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

AUSTRALIA
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Ross Bathgate

Professor and Head of Neuropeptides Division

Florey Institute of Neuroscience and Mental Health

AUSTRALIA
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Manuela Joerg

Senior Lecturer

Monash University Malaysia.

AUSTRALIA
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Alexander Agoulnik

Florida International University

UNITED STATES
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Lauren T. May

-

AUSTRALIA
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