The primary objective of this study is to demonstrate an improvement in Progression-Free Survival (PFS) for the combination of vandetanib plus gemcitabine compared with gemcitabine plus placebo in chemonaïve (not including an adjuvant regimen) patients aged ≥ 70 years with advanced NSCLC.