LCN2 and acute kidney injury: In previous studies, there was concern that preexisting inflammation confounded the performance of biomarkers such as NGAL, thus limiting their role in AKI diagnosis, but machine learning methods can effectively overcome this problem by identifying complex diagnostic patterns masked by confounding factors, further proving and enhancing the performance of novel markers such as NGAL and providing hope for clinicians.