Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning

Neutral networks, which are sets of genotypes connected via single mutations that share the same phenotype, are important for evolvability. Here, the authors provide experimental evidence of a neutral network in an RNA enzyme using a high-throughput assay and deep learning.

Bibliographic Details
Main Authors: Rachapun Rotrattanadumrong, Yohei Yokobayashi
Format: Article
Language:English
Published: Nature Portfolio 2022-08-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-022-32538-z
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author Rachapun Rotrattanadumrong
Yohei Yokobayashi
author_facet Rachapun Rotrattanadumrong
Yohei Yokobayashi
author_sort Rachapun Rotrattanadumrong
collection DOAJ
description Neutral networks, which are sets of genotypes connected via single mutations that share the same phenotype, are important for evolvability. Here, the authors provide experimental evidence of a neutral network in an RNA enzyme using a high-throughput assay and deep learning.
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spelling doaj.art-30192a0a88c148c6b5f0d232be96ce712022-12-22T04:01:23ZengNature PortfolioNature Communications2041-17232022-08-0113111410.1038/s41467-022-32538-zExperimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learningRachapun Rotrattanadumrong0Yohei Yokobayashi1Nucleic Acid Chemistry and Engineering Unit, Okinawa Institute of Science and Technology Graduate UniversityNucleic Acid Chemistry and Engineering Unit, Okinawa Institute of Science and Technology Graduate UniversityNeutral networks, which are sets of genotypes connected via single mutations that share the same phenotype, are important for evolvability. Here, the authors provide experimental evidence of a neutral network in an RNA enzyme using a high-throughput assay and deep learning.https://doi.org/10.1038/s41467-022-32538-z
spellingShingle Rachapun Rotrattanadumrong
Yohei Yokobayashi
Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning
Nature Communications
title Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning
title_full Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning
title_fullStr Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning
title_full_unstemmed Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning
title_short Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning
title_sort experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning
url https://doi.org/10.1038/s41467-022-32538-z
work_keys_str_mv AT rachapunrotrattanadumrong experimentalexplorationofaribozymeneutralnetworkusingevolutionaryalgorithmanddeeplearning
AT yoheiyokobayashi experimentalexplorationofaribozymeneutralnetworkusingevolutionaryalgorithmanddeeplearning