 2024 - Elsevier
For a long time, natural products (NP) contribute to the treatment of human pathologies,
notably to cancer treatment with microbial and plant-derived products. The mechanism of …

Recent advances of natural product pesticide milbemycins from Streptomyces

X Yang, G Du, X Li, W **ang, S Li… - New Plant …, 2024 - Wiley Online Library
Milbemycins are a group of 16‐membered macrolides produced by the soil‐dwelling
filamentous bacteria Streptomyces. Renowned for their potent acaricidal and insecticidal …

Probing the essential genome of Burkholderia cenocepacia K56-2 with CRISPRi to identify bioactive compounds with novel mechanisms of action (s)

ASM Rahman - 2024 - mspace.lib.umanitoba.ca
A significant bottleneck in the discovery of novel antibiotics is the poor understanding of the
mechanism of action as it impedes compound prioritization for further development …

AI-Driven Bioprospecting of Microbial Resources

S Gupta, D Kumar - Genomic Intelligence - taylorfrancis.com
In the 21st century, the convergence of artificial intelligence (AI) and microbiology has
triggered a transformative era of bioprospecting. Microbial resources, long valued for their …

Mining Metagenomic Data for Novel Functional Genes Using AI

R Kumar, VC Raghavendra, S Gupta - Genomic Intelligence - taylorfrancis.com
In the rapidly evolving landscape of genomics and biotechnology, the confluence of
metagenomics and artificial intelligence (AI) has ushered in a new era of scientific discovery …

[CITAZIONE][C] Leveraging artificial intelligence (AI) and machine learning (ML) for enhanced drug discovery and development from microbes

V Mishra, SK Mishra, CK Dubey, K Dharmani… - 2024 - Elsevier