Simulating tumor mitochondrial energetics through engineering-style energy metrics

Cancer progression is linked to alterations in cellular energetics, where malignant cells reprogram their metabolism to sustain proliferation, resist stress and adapt to nutrient limitations. Recent work has shown that tumors actively remodel their microenvironment by acquiring functional mitochondria from surrounding stromal or immune cells. Mitochondrial transfer enhances tumor bioenergetics while simultaneously depleting immune cells of metabolic competence, thereby reinforcing both tumor growth and immune evasion. The energetic consequences in terms of throughput, efficiency and stored energy of these exchanges are not captured by conventional assays focused on oxygen consumption or glycolytic flux. We introduce a simulation-based framework for theoretical analysis of mitochondrial energetics that adapts engineering-style energy metrics to mitochondrial biology. Three theoretical, model-defined bioenergetic metrics are introduced: mitochondrial power density, expressing ATP production per unit mitochondrial volume; mitochondrial surface power density, relating ATP production to inner membrane area; and mitochondrial energy density, quantifying stored chemical free energy per unit volume. Using controlled in silico simulations of tumor and immune cell populations before and after modeled mitochondrial transfer, we examine how these descriptors vary under explicit simulation assumptions. Within our simulation framework, results indicate model-predicted differences between cell populations, with tumor-associated mitochondria occupying higher energetic throughput and immune-associated mitochondria exhibiting complementary reductions. Although exploratory and hypothesis-generating rather than validated biomarkers or clinical tools, our metrics provide a quantitative physical framework that may inform experimental studies of mitochondrial transfer and its energetic consequences, including efforts to disrupt pathogenic transfer and restore metabolic competence in immune cells.