Protein structure prediction is the process of determining the three-dimensional structure of a protein from its amino acid sequence. This is crucial in understanding how proteins function and interact with other molecules, which is essential in the study of diseases like cancer. Accurate protein structure prediction can lead to the development of targeted therapies by revealing potential drug targets.