The multi-scale model of Ponce-de-Leon85 considered the Covariance Matrix Adaptation Evolutionary Strategy for the numerical optimization of their agent-based model to analyze the treatment parameters of the tumor necrosis factor cytokine and its effect on cancer regression. The gene discussed is TNF; the disease is cancer.