Mutation-associated neoantigens are key targets of tumor-specific T cells and thus play a major role in driving responses to immune checkpoint blockade (ICB) therapy in tumors with high mutational burden. However, only a small number of mutated peptides are actually presented by MHC molecules and only a minority can induce T cell responses. In addition, the recognition of these neoantigens by T cells is limited by the level of expression of the mutated gene product in the tumor cells. Preclinical studies have shown that radiation can convert the irradiated tumor into an in situ vaccine, leading to the priming of tumor-specific T cells and to the rejection of otherwise ICB-resistant tumors. There is now preclinical and clinical evidence that radiation can upregulate the expression of genes containing immunogenic mutations and expose them to the immune system. Therefore, the identification of neoantigens upregulated by radiation could help to predict which patients might benefit from treatment with combinations of radiotherapy and ICB and could also be incorporated into personalized neoantigen vaccination strategies. In this chapter, we present the pipeline that we used to identify relevant radiation-upregulated neoantigens in a poorly immunogenic mouse model of metastatic breast cancer.