Welsh et al. explored the causal relationship between obesity and inflammation using a bidirectional Mendelian randomization approach and conclude that fat mass, and obesity-related genes, and melanocortin receptor 4 single nucleotide polymorphisms lead to higher CRP levels, although there is no evidence of any reverse pathway [25]. This evidence concerns the gene MC4R and Obesity.