TOKEN-LEVEL GUIDED DISCRETE DIFFUSION FOR MEMBRANE PROTEIN DESIGN
This paper introduces MemDLM, a new AI model that uses "diffusion" to design membrane proteins, which are crucial for cells. The model can create these proteins from scratch or modify existing ones to have specific properties, like increased solubility, while preserving essential functional parts. Experimental tests in bacteria confirmed that some of these AI-designed proteins successfully insert into membranes, showing promise for future therapeutic applications.