Image-based profiling for drug discovery: due for a machine-learning upgrade?

Nature Reviews Drug Discovery
Volume 20 Issue 2, February 2021
https://www.nature.com/nrd/volumes/20/issues/2

 

Review Article | 22 December 2020
Image-based profiling for drug discovery: due for a machine-learning upgrade?
Image-based profiling is a strategy to mine the rich information in biological images. Carpenter and colleagues discuss how the application of machine learning is renewing interest in image-based profiling for all aspects of the drug discovery process, from understanding disease mechanisms to predicting a drug’s activity or mechanism of action.
Srinivas Niranj Chandrasekaran, Hugo Ceulemans […]  & Anne E. Carpenter