Roseburia species were associated with decreased obesity and dyslipidemia, potentially enhancing GLP-1 responsiveness. Prevotella/Bacteroides ratio was associated with obesity, with Prevotella potentially contributing to insulin resistance. Here, GCG is linked to obesity due to melanocortin 4 receptor deficiency.