There might be several causes for less statistically significant linear association between total carbohydrate intake and MCP-1 levels such as an increasing effect of obesity on MCP-1 level and random errors in macronutrients intake calculation. Here, CCL2 is linked to obesity due to melanocortin 4 receptor deficiency.