Peterson received his BS from the University of Nevada, Reno, in 1990 and his PhD from the University of California, Los Angeles in 1994. He performed postdoctoral studies as a Damon Runyon-Walter Winchell postdoctoral fellow at Harvard University. His other awards and honors include American Cancer Society Research Scholar, received in 2003, and Camille Dreyfus Teacher Scholar in 2004.