Additionally, we investigated five genes, PRDM2, CXCL1, PHLDA1, DIDO1, CDA, which were commonly expressed in all datasets including depression, obesity, diabetes, and NASH. The gene discussed is PHLDA1; the disease is obesity due to melanocortin 4 receptor deficiency.