In-depth characterization of people with overweight or obesity has demonstrated that microbial gene richness is negatively associated with various metabolic parameters, including fat mass, leptin levels, fasting insulin, HOMA-IR, systemic inflammation, and TAG levels [100]. Here, INS is linked to Obesity.