Literature DB >> 23525368

Bridging the layers: towards integration of signal transduction, regulation and metabolism into mathematical models.

Emanuel Gonçalves1, Joachim Bucher, Anke Ryll, Jens Niklas, Klaus Mauch, Steffen Klamt, Miguel Rocha, Julio Saez-Rodriguez.   

Abstract

Mathematical modelling is increasingly becoming an indispensable tool for the study of cellular processes, allowing their analysis in a systematic and comprehensive manner. In the vast majority of the cases, models focus on specific subsystems, and in particular describe either metabolism, gene expression or signal transduction. Integrated models that are able to span and interconnect these layers are, by contrast, rare as their construction and analysis face multiple challenges. Such methods, however, would represent extremely useful tools to understand cell behaviour, with application in distinct fields of biological and medical research. In particular, they could be useful tools to study genotype-phenotype mappings, and the way they are affected by specific conditions or perturbations. Here, we review existing computational approaches that integrate signalling, gene regulation and/or metabolism. We describe existing challenges, available methods and point at potentially useful strategies.

Mesh:

Year:  2013        PMID: 23525368     DOI: 10.1039/c3mb25489e

Source DB:  PubMed          Journal:  Mol Biosyst        ISSN: 1742-2051


  34 in total

1.  Computing smallest intervention strategies for multiple metabolic networks in a boolean model.

Authors:  Wei Lu; Takeyuki Tamura; Jiangning Song; Tatsuya Akutsu
Journal:  J Comput Biol       Date:  2015-02       Impact factor: 1.479

Review 2.  An overview of bioinformatics methods for modeling biological pathways in yeast.

Authors:  Jie Hou; Lipi Acharya; Dongxiao Zhu; Jianlin Cheng
Journal:  Brief Funct Genomics       Date:  2015-10-17       Impact factor: 4.241

3.  Next-Generation Genome-Scale Models Incorporating Multilevel 'Omics Data: From Yeast to Human.

Authors:  Tunahan Çakır; Emel Kökrek; Gülben Avşar; Ecehan Abdik; Pınar Pir
Journal:  Methods Mol Biol       Date:  2019

4.  Endosomal trafficking of nanoformulated antiretroviral therapy facilitates drug particle carriage and HIV clearance.

Authors:  Dongwei Guo; Gang Zhang; Tadeusz A Wysocki; Beata J Wysocki; Harris A Gelbard; Xin-Ming Liu; JoEllyn M McMillan; Howard E Gendelman
Journal:  J Virol       Date:  2014-06-11       Impact factor: 5.103

5.  A blueprint for human whole-cell modeling.

Authors:  Balázs Szigeti; Yosef D Roth; John A P Sekar; Arthur P Goldberg; Saahith C Pochiraju; Jonathan R Karr
Journal:  Curr Opin Syst Biol       Date:  2017-11-09

6.  DSGRN: Examining the Dynamics of Families of Logical Models.

Authors:  Bree Cummins; Tomas Gedeon; Shaun Harker; Konstantin Mischaikow
Journal:  Front Physiol       Date:  2018-05-23       Impact factor: 4.566

7.  Incorporation of flexible objectives and time-linked simulation with flux balance analysis.

Authors:  Elsa W Birch; Madeleine Udell; Markus W Covert
Journal:  J Theor Biol       Date:  2013-12-17       Impact factor: 2.691

Review 8.  Cancer Metabolism and Drug Resistance.

Authors:  Mahbuba Rahman; Mohammad Rubayet Hasan
Journal:  Metabolites       Date:  2015-09-30

9.  Modeling the Contribution of Allosteric Regulation for Flux Control in the Central Carbon Metabolism of E. coli.

Authors:  Daniel Machado; Markus J Herrgård; Isabel Rocha
Journal:  Front Bioeng Biotechnol       Date:  2015-10-08

Review 10.  Longitudinal omics modeling and integration in clinical metabonomics research: challenges in childhood metabolic health research.

Authors:  Peter Sperisen; Ornella Cominetti; François-Pierre J Martin
Journal:  Front Mol Biosci       Date:  2015-08-05
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