Sensitivity of signaling pathway dynamics to plasmid transfection and its consequences

This paper deals with development of signaling pathways models and using plasmid-based experiments to support parameter estimation. We show that if cells transfected with plasmids are used in experiments, the models should include additional components that describe explicitly effects induced by pla...

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Main Authors: Jaroslaw Smieja, Marzena Dolbniak
Format: Article
Language:English
Published: AIMS Press 2016-07-01
Series:Mathematical Biosciences and Engineering
Subjects:
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2016039
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author Jaroslaw Smieja
Marzena Dolbniak
author_facet Jaroslaw Smieja
Marzena Dolbniak
author_sort Jaroslaw Smieja
collection DOAJ
description This paper deals with development of signaling pathways models and using plasmid-based experiments to support parameter estimation. We show that if cells transfected with plasmids are used in experiments, the models should include additional components that describe explicitly effects induced by plasmids. Otherwise, when the model is used to analyze responses of wild type, i.e. non-transfected cells, it may not capture their dynamics properly or even lead to false conclusions. In order to illustrate this, an original mathematical model of miRNA-mediated control of gene expression in the NF$\kappa$B pathway is presented. The paper shows what artifacts might appear due to experimental procedures and how to develop the models in order to avoid pursuing these artifacts instead of real kinetics.
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institution Kabale University
issn 1551-0018
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series Mathematical Biosciences and Engineering
spelling doaj-art-d0aa61896f4c4104bd1cf2d097465ffd2025-01-24T02:37:49ZengAIMS PressMathematical Biosciences and Engineering1551-00182016-07-011361207122210.3934/mbe.2016039Sensitivity of signaling pathway dynamics to plasmid transfection and its consequencesJaroslaw Smieja0Marzena Dolbniak1Institute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-101 GliwiceInstitute of Automatic Control, Silesian University of Technology, Akademicka 16, 44-100 GliwiceThis paper deals with development of signaling pathways models and using plasmid-based experiments to support parameter estimation. We show that if cells transfected with plasmids are used in experiments, the models should include additional components that describe explicitly effects induced by plasmids. Otherwise, when the model is used to analyze responses of wild type, i.e. non-transfected cells, it may not capture their dynamics properly or even lead to false conclusions. In order to illustrate this, an original mathematical model of miRNA-mediated control of gene expression in the NF$\kappa$B pathway is presented. The paper shows what artifacts might appear due to experimental procedures and how to develop the models in order to avoid pursuing these artifacts instead of real kinetics.https://www.aimspress.com/article/doi/10.3934/mbe.2016039sensitivity.plasmid transfectionsignaling pathways modeling
spellingShingle Jaroslaw Smieja
Marzena Dolbniak
Sensitivity of signaling pathway dynamics to plasmid transfection and its consequences
Mathematical Biosciences and Engineering
sensitivity.
plasmid transfection
signaling pathways modeling
title Sensitivity of signaling pathway dynamics to plasmid transfection and its consequences
title_full Sensitivity of signaling pathway dynamics to plasmid transfection and its consequences
title_fullStr Sensitivity of signaling pathway dynamics to plasmid transfection and its consequences
title_full_unstemmed Sensitivity of signaling pathway dynamics to plasmid transfection and its consequences
title_short Sensitivity of signaling pathway dynamics to plasmid transfection and its consequences
title_sort sensitivity of signaling pathway dynamics to plasmid transfection and its consequences
topic sensitivity.
plasmid transfection
signaling pathways modeling
url https://www.aimspress.com/article/doi/10.3934/mbe.2016039
work_keys_str_mv AT jaroslawsmieja sensitivityofsignalingpathwaydynamicstoplasmidtransfectionanditsconsequences
AT marzenadolbniak sensitivityofsignalingpathwaydynamicstoplasmidtransfectionanditsconsequences