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Optimal Chemotherapy Scheduling for Non-Genetic Drug Resistance

Optimal Chemotherapy Scheduling for Non-Genetic Drug Resistance

来源:bioRxiv_logobioRxiv
英文摘要

Abstract One of the most difficult challenges in cancer therapy is the emergence of drug resistance within tumors. Sometimes drug resistance can emerge as the result of mutations and Darwinian selection. However, recently another phenomenon has been discovered, in which tumor cells switch back and forth between drug-sensitive and pre-resistant states. Upon exposure to the drug, sensitive cells die off, and pre-resistant cells become locked in to a state of permanent drug resistance. In this paper, we explore the implications of this transient state switching for therapy scheduling. We propose a model to describe the phenomenon and estimate parameters from experimental melanoma data. We then compare the performance of continuous and alternating drug schedules, and use sensitivity analysis to explore how different conditions affect the efficacy of each schedule. We find that for our estimated parameters, a continuous therapy schedule is optimal. However we also find that an alternating schedule can be optimal for other, hypothetical parameter sets, depending on the difference in growth rate between pre-drug and post-drug cells, the delay between exposure to the drug and emergence of resistance, and the rate at which pre-resistant cells become resistant relative to the rate at which they switch back to the sensitive state.

Saint-Antoine Michael M.、Singh Abhyudai、Paryad-Zanjani Sasan

Center for Bioinformatics and Computational Biology, University of DelawareElectrical and Computer Engineering, University of DelawareBiomedical Engineering, University of Delaware

10.1101/2021.05.11.443672

肿瘤学医学研究方法药学

Optimal ControlCancerDrug Scheduling

Saint-Antoine Michael M.,Singh Abhyudai,Paryad-Zanjani Sasan.Optimal Chemotherapy Scheduling for Non-Genetic Drug Resistance[EB/OL].(2025-03-28)[2025-05-07].https://www.biorxiv.org/content/10.1101/2021.05.11.443672.点此复制

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