Literature DB >> 32325034

Gene Networks with Transcriptional Bursting Recapitulate Rare Transient Coordinated High Expression States in Cancer.

Lea Schuh1, Michael Saint-Antoine2, Eric M Sanford3, Benjamin L Emert3, Abhyudai Singh4, Carsten Marr5, Arjun Raj3, Yogesh Goyal6.   

Abstract

Non-genetic transcriptional variability is a potential mechanism for therapy resistance in melanoma. Specifically, rare subpopulations of cells occupy a transient pre-resistant state characterized by coordinated high expression of several genes and survive therapy. How might these rare states arise and disappear within the population? It is unclear whether the canonical models of probabilistic transcriptional pulsing can explain this behavior, or if it requires special, hitherto unidentified mechanisms. We show that a minimal model of transcriptional bursting and gene interactions can give rise to rare coordinated high expression states. These states occur more frequently in networks with low connectivity and depend on three parameters. While entry into these states is initiated by a long transcriptional burst that also triggers entry of other genes, the exit occurs through independent inactivation of individual genes. Together, we demonstrate that established principles of gene regulation are sufficient to describe this behavior and argue for its more general existence. A record of this paper's transparent peer review process is included in the Supplemental Information.
Copyright © 2020 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  drug resistance; gene expression; melanoma; network; non-genetic; stochasticity

Year:  2020        PMID: 32325034      PMCID: PMC7293108          DOI: 10.1016/j.cels.2020.03.004

Source DB:  PubMed          Journal:  Cell Syst        ISSN: 2405-4712            Impact factor:   10.304


  28 in total

1.  Intrinsic noise in gene regulatory networks.

Authors:  M Thattai; A van Oudenaarden
Journal:  Proc Natl Acad Sci U S A       Date:  2001-07-03       Impact factor: 11.205

2.  Epigenetic predisposition to reprogramming fates in somatic cells.

Authors:  Maayan Pour; Inbar Pilzer; Roni Rosner; Zachary D Smith; Alexander Meissner; Iftach Nachman
Journal:  EMBO Rep       Date:  2015-01-18       Impact factor: 8.807

3.  Extrinsic Noise and Heavy-Tailed Laws in Gene Expression.

Authors:  Lucy Ham; Rowan D Brackston; Michael P H Stumpf
Journal:  Phys Rev Lett       Date:  2020-03-13       Impact factor: 9.161

4.  Intrinsic Dynamics of a Human Gene Reveal the Basis of Expression Heterogeneity.

Authors:  Joseph Rodriguez; Gang Ren; Christopher R Day; Keji Zhao; Carson C Chow; Daniel R Larson
Journal:  Cell       Date:  2018-12-13       Impact factor: 41.582

5.  A chromatin-mediated reversible drug-tolerant state in cancer cell subpopulations.

Authors:  Sreenath V Sharma; Diana Y Lee; Bihua Li; Margaret P Quinlan; Fumiyuki Takahashi; Shyamala Maheswaran; Ultan McDermott; Nancy Azizian; Lee Zou; Michael A Fischbach; Kwok-Kin Wong; Kathleyn Brandstetter; Ben Wittner; Sridhar Ramaswamy; Marie Classon; Jeff Settleman
Journal:  Cell       Date:  2010-04-02       Impact factor: 41.582

Review 6.  What's Luck Got to Do with It: Single Cells, Multiple Fates, and Biological Nondeterminism.

Authors:  Orsolya Symmons; Arjun Raj
Journal:  Mol Cell       Date:  2016-06-02       Impact factor: 17.970

7.  General properties of transcriptional time series in Escherichia coli.

Authors:  Lok-Hang So; Anandamohan Ghosh; Chenghang Zong; Leonardo A Sepúlveda; Ronen Segev; Ido Golding
Journal:  Nat Genet       Date:  2011-05-01       Impact factor: 38.330

Review 8.  Non-genetic cancer cell plasticity and therapy-induced stemness in tumour relapse: 'What does not kill me strengthens me'.

Authors:  A O Pisco; S Huang
Journal:  Br J Cancer       Date:  2015-05-12       Impact factor: 7.640

9.  Adaptive resistance of melanoma cells to RAF inhibition via reversible induction of a slowly dividing de-differentiated state.

