BackgroundImmunogenic cell death (ICD) is a type of regulated cell death that is capable of initiating an adaptive immune response. Induction of ICD may be a potential treatment strategy, as it has been demonstrated to activate the tumor‐specific immune response.AimsThe biomarkers of ICD and their relationships with the tumor microenvironment, clinical features, and immunotherapy response are not fully understood in a clinical context. Therefore, we conducted pan‐cancer analyses of ICD gene signatures across 33 cancer types from The Cancer Genome Atlas database.Methods and ResultsWe identified key genes that had strong relationships with survival and the tumor microenvironment, contributing to a better understanding of the role of ICD genes in cancer therapy. In addition, we predicted therapeutic agents that target ICD genes and explored the potential mechanisms by which gemcitabine induce ICD. Moreover, we developed an ICD score based on the ICD genes and found it to be associated with patient prognosis, clinical features, tumor microenvironment, radiotherapy access, and immunotherapy response. A high ICD score was linked to the immune‐hot phenotype, while a low ICD score was linked to the immune‐cold phenotype.ConclusionWe uncovered the potential of ICD gene signatures as comprehensive biomarkers for ICD in pan‐cancer. Our research provides novel insights into immuno‐phenotypic assessment and cancer therapeutic strategies, which could help to broaden the application of immunotherapy to benefit more patients.