Chemotherapy refers to drugs used to treat cancer. Chemotherapy can affect normal, healthy cells as well as cancer cells. Common side effects include fatigue, hair loss, nausea, vomiting, sore mouth, infections, anemia, infertility, and memory and concentration issues.