Deep learning to predict the lab-of-origin of engineered DNA
The synthetic biology era has seen a rapidly growing number of engineered DNA sequences. Here, the authors develop a deep learning method to predict the lab-of-origin of a DNA sequence based on hidden design signatures.
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Nature Portfolio
2018
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oai:doaj.org-article:aff74158519949ea8e1e1dec52978d202021-12-02T17:32:48ZDeep learning to predict the lab-of-origin of engineered DNA10.1038/s41467-018-05378-z2041-1723https://doaj.org/article/aff74158519949ea8e1e1dec52978d202018-08-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-05378-zhttps://doaj.org/toc/2041-1723The synthetic biology era has seen a rapidly growing number of engineered DNA sequences. Here, the authors develop a deep learning method to predict the lab-of-origin of a DNA sequence based on hidden design signatures.Alec A. K. NielsenChristopher A. VoigtNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-10 (2018) |
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DOAJ |
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EN |
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Science Q |
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Science Q Alec A. K. Nielsen Christopher A. Voigt Deep learning to predict the lab-of-origin of engineered DNA |
description |
The synthetic biology era has seen a rapidly growing number of engineered DNA sequences. Here, the authors develop a deep learning method to predict the lab-of-origin of a DNA sequence based on hidden design signatures. |
format |
article |
author |
Alec A. K. Nielsen Christopher A. Voigt |
author_facet |
Alec A. K. Nielsen Christopher A. Voigt |
author_sort |
Alec A. K. Nielsen |
title |
Deep learning to predict the lab-of-origin of engineered DNA |
title_short |
Deep learning to predict the lab-of-origin of engineered DNA |
title_full |
Deep learning to predict the lab-of-origin of engineered DNA |
title_fullStr |
Deep learning to predict the lab-of-origin of engineered DNA |
title_full_unstemmed |
Deep learning to predict the lab-of-origin of engineered DNA |
title_sort |
deep learning to predict the lab-of-origin of engineered dna |
publisher |
Nature Portfolio |
publishDate |
2018 |
url |
https://doaj.org/article/aff74158519949ea8e1e1dec52978d20 |
work_keys_str_mv |
AT alecaknielsen deeplearningtopredictthelaboforiginofengineereddna AT christopheravoigt deeplearningtopredictthelaboforiginofengineereddna |
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1718380208392765440 |