Dosage strategies for delaying resistance emergence in heterogeneous tumors

Vahideh Vakil1, Wade Trappe1

  • 1Wireless Information Network Laboratory (WINLAB), Rutgers, The State University of New Jersey, New Brunswick, NJ, USA.

FEBS Open Bio
|February 27, 2021
PubMed

Insights

Mathematical modeling helps delay cancer drug resistance by optimizing drug dosage and scheduling. This approach targets tumor heterogeneity to prevent resistant cell growth during treatment.

Area of Science:

  • Mathematical Oncology
  • Cancer Therapeutics
  • Pharmacokinetics and Pharmacodynamics (PKPD)

Background:

  • Drug resistance is a major cause of cancer treatment failure.
  • Tumor heterogeneity drives the emergence of resistant cancer cell populations.
  • Current treatment strategies often fail to account for tumor heterogeneity.

Purpose of the Study:

  • To develop a mathematical framework for modeling clonal evolution in heterogeneous tumors.
  • To investigate strategies for delaying drug resistance emergence using a containment approach.
  • To design optimal drug dosage and scheduling strategies to control resistant subpopulations.

Main Methods:

  • Clonal evolution modeling of drug-sensitive and drug-resistant cancer cell populations.
  • Application of pharmacokinetic/pharmacodynamic (PKPD) modeling to treatment dynamics.
  • Formulation and solution of an optimal control problem for treatment strategy design.

Main Results:

  • Drug dosage and administration schedule significantly influence the dynamics of sensitive and resistant clones.
  • PKPD modeling enables the design of dosage strategies to manage resistant subpopulations.
  • The study identifies optimal dosing strategies to maximize the delay of resistance emergence.

Conclusions:

  • A mathematical framework integrating clonal evolution and PKPD modeling can effectively address drug resistance.
  • Tailored drug dosing and scheduling are crucial for containing resistant cancer cell growth.
  • Optimal control strategies can significantly postpone the rise of resistance in heterogeneous tumors.

Related Concept Videos

Treatment Resistant Cancers02:56

Treatment Resistant Cancers

Cancer is the second leading cause of death in the United States. A cancer cell is genetically unstable and hence can mutate faster. They can also modify their microenvironment and escape immune surveillance. The difficulties in treating cancer are further compounded by the emergence of rapid resistance to anticancer drugs. The most common ways to attain resistance in cancer cells include alteration in drug transport and metabolism, modification of drug target, elevated DNA damage response, or...
3.5K
Dosage Regimens: Designs and Approaches01:28

Dosage Regimens: Designs and Approaches

Designing a dosage regimen, which refers to the manner of drug administration, is a complex process involving the selection of drug dose, route, and frequency. This process is underpinned by pharmacokinetic parameters derived from tests and population averages. These parameters are then tailored to patient-specific variables such as diagnosis, demographics, and allergy status. Once therapy commences, therapeutic response monitoring is critical and achieved through clinical and physical...
116
Combination Therapies and Personalized Medicine02:50

Combination Therapies and Personalized Medicine

Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
5.6K
Cancer Therapies02:49

Cancer Therapies

Cancer therapies are various modes of treatment, such as surgery, radiation therapy, and chemotherapy that are administered to cancer patients.
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
9.0K
Targeted Cancer Therapies02:57

Targeted Cancer Therapies

The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
8.1K
Dosage Regimen: Individualization01:24

Dosage Regimen: Individualization

Individualization in dosing regimens is the customization of medication doses for individual patients. Its necessity arises from the goal of maximizing therapeutic benefits while minimizing risks. This approach is pivotal because human responses to drugs can vary widely; what is effective for one person may be inadequate or excessive for another. Interpatient (intersubject) variability refers to differences in drug responses between individuals, while intrapatient (intrasubject) variability...
70