Furthermore, HMGB1 has shown a strong correlation with homocysteine (Hcy) levels, and their combined elevation serves as a predictive marker for CI-AKI risk and severity, underscoring its diagnostic value (Mo et al., 2022). The gene discussed is HMGB1; the disease is acute kidney injury.