ArticlePloS one2019
Drugs modulating stochastic gene expression affect the erythroid differentiation process.
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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12 citing papers in PubMed, 35 citations in OpenAlex.
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- Multiscale chromatin dynamics and high entropy in plant iPSC ancestors.Journal of cell science · 2024Article
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- Single-cell transcriptional uncertainty landscape of cell differentiation.F1000Research · 2023Article
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- Evidence for close molecular proximity between reverting and undifferentiated cells.BMC biology · 2022Article
- Hematopoietic differentiation is characterized by a transient peak of entropy at a single-cell level.BMC biology · 2022Article
- Reduction of a stochastic model of gene expression: Lagrangian dynamics gives access to basins of attraction as cell types and metastabilty.Journal of mathematical biology · 2021Article
- Practical identifiability in the frame of nonlinear mixed effects models: the example of the in vitro erythropoiesis.BMC bioinformatics · 2021Article
- Randomness and nondeterminism: from genes to free will with implications for psychiatry.Journal of psychiatry & neuroscience : JPN · 2021Article
- Reverse engineering of a mechanistic model of gene expression using metastability and temporal dynamics.In silico biology · 2021Article
- Investigating higher-order interactions in single-cell data with scHOT.Nature methods · 2020Article
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Authors and funding
5 authors at 1 institution in 1 country.
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Abstract
To better understand the mechanisms behind cells decision-making to differentiate, we assessed the influence of stochastic gene expression (SGE) modulation on the erythroid differentiation process. It has been suggested that stochastic gene expression has a role in cell fate decision-making which is revealed by single-cell analyses but studies dedicated to demonstrate the consistency of this link are still lacking. Recent observations showed that SGE significantly increased during differentiation and a few showed that an increase of the level of SGE is accompanied by an increase in the differentiation process. However, a consistent relation in both increasing and decreasing directions has never been shown in the same cellular system. Such demonstration would require to be able to experimentally manipulate simultaneously the level of SGE and cell differentiation in order to observe if cell behavior matches with the current theory. We identified three drugs that modulate SGE in primary erythroid progenitor cells. Both Artemisinin and Indomethacin decreased SGE and reduced the amount of differentiated cells. On the contrary, a third component called MB-3 simultaneously increased the level of SGE and the amount of differentiated cells. We then used a dynamical modelling approach which confirmed that differentiation rates were indeed affected by the drug treatment. Using single-cell analysis and modeling tools, we provide experimental evidence that, in a physiologically relevant cellular system, SGE is linked to differentiation.
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