Local DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana

Methods to predict transcription factor binding sites typically focus on sequence motifs without considering DNA shape. Here the authors use a random forest machine learning approach that incorporates DNA shape and improves binding site prediction for Arabidopsis thaliana transcription factors.

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Autores principales: Janik Sielemann, Donat Wulf, Romy Schmidt, Andrea Bräutigam
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/cf39f456ff7a42b1a4a99eb3f1b5ea9d
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spelling oai:doaj.org-article:cf39f456ff7a42b1a4a99eb3f1b5ea9d2021-11-14T12:36:14ZLocal DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana10.1038/s41467-021-26819-22041-1723https://doaj.org/article/cf39f456ff7a42b1a4a99eb3f1b5ea9d2021-11-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-26819-2https://doaj.org/toc/2041-1723Methods to predict transcription factor binding sites typically focus on sequence motifs without considering DNA shape. Here the authors use a random forest machine learning approach that incorporates DNA shape and improves binding site prediction for Arabidopsis thaliana transcription factors.Janik SielemannDonat WulfRomy SchmidtAndrea BräutigamNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-8 (2021)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Janik Sielemann
Donat Wulf
Romy Schmidt
Andrea Bräutigam
Local DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana
description Methods to predict transcription factor binding sites typically focus on sequence motifs without considering DNA shape. Here the authors use a random forest machine learning approach that incorporates DNA shape and improves binding site prediction for Arabidopsis thaliana transcription factors.
format article
author Janik Sielemann
Donat Wulf
Romy Schmidt
Andrea Bräutigam
author_facet Janik Sielemann
Donat Wulf
Romy Schmidt
Andrea Bräutigam
author_sort Janik Sielemann
title Local DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana
title_short Local DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana
title_full Local DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana
title_fullStr Local DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana
title_full_unstemmed Local DNA shape is a general principle of transcription factor binding specificity in Arabidopsis thaliana
title_sort local dna shape is a general principle of transcription factor binding specificity in arabidopsis thaliana
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/cf39f456ff7a42b1a4a99eb3f1b5ea9d
work_keys_str_mv AT janiksielemann localdnashapeisageneralprincipleoftranscriptionfactorbindingspecificityinarabidopsisthaliana
AT donatwulf localdnashapeisageneralprincipleoftranscriptionfactorbindingspecificityinarabidopsisthaliana
AT romyschmidt localdnashapeisageneralprincipleoftranscriptionfactorbindingspecificityinarabidopsisthaliana
AT andreabrautigam localdnashapeisageneralprincipleoftranscriptionfactorbindingspecificityinarabidopsisthaliana
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