Our analyses revealed that the Pathogen- and Lachnospiraceae-CAGs were clearly associated with increased risk of cardiometabolic disease and obesity; individuals with high abundance of these CAGs had higher BMI, waist circumference and blood pressure, and lower adiponectin levels. Here, ADIPOQ is linked to obesity disorder.