Back propagation neural network models were established for metabonomics analysis. Amomum compactum was used to treat acute kidney injury for the first time. Potential biomarkers related to acute kidney injury have been identified. The mechanism of gentamicin-induced acute kidney injury have been elucidated. The therapeutic mechanisms of Amomum compactum against acute kidney injury have been understood.