Machine learning platform for determining experimental lipid phase behaviour from small angle X-ray scattering patterns by pre-training on synthetic data

Abstract

Lipid membranes are vital in a wide range of biological and biotechnical systems; underpinning functions from modulation of protein activity to drug uptake and delivery. Rapid in situ determination of phase behaviour is a key experimental objective.