Authors:  Mohammad Fallahi-Sichani; Verena Becker; Benjamin Izar; Gregory J Baker; Jia-Ren Lin; Sarah A Boswell; Parin Shah; Asaf Rotem; Levi A Garraway; Peter K Sorger
Journal:  Mol Syst Biol       Date:  2017-01-09       Impact factor: 11.429

10.  GiniClust: detecting rare cell types from single-cell gene expression data with Gini index.

Authors:  Lan Jiang; Huidong Chen; Luca Pinello; Guo-Cheng Yuan
Journal:  Genome Biol       Date:  2016-07-01       Impact factor: 13.583

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  9 in total

1.  An in vitro model of tumor heterogeneity resolves genetic, epigenetic, and stochastic sources of cell state variability.

Authors:  Corey E Hayford; Darren R Tyson; C Jack Robbins; Peter L Frick; Vito Quaranta; Leonard A Harris
Journal:  PLoS Biol       Date:  2021-06-01       Impact factor: 8.029

2.  Receptor-Driven ERK Pulses Reconfigure MAPK Signaling and Enable Persistence of Drug-Adapted BRAF-Mutant Melanoma Cells.

Authors:  Luca Gerosa; Christopher Chidley; Fabian Fröhlich; Gabriela Sanchez; Sang Kyun Lim; Jeremy Muhlich; Jia-Yun Chen; Sreeram Vallabhaneni; Gregory J Baker; Denis Schapiro; Mariya I Atanasova; Lily A Chylek; Tujin Shi; Lian Yi; Carrie D Nicora; Allison Claas; Thomas S C Ng; Rainer H Kohler; Douglas A Lauffenburger; Ralph Weissleder; Miles A Miller; Wei-Jun Qian; H Steven Wiley; Peter K Sorger
Journal:  Cell Syst       Date:  2020-10-27       Impact factor: 10.304

Review 3.  Drivers of dynamic intratumor heterogeneity and phenotypic plasticity.

Authors:  Antara Biswas; Subhajyoti De
Journal:  Am J Physiol Cell Physiol       Date:  2021-03-03       Impact factor: 4.249

Review 4.  An evolutionary approach to clonally complex hematologic disorders.

Authors:  Emily Schwenger; Ulrich Steidl
Journal:  Blood Cancer Discov       Date:  2021-04-15

5.  SplicingFactory-splicing diversity analysis for transcriptome data.

Authors:  Benedek Dankó; Péter Szikora; Tamás Pór; Alexa Szeifert; Endre Sebestyén
Journal:  Bioinformatics       Date:  2021-09-09       Impact factor: 6.937

6.  Universally valid reduction of multiscale stochastic biochemical systems using simple non-elementary propensities.

Authors:  Yun Min Song; Hyukpyo Hong; Jae Kyoung Kim
Journal:  PLoS Comput Biol       Date:  2021-10-18       Impact factor: 4.475

7.  Cell type determination for cardiac differentiation occurs soon after seeding of human-induced pluripotent stem cells.

Authors:  Connie L Jiang; Yogesh Goyal; Naveen Jain; Qiaohong Wang; Rachel E Truitt; Allison J Coté; Benjamin Emert; Ian A Mellis; Karun Kiani; Wenli Yang; Rajan Jain; Arjun Raj
Journal:  Genome Biol       Date:  2022-04-05       Impact factor: 17.906

8.  A single-cell analysis of breast cancer cell lines to study tumour heterogeneity and drug response.

Authors:  G Gambardella; G Viscido; B Tumaini; A Isacchi; R Bosotti; D di Bernardo
Journal:  Nat Commun       Date:  2022-03-31       Impact factor: 17.694

9.  Observation and Control of Gene Expression Noise: Barrier Crossing Analogies Between Drug Resistance and Metastasis.

Authors:  Michael Tyler Guinn; Yiming Wan; Sarah Levovitz; Dongbo Yang; Marsha R Rosner; Gábor Balázsi
Journal:  Front Genet       Date:  2020-10-30       Impact factor: 4.599

  9 in total

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