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This is certainly specifically pertinent for membrane proteins, with structures and procedures that rely on their existence in lipid bilayers. Structures of proteins within their membrane layer surroundings could conceivably be predicted from AI/ML approaches with user-specificized variables that explain each part of the design of a membrane protein accompanied by its lipid environment. We suggest the Classification Of Membrane Proteins according to Structures Engagi