HER2-positive cancers involve amplification or overexpression of the HER2 gene, leading to aggressive tumor growth across several cancer types, including breast, gastric, ovarian, and pancreatic cancers. The gene discussed is ERBB2; the disease is familial pancreatic carcinoma.