Entry by metro?

Is it possible for my Country A to be Hong Kong, cross into Shenzhen via metro / train and fly out of Guangzhou airport to my Country C? I would have an onward plane ticket booked prior to crossing from Hong Kong into Shenzhen.

Thanks for your insight!