In addition, the present study suggests, as seen in Fig 2C, that a substantial part of the increased CVD risk associated with overweight and obesity may be attributed to four factors: higher blood pressure, glucose, cholesterol, and interleukin-6-related pathways. This evidence concerns the gene IL6 and obesity due to melanocortin 4 receptor deficiency.