The observed relationship between the DII score and depression symptoms in patients with CKD can be attributed to several potential mechanisms, particularly inflammation, oxidative stress, brain-derived neurotrophic factor (BDNF), and tryptophan/serotonin metabolism. The gene discussed is BDNF; the disease is depressive symptom measurement.