Hi Yi,
Do you have access to a signal generator and spectrum analyzer? You may want to try those two pieces of test equipment instead of using a VNA. Gain was measured with a spectrum analyzer and signal generator with one of the channels terminated in 50 Ohms to ground.
Regards,
Joel