However, because certain Clostridiaceae family members also positively correlate with obesity and other metabolic perturbations [42, 43], in our study it is difficult to link Clostridiaceae specifically to increased insulin secretion. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.