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  4. Statistical learning quantifies transposable element-mediated cis-regulation
 
research article

Statistical learning quantifies transposable element-mediated cis-regulation

Pulver, Cyril  
•
Grun, Delphine  
•
Duc, Julien  
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2023
Genome Biology

Background: Transposable elements (TEs) have colonized the genomes of most metazoans, and many TE-embedded sequences function as cis-regulatory elements (CREs) for genes involved in a wide range of biological processes from early embryo- genesis to innate immune responses. Because of their repetitive nature, TEs have the potential to form CRE platforms enabling the coordinated and genome-wide regulation of protein-coding genes by only a handful of trans-acting transcription fac- tors (TFs). Results: Here, we directly test this hypothesis through mathematical modeling and demonstrate that differences in expression at protein-coding genes alone are sufficient to estimate the magnitude and significance of TE-contributed cis-regulatory activities, even in contexts where TE-derived transcription fails to do so. We leverage hundreds of overexpression experiments and estimate that, overall, gene expression is influenced by TE-embedded CREs situated within approximately 500 kb of promot- ers. Focusing on the cis-regulatory potential of TEs within the gene regulatory network of human embryonic stem cells, we find that pluripotency-specific and evolutionarily young TE subfamilies can be reactivated by TFs involved in post-implantation embryo- genesis. Finally, we show that TE subfamilies can be split into truly regulatorily active versus inactive fractions based on additional information such as matched epigenomic data, observing that TF binding may better predict TE cis-regulatory activity than differ- ences in histone marks. Conclusion: Our results suggest that TE-embedded CREs contribute to gene regula- tion during and beyond gastrulation. On a methodological level, we provide a statisti- cal tool that infers TE-dependent cis-regulation from RNA-seq data alone, thus facilitat- ing the study of TEs in the next-generation sequencing era.

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Type
research article
DOI
10.1186/s13059-023-03085-7
Author(s)
Pulver, Cyril  
Grun, Delphine  
Duc, Julien  
Sheppard, Shaoline  
Planet, Evarist  
Coudray, Alexandre  
de Fondeville, Raphaël  
Pontis, Julien  
Trono, Didier  
Date Issued

2023

Published in
Genome Biology
Volume

24

Issue

258

Subjects

Transposable elements

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Transcription factors

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Gene regulation

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Cis-regulatory elements

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Embryogenesis

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Gastrulation

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Endoderm

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Mesendoderm

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Germ layer

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Gene regulatory networks

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Epigenomics

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Transcriptomics

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Regulatory motif activity

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RNA-seq

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CRISPRi

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CRISPRa

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GATA6

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EOMES

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SOX15

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LTR6

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LTR5

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SVA

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PRIMA4-LTR

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MER4A

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MER4D

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LVG  
Available on Infoscience
November 24, 2023
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/202380
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