This phase I study will access a novel regimen using a multi-targeted anti-angiogenic agent which targets the tyrosine kinase of vascular endothelial growth factor (VEGF) receptor 2 and epidermal growth factor receptor (EGFR) in combination with cytotoxic agents: gemcitabine and capecitabine. The rationale is based on observations that there is an additive / synergistic effect when cytotoxic agents are combined with angiogenesis inhibitors. There is also evidence that EGFR mediated signaling pathways are potent stimulators of VEGF production. Also the concept of dual targeting of tumor and endothelial cells may provide more encouraging results.