Our Granger causality networks showed that multiple biological processes such as apoptosis, inflammation response and lipid metabolism are under circadian rhythm regulation and obesity causal genes are under circadian rhythm regulator PER1 in the fed networks. This evidence concerns the gene PER1 and obesity due to melanocortin 4 receptor deficiency.