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Understanding the effect of measurement time on drug characterization
Author(s) -
Hope Murphy,
Gabriel McCarthy,
Hana M. Dobrovolny
Publication year - 2020
Publication title -
plos one
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.99
H-Index - 332
ISSN - 1932-6203
DOI - 10.1371/journal.pone.0233031
Subject(s) - gompertz function , mathematics , ordinary differential equation , ode , statistics , exponential function , ic50 , differential equation , mathematical analysis , chemistry , biochemistry , in vitro
In order to determine correct dosage of chemotherapy drugs, the effect of the drug must be properly quantified. There are two important values that characterize the effect of the drug: ε max is the maximum possible effect of a drug, and IC 50 is the drug concentration where the effect diminishes by half. There is currently a problem with the way these values are measured because they are time-dependent measurements. We use mathematical models to determine how the ε max and IC 50 values depend on measurement time and model choice. Seven ordinary differential equation models (ODE) are used for the mathematical analysis; the exponential, Mendelsohn, logistic, linear, surface, Bertalanffy, and Gompertz models. We use the models to simulate tumor growth in the presence and absence of treatment with a known IC 50 and ε max . Using traditional methods, we then calculate the IC 50 and ε max values over fifty days to show the time-dependence of these values for all seven mathematical models. The general trend found is that the measured IC 50 value decreases and the measured ε max increases with increasing measurement day for most mathematical models. Unfortunately, the measured values of IC 50 and ε max rarely matched the values used to generate the data. Our results show that there is no optimal measurement time since models predict that IC 50 estimates become more accurate at later measurement times while ε max is more accurate at early measurement times.

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