Michelle L. Halls
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Recent Grants
Grant: Close
The importance of receptor trafficking for signalling of pain and inflammation
Open Date: 2015-01-01
Close Date: 2020-01-01
Grant: Close
Signalosomes and compartmentalisation in cellular homeostasis and disease
Open Date: 2014-01-01
Close Date: 2017-01-01
Grant: Close
Understanding the function and regulation of G protein-coupled receptor signalosomes and their role as high resolution signalling platforms
Open Date: 2013-01-01
Close Date: 2015-01-01
Grant: Close
The role of cellular microdomains in G protein-coupled receptor signalling
Open Date: 2008-01-01
Close Date: 2013-01-01
Articles (5)
Year:
2023
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 multiple stages during the drug discovery process, from aiding our understanding of the fundamental actions of GPCRs to the discovery of new ligand‐GPCR interactions or the prediction of clinical responses. Here, we provide an overview of the concepts behind artificial intelligence, including the subfields of machine learning and deep learning. We summarise the published applications of artificial intelligence to different stages of the GPCR drug discovery process. Finally, we reflect on the benefits and limitations of artificial intelligence and share our vision for the exciting potential for further development of applications to aid GPCR drug discovery. In addition to making the drug discovery process “faster, smarter and cheaper,” we anticipate that the application of artificial intelligence will create exciting new opportunities for GPCR drug discovery.
Year:
2023
Year:
2023
Year:
2021
Year:
2021
Collaborators (5)
Roger Summers
Emeritus Professor
Monash Institute of Pharmaceutical Sciences
Ross Bathgate
Professor and Head of Neuropeptides Division
Florey Institute of Neuroscience and Mental Health
Manuela Joerg
Senior Lecturer
Monash University Malaysia.
Alexander Agoulnik
Florida International University
Lauren T. May
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