We investigate tumor-intrinsic resistance factors, including alterations in antigen presentation, the loss of Beta-2 microglobulin function, impaired interferon signaling, immune editing, epigenetic modifications, and tumor-extrinsic resistance, such as an immunosuppressive lung tumor microenvironment, dysregulated cytokine profiles, and the upregulation of immune checkpoints. Here, B2M is linked to neoplasm.