Cancer is one of the leading causes of death globally. There are cancer treatments like chemotherapy, radiotherapy, surgery, and immunotherapy. A combination of therapies can lead to a cancer cure. Myeloid-derived suppressor cells (MDSCs) activity prevents the success of many immune-and chemotherapies. MDSCs depletion prevails over other cancer immunotherapies because it activates both innate and adaptive immunity. On the other hand, the best-targeted chemotherapy specifically kills cancer cells, including cancer stem ones that are at the roots of metastases leading to 90% of deaths of cancer. The low differentiated MDSCs, cancer stem cells, and most cancers absorb alpha-fetoprotein (AFP) loaded with nutrients through AFP receptor (AFPR)-mediated endocytosis. So, the AFP-toxin drug is targeted chemotherapy that hits simultaneously to MDSCs and cancer cells. In my opinion, it is the perfect combination of the most powerful cancer immunotherapy and the best-targeted chemotherapy. For example, the AFP-maytansine conjugate demonstrated 100% survival in tumor-bearing T cell-deficient mice.