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

Hisham Abdel Aty,Robert Strutt, Niall Mcintyre,Matthew Allen,Nathan E. Barlow,Miguel Páez-Pérez,John M. Seddon,Nick Brooks,Oscar Ces,Ian R. Gould

Digital Discovery（2022）

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摘要

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.

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关键词

experimental lipid phase behaviour,synthetic data,machine learning,x-ray,pre-training

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