Furthermore, hydroxyproline, a possible stress marker but also an obesity marker [59], was also a discriminant metabolite in our metavariable PlasmaLD2, while our metavariable GenusD1 including Escherichia-Shigella was positively correlated with blood haptoglobin, another inflammatory marker. This evidence concerns the gene HP and obesity due to melanocortin 4 receptor deficiency.