Biosynthetic colourants are sustainable alternatives to replace artificial dyes, but prediction of their optical properties remains challenging. Here, the authors develop a workflow combining message passing neural networks and excited state calculations to predict colour changes at different pH levels, offering a promising tool for designing eco-friendly dyes.
- Dmitry S. Karlov
- Rodolfo Marques
- Jonathan D. Hirst
