Panoramic view of Altoona, PA, as viewed from Altoona Hospital. Altoona is nestled in the southern Allegheny Mountains along U.S. Route 220 in Blair County. Find Friends in Altoona “Altoona” is said to have come from the Cherokee “allatoona”, meaning