Literature DB >> 33405226

A Cyber-Physical Platform for Model Calibration.

Lucia Bandiera1,2, David Gomez-Cabeza1, Eva Balsa-Canto3, Filippo Menolascina4,5.   

Abstract

Synthetic biology has so far made limited use of mathematical models, mostly because their inference has been traditionally perceived as expensive and/or difficult. We have recently demonstrated how in silico simulations and in vitro/vivo experiments can be integrated to develop a cyber-physical platform that automates model calibration and leads to saving 60-80% of the effort. In this book chapter, we illustrate the protocol used to attain such results. By providing a comprehensive list of steps and pointing the reader to the code we use to operate our platform, we aim at providing synthetic biologists with an additional tool to accelerate the pace at which the field progresses toward applications.

Keywords:  Mathematical modeling; Microfluidics; Optimal experimental design; Synthetic biology; System identification

Year:  2021        PMID: 33405226     DOI: 10.1007/978-1-0716-1032-9_12

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  7 in total

1.  Accurate cell segmentation in microscopy images using membrane patterns.

Authors:  Sotiris Dimopoulos; Christian E Mayer; Fabian Rudolf; Joerg Stelling
Journal:  Bioinformatics       Date:  2014-05-21       Impact factor: 6.937

2.  Morphologically constrained and data informed cell segmentation of budding yeast.

Authors:  Elco Bakker; Peter S Swain; Matthew M Crane
Journal:  Bioinformatics       Date:  2018-01-01       Impact factor: 6.937

3.  An iterative identification procedure for dynamic modeling of biochemical networks.

Authors:  Eva Balsa-Canto; Antonio A Alonso; Julio R Banga
Journal:  BMC Syst Biol       Date:  2010-02-17

4.  U-Net: deep learning for cell counting, detection, and morphometry.

Authors:  Thorsten Falk; Dominic Mai; Robert Bensch; Özgün Çiçek; Ahmed Abdulkadir; Yassine Marrakchi; Anton Böhm; Jan Deubner; Zoe Jäckel; Katharina Seiwald; Alexander Dovzhenko; Olaf Tietz; Cristina Dal Bosco; Sean Walsh; Deniz Saltukoglu; Tuan Leng Tay; Marco Prinz; Klaus Palme; Matias Simons; Ilka Diester; Thomas Brox; Olaf Ronneberger
Journal:  Nat Methods       Date:  2018-12-17       Impact factor: 28.547

5.  Long-term tracking of budding yeast cells in brightfield microscopy: CellStar and the Evaluation Platform.

Authors:  Cristian Versari; Szymon Stoma; Kirill Batmanov; Artémis Llamosi; Filip Mroz; Adam Kaczmarek; Matt Deyell; Cédric Lhoussaine; Pascal Hersen; Gregory Batt
Journal:  J R Soc Interface       Date:  2017-02       Impact factor: 4.118

6.  GenSSI 2.0: multi-experiment structural identifiability analysis of SBML models.

Authors:  Thomas S Ligon; Fabian Fröhlich; Oana T Chis; Julio R Banga; Eva Balsa-Canto; Jan Hasenauer
Journal:  Bioinformatics       Date:  2018-04-15       Impact factor: 6.937

7.  AMIGO2, a toolbox for dynamic modeling, optimization and control in systems biology.

Authors:  Eva Balsa-Canto; David Henriques; Attila Gábor; Julio R Banga
Journal:  Bioinformatics       Date:  2016-07-04       Impact factor: 6.937

  7 in total

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