In a study of 6,803 Japanese adults, researchers identified two opposing gut microbiome patterns linking diet, physical activity, smoking, and alcohol consumption with general health and 15 chronic diseases. Health-oriented microbial patterns were associated with butyrate production and lower inflammation, while disease-oriented patterns were linked to inflammatory processes, with microbiome-based prediction scores showing potential for distinguishing health and disease across international populations.