Literature DB >> 22529333

Time series dependent analysis of unparametrized Thomas networks.

Hannes Klarner1, Heike Siebert, Alexander Bockmayr.   

Abstract

This paper is concerned with the analysis of labeled Thomas networks using discrete time series. It focuses on refining the given edge labels and on assessing the data quality. The results are aimed at being exploitable for experimental design and include the prediction of new activatory or inhibitory effects of given interactions and yet unobserved oscillations of specific components in between specific sampling intervals. On the formal side, we generalize the concept of edge labels and introduce a discrete time series interpretation. This interpretation features two original concepts: 1) Incomplete measurements are admissible, and 2) it allows qualitative assumptions about the changes in gene expression by means of monotonicity. On the computational side, we provide a Python script, erda.py, that automates the suggested workflow by model checking and constraint satisfaction. We illustrate the workflow by investigating the yeast network IRMA.

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Year:  2012        PMID: 22529333     DOI: 10.1109/TCBB.2012.61

Source DB:  PubMed          Journal:  IEEE/ACM Trans Comput Biol Bioinform        ISSN: 1545-5963            Impact factor:   3.710


  5 in total

1.  Logical-continuous modelling of post-translationally regulated bistability of curli fiber expression in Escherichia coli.

Authors:  Kaveh Pouran Yousef; Adam Streck; Christof Schütte; Heike Siebert; Regine Hengge; Max von Kleist
Journal:  BMC Syst Biol       Date:  2015-07-23

2.  Complementing ODE-Based System Analysis Using Boolean Networks Derived from an Euler-Like Transformation.

Authors:  Claudia Stötzel; Susanna Röblitz; Heike Siebert
Journal:  PLoS One       Date:  2015-10-23       Impact factor: 3.240

3.  High-fidelity discrete modeling of the HPA axis: a study of regulatory plasticity in biology.

Authors:  Hooman Sedghamiz; Matthew Morris; Travis J A Craddock; Darrell Whitley; Gordon Broderick
Journal:  BMC Syst Biol       Date:  2018-07-17

4.  Evaluating Uncertainty in Signaling Networks Using Logical Modeling.

Authors:  Kirsten Thobe; Christina Kuznia; Christine Sers; Heike Siebert
Journal:  Front Physiol       Date:  2018-10-09       Impact factor: 4.566

5.  Parameter estimation of qualitative biological regulatory networks on high performance computing hardware.

Authors:  Muhammad Tariq Saeed; Jamil Ahmad; Jan Baumbach; Josch Pauling; Aamir Shafi; Rehan Zafar Paracha; Asad Hayat; Amjad Ali
Journal:  BMC Syst Biol       Date:  2018-12-29
  5 in total

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