Neither BMI nor albumin was associated with the progression of kidney disease and the relationship of homoarginine with CKD progression was still significant after adjustments for albumin and BMI (HR 1.44, 95% CI 1.01–2.05, p = 0.045). The gene discussed is ALB; the disease is chronic kidney disease.