A report from online drug marketplace Universal Drugstore found that pizza was the most popular junk food in America. However, it was also the least healthy, which could raise obesity risk, the team said. A report from online drug marketplace Universal Drugstore found that pizza was the most popular junk food in America. However, it was also the least healthy, which could raise obesity risk, the team said.