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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Nature Portfolio
2021
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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) |
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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 |
_version_ |
1718429132375719936 |