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Updated: Feb 28, 2026

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Tumor Mutational Burden Shapes Success and Resistance in Cancer Immunotherapy
1ISEM, Université de Montpellier, CNRS, Montpellier, France.
None:
Immunotherapy, particularly immune checkpoint blockade, has transformed cancer treatment, yet durable responses remain limited to a subset of patients and cancer types. Many tumors exhibit innate resistance or acquire resistance through immune evasion or neoantigen editing. A central factor in shaping these outcomes is the tumor mutational burden. However, cancer mutations can enhance or impair both cellular replication and immune recognition, reflecting the non-trivial role of mutational load in immunotherapy success and failure. Here, we present a minimal eco-evolutionary model that captures trade-offs between oncogenic and immunogenic mutations in cancer cell replication. Despite its simplicity, the model reveals a rich phase space, including an evolutionary bimodal regime where both immunologically silent and mutationally active strategies are locally optimal for tumor growth. Notably, the model illustrates two key eco-evolutionary mechanisms of resistance to immunotherapy: preexisting resistance, driven by the persistence of silent clones within tumors with high mutational burden; and immunoediting, where immune pressure selects for reduced antigenicity over time.
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