Signal Programming protein shape as an explicit design layer via CAD blueprint-guided diffusion

Summary

The preprint presents a method that couples computer-aided design blueprints to diffusion models, treating protein shape as an explicit design layer. The authors designed a range of structures including supercoiled assemblies. They joined a flow-optimised helical propeller to an F1-ATPase rotor to obtain a prototype ATP-driven molecular swimmer.