The application of artificial intelligence to accelerate G protein‐coupled receptor drug discovery

ATN Nguyen, DTN Nguyen, HY Koh… - British Journal of …, 2024 - Wiley Online Library
The application of artificial intelligence (AI) approaches to drug discovery for G protein‐
coupled receptors (GPCRs) is a rapidly expanding area. Artificial intelligence can be used at …

Machine learning in human olfactory research

J Lötsch, D Kringel, T Hummel - Chemical senses, 2019 - academic.oup.com
The complexity of the human sense of smell is increasingly reflected in complex and high-
dimensional data, which opens opportunities for data-driven approaches that complement …

M2OR: a database of olfactory receptor–odorant pairs for understanding the molecular mechanisms of olfaction

M Lalis, M Hladiš, SA Khalil, L Briand… - Nucleic Acids …, 2024 - academic.oup.com
Mammalian sense of smell is triggered by interaction between odorant molecules and a
class of proteins, called olfactory receptors (ORs). These receptors, expressed at the surface …

Large-scale G protein-coupled olfactory receptor–ligand pairing

X Cong, W Ren, J Pacalon, R Xu, L Xu, X Li… - ACS Central …, 2022 - ACS Publications
G protein-coupled receptors (GPCRs) conserve common structural folds and activation
mechanisms, yet their ligand spectra and functions are highly diverse. This work …

The role of the odorant receptors in the formation of the sensory map

S Francia, C Lodovichi - BMC biology, 2021 - Springer
In the olfactory system, odorant receptors (ORs) expressed at the cell membrane of olfactory
sensory neurons detect odorants and direct sensory axons toward precise target locations in …

Molecular basis of mammalian odor discrimination: a status report

E Block - Journal of agricultural and Food Chemistry, 2018 - ACS Publications
Humans have 396 unique, intact olfactory receptors (ORs), G-protein coupled receptors
(GPCRs) containing receptor-specific binding sites; other mammals have more. Activation of …

Applications of machine learning in GPCR bioactive ligand discovery

A Jabeen, S Ranganathan - Current opinion in structural biology, 2019 - Elsevier
Highlights•The time is right for applying machine learning (ML) for GPCR drug
discovery.•For many GPCRs lacking 3D structure, ML ligand-based methods have replaced …

Activity models of key GPCR families in the central nervous system: a tool for many purposes

S El-Atawneh, A Goldblum - Journal of Chemical Information and …, 2023 - ACS Publications
G protein-coupled receptors (GPCRs) are targets of many drugs, of which∼ 25% are
indicated for central nervous system (CNS) disorders. Drug promiscuity affects their efficacy …

Modeling the orthosteric binding site of the G protein-coupled odorant receptor OR5K1

A Nicoli, F Haag, P Marcinek, R He… - Journal of Chemical …, 2023 - ACS Publications
With approximately 400 encoding genes in humans, odorant receptors (ORs) are the largest
subfamily of class AG protein-coupled receptors (GPCRs). Despite its high relevance and …

[HTML][HTML] An odorant receptor that senses four classes of musk compounds

K Yoshikawa, J Deguchi, J Hu, HY Lu, H Matsunami - Current Biology, 2022 - cell.com
Musk was originally identified in male musk deer and other mammals to mark territories and
attract females. In humans, musk compounds are widely used in perfumes and consumer …