APOB and obesity due to melanocortin 4 receptor deficiency: LDL-D, LDL-F, LDL-M, LDL-S and ApoB levels all decreased significantly, and these decreases remained significant after excluding patients taking lipid-lowering medications.<h4>Conclusions</h4>LDL estimation equations systematically underestimated LDL in individuals with obesity.