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Towards Personalized Radio-Chemotherapy – Learning from Clinical Data vs. Model Optimization

Authors :
Jarosław Śmieja
Rafał Suwiński
Krzysztof Fujarewicz
Andrzej Świerniak
Source :
Intelligent Information and Database Systems ISBN: 9783030419639, ACIIDS (1)
Publication Year :
2020
Publisher :
Springer International Publishing, 2020.

Abstract

We summarize results of our research studies on models of combined anticancer radio- and chemotherapy and their comparison with real clinical data. We use two mathematical techniques, which, to our knowledge, have not been applied simultaneously: optimal control theory and survival analysis. We recall results of analytical optimization of combined chemo-radio-therapy for a simple model of tumor growth with respect to the order, in which these two modes of treatment should be applied. Then we study both structural and parametric sensitivity of this model and related optimal control problem. Afterwards, we present results of survival analysis based on the Kaplan-Meier curves for different protocols of chemo-radio-therapy and compare them with real clinical data and results of optimal treatment protocols.

Details

ISBN :
978-3-030-41963-9
ISBNs :
9783030419639
Database :
OpenAIRE
Journal :
Intelligent Information and Database Systems ISBN: 9783030419639, ACIIDS (1)
Accession number :
edsair.doi...........20b130b245691668d9543e7e975512a6
Full Text :
https://doi.org/10.1007/978-3-030-41964-6_32