Proteobacteria and Desulfovibrionaceae exhibited significant positive correlations with pro-inflammatory markers (TNF-ɑ and IL-6), glucose intolerance (GTT AUC), and branched-chain keto acid (BCKA) levels (Figure 6G). This evidence concerns the gene IL6 and Glucose intolerance.