Chills in cancer patients can be caused by several factors. One major reason is the immune system's response to the presence of cancer cells. The body may produce pyrogens, substances that cause fever and chills, as part of the immune response. Additionally, certain types of cancer treatments, such as chemotherapy and immunotherapy, can weaken the immune system, making the body more susceptible to infections that cause chills.