In contrast, Ho, et al. [7] reported a positive association of GDF-15 with incident CKD, but some potential confounders (smoking, obesity, C-reactive protein, etc. [14]) were not adjusted for. This evidence concerns the gene GDF15 and obesity due to melanocortin 4 receptor deficiency.