Larger tumors or malignancies that have penetrated deeper into adjacent tissue are classified as stage 2 cancer. The cancer may have progressed to the lymph nodes but not to other regions of the body at this stage. Stage 2 malignancies are more advanced than stage 1 cancers, although not being called advanced cancer.