Cancer can lead to neuropathy in several ways. Tumors may directly compress nerves, leading to nerve damage. Additionally, some cancers produce substances that can be toxic to nerves. However, one of the most common causes of neuropathy in cancer patients is the treatment itself. Chemotherapy, radiation, and surgery can all contribute to nerve damage.