The present disclosure relates to an immune signature of tumor infiltrating leukocytes. In particular, the disclosure provides methods and kits for determining the immune signature of tumor infiltrating leukocytes for use in assessing risk of cancer recurrence and long term survival, and for developing a treatment regimen for a cancer patient.