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Parameters estimation approach for the MEA/hiPSC-CM assays
hal.structure.identifier | Modélisation et calculs pour l'électrophysiologie cardiaque [CARMEN] | |
dc.contributor.author | BOUYSSIER, Julien | |
hal.structure.identifier | Modélisation et calculs pour l'électrophysiologie cardiaque [CARMEN] | |
dc.contributor.author | BENDAHMANE, Mostafa | |
hal.structure.identifier | Modélisation et calculs pour l'électrophysiologie cardiaque [CARMEN] | |
dc.contributor.author | COUDIÈRE, Yves | |
hal.structure.identifier | Numerical simulation of biological flows [REO] | |
dc.contributor.author | GERBEAU, Jean-Frédéric | |
hal.structure.identifier | Modélisation et calculs pour l'électrophysiologie cardiaque [CARMEN] | |
dc.contributor.author | PEDRON, Julien | |
hal.structure.identifier | NOTOCORD Systems | |
dc.contributor.author | ZITOUN, Philippe | |
hal.structure.identifier | Modélisation et calculs pour l'électrophysiologie cardiaque [CARMEN] | |
dc.contributor.author | ZEMZEMI, Nejib | |
dc.date.accessioned | 2024-04-04T03:12:33Z | |
dc.date.available | 2024-04-04T03:12:33Z | |
dc.date.conference | 2016-09-27 | |
dc.identifier.uri | https://oskar-bordeaux.fr/handle/20.500.12278/193874 | |
dc.description.abstractEn | We propose a mathematical approach for the analysis of drugs effects on the electrical activity of human induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CMs) based on multi-electrode array (MEA) experiments. Our goal is to produce an in silico tool able to simulate drugs action in MEA/hiPSC-CM assays and to fit the drug model parameters to the experimental data. The electrical activity of the stem cells at the ion-channel level is modelled using the Paci et.al. (2013) transmembrane potential model. We use the bidomain model in order to describe the propagation of the electrical wave in the stem cells preparation. The field potential (FP) measured by the MEA is modeled by the extra-cellular potential of the bidomain equations. First, we propose a strategy allowing us to generate a FP in good agreement with the experimental data. Second, we introduce a drug/ion channels interaction based on a pore block model. We conduct different simulations for five drugs. Results show that the model reflects properly the main effects of these drugs on the FP. In order to estimate the parameters of the drug model, we define a cost function minimizing the distance between the simulated and the experimental FPs. We use an optimization procedure based on a gradient descent method where the cost function gradient is computed using an adjoint approach. Results, based on simulated observations, show that this procedure is able to estimate either the drug doze or its IC50 value. | |
dc.description.sponsorship | Modélisation, simulation et traitement du signal en électrophysiologie cardiaque - ANR-13-LAB1-0007 | |
dc.language.iso | en | |
dc.title.en | Parameters estimation approach for the MEA/hiPSC-CM assays | |
dc.type | Autre communication scientifique (congrès sans actes - poster - séminaire...) | |
dc.subject.hal | Mathématiques [math]/Equations aux dérivées partielles [math.AP] | |
dc.subject.hal | Mathématiques [math]/Analyse numérique [math.NA] | |
bordeaux.hal.laboratories | Institut de Mathématiques de Bordeaux (IMB) - UMR 5251 | * |
bordeaux.institution | Université de Bordeaux | |
bordeaux.institution | Bordeaux INP | |
bordeaux.institution | CNRS | |
bordeaux.conference.title | Journées scientifiques du LIRYC | |
bordeaux.country | FR | |
bordeaux.conference.city | Pessac | |
bordeaux.peerReviewed | oui | |
hal.identifier | hal-01409683 | |
hal.version | 1 | |
hal.invited | non | |
hal.proceedings | non | |
hal.popular | non | |
hal.audience | Internationale | |
hal.origin.link | https://hal.archives-ouvertes.fr//hal-01409683v1 | |
bordeaux.COinS | ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.au=BOUYSSIER,%20Julien&BENDAHMANE,%20Mostafa&COUDI%C3%88RE,%20Yves&GERBEAU,%20Jean-Fr%C3%A9d%C3%A9ric&PEDRON,%20Julien&rft.genre=conference |
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