Turnover Modulates the Need for a Cost of Resistance in Adaptive Therapy

Maximilian A R Strobl1,2, Jeffrey West3, Yannick Viossat4

  • 1Department of Integrated Mathematical Oncology, H. Lee Moffitt Cancer Center, Tampa, Florida. maximilian.strobl@gmail.com alexander.anderson@moffitt.org.

Cancer Research
|November 11, 2020
PubMed

Insights

Adaptive therapy can delay cancer progression by exploiting tumor cell competition. A resistance cost is not always necessary, but tumor cell turnover significantly impacts adaptive therapy effectiveness.

Area of Science:

  • Oncology
  • Mathematical Biology
  • Cancer Research

Background:

  • Adaptive therapy aims to delay cancer resistance by leveraging intratumoral competition.
  • Prostate cancer research has shown promise, increasing interest in applying adaptive therapy to other cancers.
  • Understanding factors predicting adaptive therapy response is crucial for its broader application.

Purpose of the Study:

  • To investigate if a fitness cost of resistance is essential for adaptive therapy to prolong time to progression compared to continuous therapy.
  • To explore the role of tumor cell turnover in modulating the impact of resistance costs.

Main Methods:

  • A mathematical model using a Lotka-Volterra system of ordinary differential equations to simulate competition between sensitive and resistant tumor cell populations.
  • Analysis of tumor dynamics under varying conditions of carrying capacity and resistance cost.
  • Examination of patient data from 67 prostate cancer patients undergoing intermittent androgen deprivation therapy.

Main Results:

  • A resistance cost was not required for adaptive therapy to outperform continuous therapy when tumors are near their carrying capacity.
  • For tumors growing far from carrying capacity, a resistance cost may be necessary for significant benefits.
  • Tumor cell turnover was found to modulate the effectiveness of resistance costs, amplifying their impact.

Conclusions:

  • Adaptive therapy's benefit is context-dependent, influenced by tumor carrying capacity and the presence of a resistance cost.
  • Tumor cell turnover plays a critical, often underestimated, role in managing drug resistance through adaptive therapy.
  • Findings provide insights into optimizing adaptive therapy strategies and highlight the importance of considering cell turnover.

Related Concept Videos

Modeling in Therapy01:26

Modeling in Therapy

Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
267
Operant Conditioning Intervention01:24

Operant Conditioning Intervention

Operant conditioning serves as a foundational principle in therapeutic interventions aimed at modifying maladaptive behaviors. Central to this approach is the notion that behaviors, both adaptive and maladaptive, are learned through reinforcement. By analyzing the environmental factors that reinforce problematic behaviors, clinicians can design interventions to weaken these reinforcements and replace maladaptive behaviors with healthier alternatives.
In operant conditioning, behaviors that are...
323
Desensitization and Tachyphylaxis01:20

Desensitization and Tachyphylaxis

Tachyphylaxis is described as a rapid decrease in response to a drug after repeated or continuous administration of the same drug dose. It is a phenomenon where the body becomes less responsive to a particular substance or intervention over time, requiring higher doses or stronger interventions to achieve the same effect. It results from adaptive changes in the body's receptors, signaling pathways, or physiological processes that occur in response to prolonged exposure to a stimulus.
2.7K
Design Example: Frog Muscle Response01:14

Design Example: Frog Muscle Response

A student is tasked to work on an intriguing experiment involving an RL (Resistor-Inductor) circuit to study the muscle response of a frog's leg to electrical stimulation. The RL circuit plays a crucial role in this experiment, providing the means to control and measure the electrical impulses that trigger muscle contraction.
When the switch connecting the RL circuit is closed, a brief muscle contraction is observed. This is because, at a steady state, the inductor acts like a short...
451
Adaptive Mechanisms in Cancer Cells02:53

Adaptive Mechanisms in Cancer Cells

Cancer cells accumulate genetic changes at an abnormally rapid rate due to the defects in the DNA repair mechanisms. From an evolutionary perspective, such genetic instability is advantageous for cancer development. Mutant cell lines accumulate a series of beneficial mutations that contribute to their progression into cancer.
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
6.4K
Time-Domain Interpretation of PD Control01:07

Time-Domain Interpretation of PD Control

Proportional-Derivative (PD) control is a widely used control method in various engineering systems to enhance stability and performance. In a system with only proportional control, common issues include high maximum overshoot and oscillation, observed in both the error signal and its rate of change. This behavior can be divided into three distinct phases: initial overshoot, subsequent undershoot, and gradual stabilization.
Consider the example of control of motor torque. Initially, a positive...
258