Simultaneous model selection and model calibration for the proliferation of tumor and normal cells during in vitro chemotherapy experiments

dc.contributor.authorCosta, José M.J.
dc.contributor.authorOrlande, Helcio R.B.
dc.contributor.authorLione, Viviane O.F.
dc.contributor.authorLima, Antonio G.F.
dc.contributor.authorCardoso, Tayná C.S.
dc.contributor.authorVarón, Leonardo A.B.
dc.date.accessioned2020-02-10T01:04:08Z
dc.date.available2020-02-10T01:04:08Z
dc.date.issued2018-12-06
dc.description.abstractIn vitro experiments were conducted in this work to analyze the proliferation of tumor (DU-145) and normal (macrophage RAW 264.7) cells under the influence of a chemotherapeutic drug (doxorubicin). Approximate Bayesian Computation (ABC) was used to select among four competing models to represent the number of cells and to estimate the model parameters, based on the experimental data. For one case, the selected model was validated in a replicated experiment, through the solution of a state estimation problem with a particle filter algorithm, thus demonstrating the robustness of the ABC procedure used in this work.es
dc.identifier.issn10665277
dc.identifier.urihttps://repositorio.usc.edu.co/handle/20.500.12421/2698
dc.language.isoenes
dc.publisherMary Ann Liebert Inc.es
dc.subjectApproximate Bayesian computationes
dc.subjectChemotherapyes
dc.subjectDU-145 cellses
dc.subjectRAW 264.7 cellses
dc.subjectState estimationes
dc.titleSimultaneous model selection and model calibration for the proliferation of tumor and normal cells during in vitro chemotherapy experimentses
dc.typeArticlees

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