Phenotypic drug discovery: recent successes, lessons learned and new directions

F Vincent, A Nueda, J Lee, M Schenone… - Nature Reviews Drug …, 2022 - nature.com
Many drugs, or their antecedents, were discovered through observation of their effects on
normal or disease physiology. For the past generation, this phenotypic drug discovery …

Generative models for molecular discovery: Recent advances and challenges

C Bilodeau, W Jin, T Jaakkola… - Wiley …, 2022 - Wiley Online Library
Abstract Development of new products often relies on the discovery of novel molecules.
While conventional molecular design involves using human expertise to propose …

Structures of the σ2 receptor enable docking for bioactive ligand discovery

A Alon, J Lyu, JM Braz, TA Tummino, V Craik… - Nature, 2021 - nature.com
The σ2 receptor has attracted intense interest in cancer imaging, psychiatric disease,
neuropathic pain,–and other areas of biology,. Here we determined the crystal structure of …

Artificial intelligence for drug discovery: Are we there yet?

C Hasselgren, TI Oprea - Annual Review of Pharmacology and …, 2024 - annualreviews.org
Drug discovery is adapting to novel technologies such as data science, informatics, and
artificial intelligence (AI) to accelerate effective treatment development while reducing costs …

A SARS-CoV-2 protein interaction map reveals targets for drug repurposing

DE Gordon, GM Jang, M Bouhaddou, J Xu, K Obernier… - Nature, 2020 - nature.com
A newly described coronavirus named severe acute respiratory syndrome coronavirus 2
(SARS-CoV-2), which is the causative agent of coronavirus disease 2019 (COVID-19), has …

Structure, function and pharmacology of human itch GPCRs

C Cao, HJ Kang, I Singh, H Chen, C Zhang, W Ye… - Nature, 2021 - nature.com
The MRGPRX family of receptors (MRGPRX1–4) is a family of mas-related G-protein-
coupled receptors that have evolved relatively recently. Of these, MRGPRX2 and MRGPRX4 …

Concepts of artificial intelligence for computer-assisted drug discovery

X Yang, Y Wang, R Byrne, G Schneider… - Chemical …, 2019 - ACS Publications
Artificial intelligence (AI), and, in particular, deep learning as a subcategory of AI, provides
opportunities for the discovery and development of innovative drugs. Various machine …

Identification of 5-HT2A receptor signaling pathways associated with psychedelic potential

J Wallach, AB Cao, MM Calkins, AJ Heim… - Nature …, 2023 - nature.com
Serotonergic psychedelics possess considerable therapeutic potential. Although 5-HT2A
receptor activation mediates psychedelic effects, prototypical psychedelics activate both 5 …

Drug combinations: a strategy to extend the life of antibiotics in the 21st century

M Tyers, GD Wright - Nature Reviews Microbiology, 2019 - nature.com
Antimicrobial resistance threatens a resurgence of life-threatening bacterial infections and
the potential demise of many aspects of modern medicine. Despite intensive drug discovery …

Deep learning for molecular design—a review of the state of the art

DC Elton, Z Boukouvalas, MD Fuge… - … Systems Design & …, 2019 - pubs.rsc.org
In the space of only a few years, deep generative modeling has revolutionized how we think
of artificial creativity, yielding autonomous systems which produce original images, music …