Consistent with findings from the early-stages of diet-induced obesity studies, our network analysis identified increased expression of common collagen-related ECM transcripts COL1A1, COL3A1, COL16A1, COL4A4, and COL6A3. Here, COL4A4 is linked to obesity due to melanocortin 4 receptor deficiency.