Machine learning helps to determine the diverse conformations of RNA molecules

An innovative technique called HORNET uses atomic force microscopy and a machine-learning architecture called a deep neural network to recapitulate the 3D structures of individual RNA molecules. This method enables the study of the structure and dynamics of RNAs that adopt flexible and variable conformations under biologically relevant conditions. A combination of atomic force microscopy and deep neural networks defines the structures of individual RNA molecules.

Publication Details

Journal
Nature
Published
2024-12-18
DOI
https://doi.org/10.1038/d41586-024-04134-2
Citations
1
Primary Topic
RNA and protein synthesis mechanisms
Type
article
Field-Weighted Citation Impact
0.23
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article

Machine learning helps to determine the diverse conformations of RNA molecules

1 citations
Nature
RNA and protein synthesis mechanisms
0.23
article

Machine learning helps to determine the diverse conformations of RNA molecules

article en
1 citations

Abstract

An innovative technique called HORNET uses atomic force microscopy and a machine-learning architecture called a deep neural network to recapitulate the 3D structures of individual RNA molecules. This method enables the study of the structure and dynamics of RNAs that adopt flexible and variable conformations under biologically relevant conditions. A combination of atomic force microscopy and deep neural networks defines the structures of individual RNA molecules.

Nature
Openalex Percentile: Top 40%
RNA and protein synthesis mechanisms
0.23
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Machine learning helps to determine the diverse conformations of RNA molecules · Nature (2024) | TGRS Research Map | TGRS