Gastric cancer have poor prognosis and majority of patients resistant to 5-FU/DDP based first-line chemotherapy in China. There was no recommended second-line chemotherapy for advanced gastric cancer. Taxane is promising in gastric cancer. Nanoparticle Albumin-Bound Paclitaxel (Abraxane，ABI-007) has good convenience to use and been approved in breast cancer in many countries. The investigator then initiated a prospective phase Ib/IIa clinical trial with nab-paclitaxel plus TS-1 as the second-line treatment in advanced gastric cancer to observe the safety and efficacy.