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Turnover modulates the need for a cost of resistance in adaptive therapy

  • Maximilian A.R. Strobl
  • , Jeffrey West
  • , Yannick Viossat
  • , Mehdi Damaghi
  • , Mark Robertson-Tessi
  • , Joel S. Brown
  • , Robert A. Gatenby
  • , Philip K. Maini
  • , Alexander R.A. Anderson
  • Moffitt Cancer Center
  • University of Oxford
  • Universite PSL

Research output: Contribution to journalArticlepeer-review

76 Scopus citations

Abstract

Adaptive therapy seeks to exploit intratumoral competition to avoid, or at least delay, the emergence of therapy resistance in cancer. Motivated by promising results in prostate cancer, there is growing interest in extending this approach to other neoplasms. As such, it is urgent to understand the characteristics of a cancer that determine whether or not it will respond well to adaptive therapy. A plausible candidate for such a selection criterion is the fitness cost of resistance. In this article, we study a general, but simple, mathematical model to investigate whether the presence of a cost is necessary for adaptive therapy to extend the time to progression beyond that of a standard-of-care continuous therapy. Tumor cells were divided into sensitive and resistant populations and we model their competition using a system of two ordinary differential equations based on the Lotka–Volterra model. For tumors close to their environmental carrying capacity, a cost was not required. However, for tumors growing far from carrying capacity, a cost may be required to see meaningful gains. Notably, it is important to consider cell turnover in the tumor, and we discuss its role in modulating the impact of a resistance cost. To conclude, we present evidence for the predicted cost–turnover interplay in data from 67 patients with prostate cancer undergoing intermittent androgen deprivation therapy. Our work helps to clarify under which circumstances adaptive therapy may be beneficial and suggests that turnover may play an unexpectedly important role in the decision-making process. Significance: Tumor cell turnover modulates the speed of selection against drug resistance by amplifying the effects of competition and resistance costs; as such, turnover is an important factor in resistance management via adaptive therapy. See related commentary by Strobl et al., p.

Original languageEnglish
Pages (from-to)1135-1147
Number of pages13
JournalCancer Research
Volume81
Issue number4
DOIs
StatePublished - Feb 15 2021

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