Hematology-oncology, often referred to as Hem-Onc, physicians specialize in the diagnosis, treatment and/or prevention of blood diseases and cancers such as iron-deficiency anemia, hemophilia, sickle-cell disease, leukemia, and lymphoma. This physician is trained in hematology — the study of blood — and oncology — the study of cancer.