The aims of this study are: (1) to assess the safety and activity of gemcitabine plus Alimta (pemetrexed) regimen (GA regimen) in patients with advanced NSCLC patients in the context of a randomized trial, and (2) to compare the GA with the paclitaxel plus gemcitabine (PG regimen) in terms of toxicity and QoL