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Published on: January 29, 2019
Effective dose window for containing tumor burden under tolerable level.
M A Masud1, Jae-Young Kim2, Eunjung Kim3
1Natural Product Informatics Research Center, Korea Institute of Science and Technology (KIST), Gangneung, 25451, Republic of Korea.
This study introduces an effective dose window (EDW) concept to manage cancer by balancing drug-sensitive cells and tumor size. Mathematical modeling identifies patient-specific EDWs for adaptive therapy, optimizing treatment strategies.
Area of Science:
- Mathematical oncology
- Cancer therapy modeling
- Tumor dynamics
Background:
- Maximum-tolerated dose (MTD) can promote drug resistance by eliminating sensitive cells.
- Adaptive therapy (AT) and dose modulation aim to control resistant populations by preserving sensitive cells.
- Individual patient variability complicates dose optimization for competitive stress.
Purpose of the Study:
- To introduce a mathematical model-driven approach for identifying an effective dose window (EDW).
- To define EDW as a dose range that maintains sufficient sensitive cells and controls tumor volume below a tolerable threshold (TTV).
- To explore patient-specific EDWs and minimal effective doses (MEDs) for cancer containment.
Main Methods:
- Developed a mathematical model of intratumor cell competition.
- Derived EDW based on TTV and competitive strength.
- Applied optimal control theory to determine the minimal dose for cancer containment.
- Validated the approach using longitudinal data from melanoma patients, including identifiability analysis.
Main Results:
- Demonstrated the existence of an EDW for cancer treatment.
- Identified patient-specific EDWs and minimal doses for melanoma patients with identifiable parameters.
- Showed that tumor volume can be contained at TTV using continuous dosing or AT within the EDW.
- Confirmed that the lower bound of the EDW approximates the MED for tumor containment.
Conclusions:
- An effective dose window (EDW) offers a strategy to manage cancer by balancing cell populations and tumor burden.
- Patient-specific EDWs and minimal effective doses (MEDs) can be deduced using mathematical modeling and real patient data.
- The EDW concept provides a framework for optimizing adaptive therapy and other dose modulation strategies to prevent resistance and control tumor growth.
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