Although lipocalin-2, pentraxin-3, and osteoprotegerin are generally considered pro-inflammatory or obesity-related, their elevation in the FIP + Fat group (Fig. 5) may reflect regulatory or tissue-protective roles in certain settings27,28. The gene discussed is TNFRSF11B; the disease is obesity due to melanocortin 4 receptor deficiency.