HOPE Youth Pregnancy Prevention Act - Amends the Public Health Service Act to direct the Secretary of Health and Human Services to award grants to State or local governments, or private nonprofit entities for: (1) teenage pregnancy prevention activities targeted at areas with large ethnic minorities and other at-risk youth; and (2) related outreach and public awareness programs, with priority given to programs aimed at such youth.