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Designer genes courtesy of artificial intelligence

The core promoter determines not only where gene transcription initiates but also the transcriptional activity in both basal and enhancer-induced conditions. Multiple short sequence elements within the core promoter have been identified in different species, but how they function together and to wha...

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Detalles Bibliográficos
Autor principal: Hoffmann, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10270197/
https://www.ncbi.nlm.nih.gov/pubmed/37253615
http://dx.doi.org/10.1101/gad.350783.123
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author Hoffmann, Alexander
author_facet Hoffmann, Alexander
author_sort Hoffmann, Alexander
collection PubMed
description The core promoter determines not only where gene transcription initiates but also the transcriptional activity in both basal and enhancer-induced conditions. Multiple short sequence elements within the core promoter have been identified in different species, but how they function together and to what extent they are truly species-specific has remained unclear. In this issue of Genes & Development, Vo ngoc and colleagues (pp. 377–382) report undertaking massively parallel measurements of synthetic core promoters to generate a large data set of their activities that informs a statistical learning model to identify the sequence differences of human and Drosophila core promoters. This machine learning model was then applied to design gene core promoters that are particularly specific for the human transcriptional machinery.
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spelling pubmed-102701972023-06-16 Designer genes courtesy of artificial intelligence Hoffmann, Alexander Genes Dev Outlook The core promoter determines not only where gene transcription initiates but also the transcriptional activity in both basal and enhancer-induced conditions. Multiple short sequence elements within the core promoter have been identified in different species, but how they function together and to what extent they are truly species-specific has remained unclear. In this issue of Genes & Development, Vo ngoc and colleagues (pp. 377–382) report undertaking massively parallel measurements of synthetic core promoters to generate a large data set of their activities that informs a statistical learning model to identify the sequence differences of human and Drosophila core promoters. This machine learning model was then applied to design gene core promoters that are particularly specific for the human transcriptional machinery. Cold Spring Harbor Laboratory Press 2023-05-01 /pmc/articles/PMC10270197/ /pubmed/37253615 http://dx.doi.org/10.1101/gad.350783.123 Text en © 2023 Hoffmann; Published by Cold Spring Harbor Laboratory Press https://creativecommons.org/licenses/by-nc/4.0/This article, published in Genes & Development, is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Outlook
Hoffmann, Alexander
Designer genes courtesy of artificial intelligence
title Designer genes courtesy of artificial intelligence
title_full Designer genes courtesy of artificial intelligence
title_fullStr Designer genes courtesy of artificial intelligence
title_full_unstemmed Designer genes courtesy of artificial intelligence
title_short Designer genes courtesy of artificial intelligence
title_sort designer genes courtesy of artificial intelligence
topic Outlook
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10270197/
https://www.ncbi.nlm.nih.gov/pubmed/37253615
http://dx.doi.org/10.1101/gad.350783.123
work_keys_str_mv AT hoffmannalexander designergenescourtesyofartificialintelligence