 So the research group tried to ascertain just what are the effects of amino acids in protein-rich diets on the gut bacteria. In one part of the studies, they used machine learning techniques to predict what protein diets did to the gut microbiomes. The answer was that the gut bacteria genera responded differently to diet changes from regular carbohydrate diets to protein diets and more importantly to different amino acid groups.