The focus of this thesis is on evaluating, designing, and applying statistical methods that elucidate molecular mechanisms by seeking to understand the pathways that contribute to disease. Chapter 1 introduces the field and motivates the work in this thesis. Chapters 2, 3, and 4 describe original work. Chapter 5 recapitulates...