Analysis of depression among MHD patients with laboratory tests showed that age, duration of dialysis, vascular access of dialysis, feeling of pain, worried about being infected by COVID-19, Hb, PTH, and P were the factors that influenced depression (all p < 0.05). The gene discussed is PTH; the disease is COVID-19.