Literature DB >> 32842865

A mathematical model exhibiting the effect of DNA methylation on the stability boundary in cell-fate networks.

Tianchi Chen1, M Ali Al-Radhawi2, Eduardo D Sontag1,2,3.   

Abstract

Cell-fate networks are traditionally studied within the framework of gene regulatory networks. This paradigm considers only interactions of genes through expressed transcription factors and does not incorporate chromatin modification processes. This paper introduces a mathematical model that seamlessly combines gene regulatory networks and DNA methylation (DNAm), with the goal of quantitatively characterizing the contribution of epigenetic regulation to gene silencing. The 'Basin of Attraction percentage' is introduced as a metric to quantify gene silencing abilities. As a case study, a computational and theoretical analysis is carried out for a model of the pluripotent stem cell circuit as well as a simplified self-activating gene model. The results confirm that the methodology quantitatively captures the key role that DNAm plays in enhancing the stability of the silenced gene state.

Entities:  

Keywords:  DNA methylation; basin of attraction; bistability; cell-fate; epigenetics; gene silencing; stability boundary; transcriptional regulation

Mesh:

Year:  2020        PMID: 32842865      PMCID: PMC7993226          DOI: 10.1080/15592294.2020.1805686

Source DB:  PubMed          Journal:  Epigenetics        ISSN: 1559-2294            Impact factor:   4.528


  82 in total

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Authors:  Stephen B Baylin
Journal:  Nat Clin Pract Oncol       Date:  2005-12

Review 2.  Regulation of X-chromosome inactivation by the X-inactivation centre.

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Journal:  Nat Rev Genet       Date:  2011-06       Impact factor: 53.242

Review 3.  Function and information content of DNA methylation.

Authors:  Dirk Schübeler
Journal:  Nature       Date:  2015-01-15       Impact factor: 49.962

Review 4.  The role of PU.1 and GATA-1 transcription factors during normal and leukemogenic hematopoiesis.

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Review 5.  DNA methylation and its basic function.

Authors:  Lisa D Moore; Thuc Le; Guoping Fan
Journal:  Neuropsychopharmacology       Date:  2012-07-11       Impact factor: 7.853

6.  Epigenetic Regulation of Transition Among Different Pluripotent States: Concise Review.

Authors:  Ting Geng; Donghui Zhang; Wei Jiang
Journal:  Stem Cells       Date:  2019-08-14       Impact factor: 6.277

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8.  Effects of cytosine methylation on transcription factor binding sites.

Authors:  Yulia A Medvedeva; Abdullah M Khamis; Ivan V Kulakovskiy; Wail Ba-Alawi; Md Shariful I Bhuyan; Hideya Kawaji; Timo Lassmann; Matthias Harbers; Alistair R R Forrest; Vladimir B Bajic
Journal:  BMC Genomics       Date:  2014-03-26       Impact factor: 3.969

9.  Time scales in epigenetic dynamics and phenotypic heterogeneity of embryonic stem cells.

Authors:  Masaki Sasai; Yudai Kawabata; Koh Makishi; Kazuhito Itoh; Tomoki P Terada
Journal:  PLoS Comput Biol       Date:  2013-12-12       Impact factor: 4.475

10.  DNA methylation loss in late-replicating domains is linked to mitotic cell division.

Authors:  Wanding Zhou; Huy Q Dinh; Zachary Ramjan; Daniel J Weisenberger; Charles M Nicolet; Hui Shen; Peter W Laird; Benjamin P Berman
Journal:  Nat Genet       Date:  2018-04-02       Impact factor: 38.330

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  3 in total

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Authors:  M Ali Al-Radhawi; Shubham Tripathi; Yun Zhang; Eduardo D Sontag; Herbert Levine
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Review 2.  Modeling aging and its impact on cellular function and organismal behavior.

Authors:  Emerson Santiago; David F Moreno; Murat Acar
Journal:  Exp Gerontol       Date:  2021-09-26       Impact factor: 4.032

3.  Epigenetic cell memory: The gene's inner chromatin modification circuit.

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Journal:  PLoS Comput Biol       Date:  2022-04-06       Impact factor: 4.475

  3 in total

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