To further evaluate the robustness of the associations between ApoB, the gTyG index, and depression risk, subgroup analyses were conducted using depression status in CHF patients (coded: no = 0, yes = 1) as the dependent variable and ApoB and gTyG index levels as independent variables. The gene discussed is APOB; the disease is depressive disorder.