TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genes

Abstract Cell‐to‐cell heterogeneity is a feature of the tumor necrosis factor (TNF)‐stimulated inflammatory response mediated by the transcription factor NF‐κB, motivating an exploration of the underlying sources of this noise. Here, we combined single‐transcript measurements with computational mode...

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Main Authors: Victor L Bass, Victor C Wong, M Elise Bullock, Suzanne Gaudet, Kathryn Miller‐Jensen
Format: Article
Language:English
Published: Springer Nature 2021-07-01
Series:Molecular Systems Biology
Subjects:
Online Access:https://doi.org/10.15252/msb.202010127
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author Victor L Bass
Victor C Wong
M Elise Bullock
Suzanne Gaudet
Kathryn Miller‐Jensen
author_facet Victor L Bass
Victor C Wong
M Elise Bullock
Suzanne Gaudet
Kathryn Miller‐Jensen
author_sort Victor L Bass
collection DOAJ
description Abstract Cell‐to‐cell heterogeneity is a feature of the tumor necrosis factor (TNF)‐stimulated inflammatory response mediated by the transcription factor NF‐κB, motivating an exploration of the underlying sources of this noise. Here, we combined single‐transcript measurements with computational models to study transcriptional noise at six NF‐κB‐regulated inflammatory genes. In the basal state, NF‐κB‐target genes displayed an inverse correlation between mean and noise characteristic of transcriptional bursting. By analyzing transcript distributions with a bursting model, we found that TNF primarily activated transcription by increasing burst size while maintaining burst frequency for gene promoters with relatively high basal histone 3 acetylation (AcH3) that marks open chromatin environments. For promoters with lower basal AcH3 or when AcH3 was decreased with a small molecule drug, the contribution of burst frequency to TNF activation increased. Finally, we used a mathematical model to show that TNF positive feedback amplified gene expression noise resulting from burst size–mediated transcription, leading to a subset of cells with high TNF protein expression. Our results reveal potential sources of noise underlying intercellular heterogeneity in the TNF‐mediated inflammatory response.
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spelling doaj.art-23d5bd0087c943f2b2e690d7208ecb522024-03-02T13:55:38ZengSpringer NatureMolecular Systems Biology1744-42922021-07-01177n/an/a10.15252/msb.202010127TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genesVictor L Bass0Victor C Wong1M Elise Bullock2Suzanne Gaudet3Kathryn Miller‐Jensen4Department of Molecular, Cellular, and Developmental Biology Yale University New Haven CT USADepartment of Molecular, Cellular, and Developmental Biology Yale University New Haven CT USADepartment of Biomedical Engineering Yale University New Haven CT USADepartment of Cancer Biology and Center for Cancer Systems Biology Dana‐Farber Cancer Institute Boston MA USADepartment of Molecular, Cellular, and Developmental Biology Yale University New Haven CT USAAbstract Cell‐to‐cell heterogeneity is a feature of the tumor necrosis factor (TNF)‐stimulated inflammatory response mediated by the transcription factor NF‐κB, motivating an exploration of the underlying sources of this noise. Here, we combined single‐transcript measurements with computational models to study transcriptional noise at six NF‐κB‐regulated inflammatory genes. In the basal state, NF‐κB‐target genes displayed an inverse correlation between mean and noise characteristic of transcriptional bursting. By analyzing transcript distributions with a bursting model, we found that TNF primarily activated transcription by increasing burst size while maintaining burst frequency for gene promoters with relatively high basal histone 3 acetylation (AcH3) that marks open chromatin environments. For promoters with lower basal AcH3 or when AcH3 was decreased with a small molecule drug, the contribution of burst frequency to TNF activation increased. Finally, we used a mathematical model to show that TNF positive feedback amplified gene expression noise resulting from burst size–mediated transcription, leading to a subset of cells with high TNF protein expression. Our results reveal potential sources of noise underlying intercellular heterogeneity in the TNF‐mediated inflammatory response.https://doi.org/10.15252/msb.202010127inflammationNF‐κBTNFtranscriptional bursting
spellingShingle Victor L Bass
Victor C Wong
M Elise Bullock
Suzanne Gaudet
Kathryn Miller‐Jensen
TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genes
Molecular Systems Biology
inflammation
NF‐κB
TNF
transcriptional bursting
title TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genes
title_full TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genes
title_fullStr TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genes
title_full_unstemmed TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genes
title_short TNF stimulation primarily modulates transcriptional burst size of NF‐κB‐regulated genes
title_sort tnf stimulation primarily modulates transcriptional burst size of nf κb regulated genes
topic inflammation
NF‐κB
TNF
transcriptional bursting
url https://doi.org/10.15252/msb.202010127
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