Abstract

A long-standing practice in the treatment of cancer is that of hitting hard with the maximum tolerated dose to eradicate tumors. This continuous therapy, however, selects for resistant cells, leading to the failure of the treatment. A different type of treatment strategy, adaptive therapy, has recently been shown to have a degree of success in both preclinical xenograft experiments and clinical trials. Adaptive therapy is used to maintain a tumor’s volume by exploiting the competition between drug-sensitive and drug-resistant cells with minimum effective drug doses or timed drug holidays. To further understand the role of competition in the outcomes of adaptive therapy, we developed a 2D on-lattice agent-based model. Our simulations show that the superiority of the adaptive strategy over continuous therapy depends on the local competition shaped by the spatial distribution of resistant cells. Intratumor competition can also be affected by fibroblasts, which produce microenvironmental factors that promote cancer cell growth. To this end, we simulated the impact of different fibroblast distributions on treatment outcomes. As a proof of principle, we focused on five types of distribution of fibroblasts characterized by different locations, shapes, and orientations of the fibroblast region with respect to the resistant cells. Our simulation shows that the spatial architecture of fibroblasts modulates tumor progression in both continuous and adaptive therapy. Finally, as a proof of concept, we simulated the outcomes of adaptive therapy of a virtual patient with four metastatic sites composed of different spatial distributions of fibroblasts and drug-resistant cell populations. Our simulation highlights the importance of undetected metastatic lesions on adaptive therapy outcomes.

Highlights

  • The current standard of care for the treatment of cancer patients is based on continuous therapy using the maximum tolerated dose (CT-MTD) of cancer drugs with the aim of eradicating drug sensitive cancer cell populations in tumors

  • From an ecological and evolutionary perspective, the net growth rate of a population composed of multiple species is determined by the intrinsic growth rate, death rate, and densitydependent limitations—when multiple species compete for the same resources in a closed environment [11]

  • A clinical trial for prostate cancer therapy showed that adaptive therapy can delay disease progression for 27 months by using only a 53% cumulative drug rate compared to CT-MTD [16]

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Summary

Introduction

The current standard of care for the treatment of cancer patients is based on continuous therapy using the maximum tolerated dose (CT-MTD) of cancer drugs with the aim of eradicating drug sensitive cancer cell populations in tumors. From an ecological and evolutionary perspective, the net growth rate of a population composed of multiple species is determined by the intrinsic growth rate, death rate, and densitydependent limitations—when multiple species compete for the same resources in a closed environment [11] This ecological principle implies that the net growth of a tumor cell population can be modulated by inhibiting the intrinsic growth rate of drug-sensitive cells, by increasing sensitive cell deaths, and by modulating the density-dependent growth limitations of drug-resistant cell populations. A clinical trial for prostate cancer therapy showed that adaptive therapy can delay disease progression for 27 months by using only a 53% cumulative drug rate compared to CT-MTD [16]

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