Abstract We develop quantum computational tools to predict the 3D structure of proteins, one most important problems in current biochemical research. explain how combine recent deep learning advances with well known technique walks applied a Metropolis algorithm. The result, QFold, is fully scalable hybrid algorithm that, contrast previous approaches, does not require lattice model simplificati...