We observed significant upregulation of proteins like COL1A1, COL6A3, FABP4, and LEP in individuals with obesity, indicating potential roles in adipose tissue dysfunction and metabolic dysregulation [15]. Here, COL1A1 is linked to obesity due to melanocortin 4 receptor deficiency.