Transit visa of a Peruvian Citizen ?

Hi,

I am a Peruvian Citizen living in USA. I'm planing on taking a vacation to South East Asia, one of my flights stops in Beijing, and I have a layover of 5 hours before I head to Singapore. Do I need to apply for a transit permit even if I don't plan to leave the airport for those 5 hours?

Thanks

Marcello