The invention provides inhibitors of cc-crystallin aggregation and methods of using cc- crystallin aggregation inhibitors to, e.g., treat or prevent cataracts in a subject having or at risk of developing cataracts. The invention further provides high throughput methods of screening compounds for modulation of protein thermal stability, the method comprising contacting a protein with each of a plurality of test compounds; and (b) measuring the melting transition (Tm) of the protein in the presence of each of the plurality of test compounds, wherein a compound that decreases or increases the apparent Tm by at least 2 standard deviations is identified as a pharmacological protein chaperone.