Cataracts are a disease that reduces vision due to opacity formation of the lens. Diabetic cataracts occur at young age and progress relatively quickly, so the development of effective treatment has been awaited. Several studies have shown that pyruvate inhibits oxidative stress and glycation of lens proteins, which contribute to onset of diabetic cataracts. However, detailed molecular mechanisms have not been revealed. In this study, we attempted to reduce galactose-induced opacity by pyruvate with rat ex vivo model. Rat lenses were extracted and cultured in galactose-containing medium to induce lens opacity. After opacity had developed, continued culturing with pyruvate in the medium resulted in a reduction of lens opacity. Subsequently, we conducted microarray analysis to investigate the genes that contribute to the therapeutic effect. We performed quantitative expression measurements using RT-qPCR for extracted genes that were upregulated in cataract-induced lenses and downregulated in pyruvate-treated lenses, resulting in the identification of 34 candidate genes. Functional analysis using the STRING database suggests that metallothionein-related factors (Mt1a, Mt1m, and Mt2A) and epithelial-mesenchymal transition-related factors (Acta2, Anxa1, Cd81, Mki67, Timp1, and Tyms) contribute to the therapeutic effect of cataracts.