In our study, metagenomic analysis of fecal microbiota revealed that the RA of Rikenellaceae, Clostridiaceae and not assigned Firmicutes were positively associated with ClpB gene function and were detected in lower relative abundance in subjects with obesity. Here, CLPB is linked to Obesity.