Deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure

Regulatory and coding regions of genes are shaped by evolution to control expression levels. Here, the authors use deep learning to identify rules controlling gene expression levels and suggest that all parts of the gene regulatory structure interact in this.

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Autores principales: Jan Zrimec, Christoph S. Börlin, Filip Buric, Azam Sheikh Muhammad, Rhongzen Chen, Verena Siewers, Vilhelm Verendel, Jens Nielsen, Mats Töpel, Aleksej Zelezniak
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/a9186003c7214e17a2d079a1c50e08ae
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spelling oai:doaj.org-article:a9186003c7214e17a2d079a1c50e08ae2021-12-02T17:32:57ZDeep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure10.1038/s41467-020-19921-42041-1723https://doaj.org/article/a9186003c7214e17a2d079a1c50e08ae2020-12-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-19921-4https://doaj.org/toc/2041-1723Regulatory and coding regions of genes are shaped by evolution to control expression levels. Here, the authors use deep learning to identify rules controlling gene expression levels and suggest that all parts of the gene regulatory structure interact in this.Jan ZrimecChristoph S. BörlinFilip BuricAzam Sheikh MuhammadRhongzen ChenVerena SiewersVilhelm VerendelJens NielsenMats TöpelAleksej ZelezniakNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-16 (2020)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Jan Zrimec
Christoph S. Börlin
Filip Buric
Azam Sheikh Muhammad
Rhongzen Chen
Verena Siewers
Vilhelm Verendel
Jens Nielsen
Mats Töpel
Aleksej Zelezniak
Deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure
description Regulatory and coding regions of genes are shaped by evolution to control expression levels. Here, the authors use deep learning to identify rules controlling gene expression levels and suggest that all parts of the gene regulatory structure interact in this.
format article
author Jan Zrimec
Christoph S. Börlin
Filip Buric
Azam Sheikh Muhammad
Rhongzen Chen
Verena Siewers
Vilhelm Verendel
Jens Nielsen
Mats Töpel
Aleksej Zelezniak
author_facet Jan Zrimec
Christoph S. Börlin
Filip Buric
Azam Sheikh Muhammad
Rhongzen Chen
Verena Siewers
Vilhelm Verendel
Jens Nielsen
Mats Töpel
Aleksej Zelezniak
author_sort Jan Zrimec
title Deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure
title_short Deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure
title_full Deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure
title_fullStr Deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure
title_full_unstemmed Deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure
title_sort deep learning suggests that gene expression is encoded in all parts of a co-evolving interacting gene regulatory structure
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/a9186003c7214e17a2d079a1c50e08ae
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