Cancer Colorectal Cancer Association of Canada Canadian Cancer Society While chemotherapy drugs are designed to kill cancer cells, they are double-edged weapons: Because they attack healthy as well as cancerous cells, they can cause nausea and vomiting, diarrhea, hair loss, fatigue, mouth sores, and other reactions.