Proteomics technologies are rapidly evolving and attracting great attention in the post-genome era. In this chapter, we review two key applications of proteomics techniques: disease biomarker discovery and protein/peptide identification. For each of the applications, we will state the major issues related to statistical modeling and analysis, review related work, discuss their strength and weak...
