Research is exploring the roles of autophagy, ferroptosis, pyroptosis, and necroptosis in tumor immunotherapy, with studies investigating their implications in various types of cancer, including melanoma and glioma. These cell death pathways are being examined for their potential to enhance immunotherapy and develop innovative cancer treatments. The mechanisms and clinical perspectives of targeting these pathways are being investigated, with potential applications in nanomedicine and cancer therapy.