Factors such as metabolic syndrome, nutritional status, hypertension, dyslipidemia, increased body mass index (BMI), and lower albumin levels are considered key contributors to the heightened risk of AKI development [12, 13, 25]. The gene discussed is ALB; the disease is metabolic syndrome.