The differences of monthly incomes, vascular access of dialysis, duration of dialysis, feeling of pain, worried about being infected by COVID-19, skin itching, and levels of Hb, PTH, and P were significant between the anxiety and non-anxiety groups as well as depression and non-depression groups (all p < 0.05). This evidence concerns the gene PTH and major depressive disorder.