This is a Phase I, randomized, placebo-controlled, dose-escalation study of an Ebola DNA plasmid vaccine. The hypothesis is that the vaccine will be safe for human administration and elicit immune responses to Ebola. Primary objectives are to evaluate the safety and tolerability of the investigational vaccine and the secondary objective is to evaluate immune responses. Randomization assignment will be blinded to subjects, clinical investigators and laboratory investigators.