In this study, we identified, for example, the genes ENPP1, CTSL, CIDE-C, and ABHD12B as potential causal genes for obesity, and further validation (e.g., by qPCR in a large human population) and investigation of these genes might lead to biomarkers for obesity. This evidence concerns the gene CTSL and obesity due to melanocortin 4 receptor deficiency.