Structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities

An increasing number of amyloid structures are determined. Here, the authors present the structure-based amyloid core sequence prediction method Cordax that is based on machine learning and allows the detection of aggregation-prone regions with higher solubility, disorder and surface exposure, and f...

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Autores principales: Nikolaos Louros, Gabriele Orlando, Matthias De Vleeschouwer, Frederic Rousseau, Joost Schymkowitz
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/2a64a32adfa14ef9a2a2d237d6f0b10b
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spelling oai:doaj.org-article:2a64a32adfa14ef9a2a2d237d6f0b10b2021-12-02T16:31:47ZStructure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities10.1038/s41467-020-17207-32041-1723https://doaj.org/article/2a64a32adfa14ef9a2a2d237d6f0b10b2020-07-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-17207-3https://doaj.org/toc/2041-1723An increasing number of amyloid structures are determined. Here, the authors present the structure-based amyloid core sequence prediction method Cordax that is based on machine learning and allows the detection of aggregation-prone regions with higher solubility, disorder and surface exposure, and furthermore predicts the structural topology, orientation and overall architecture of the resulting putative fibril core.Nikolaos LourosGabriele OrlandoMatthias De VleeschouwerFrederic RousseauJoost SchymkowitzNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-13 (2020)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Nikolaos Louros
Gabriele Orlando
Matthias De Vleeschouwer
Frederic Rousseau
Joost Schymkowitz
Structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities
description An increasing number of amyloid structures are determined. Here, the authors present the structure-based amyloid core sequence prediction method Cordax that is based on machine learning and allows the detection of aggregation-prone regions with higher solubility, disorder and surface exposure, and furthermore predicts the structural topology, orientation and overall architecture of the resulting putative fibril core.
format article
author Nikolaos Louros
Gabriele Orlando
Matthias De Vleeschouwer
Frederic Rousseau
Joost Schymkowitz
author_facet Nikolaos Louros
Gabriele Orlando
Matthias De Vleeschouwer
Frederic Rousseau
Joost Schymkowitz
author_sort Nikolaos Louros
title Structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities
title_short Structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities
title_full Structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities
title_fullStr Structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities
title_full_unstemmed Structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities
title_sort structure-based machine-guided mapping of amyloid sequence space reveals uncharted sequence clusters with higher solubilities
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/2a64a32adfa14ef9a2a2d237d6f0b10b
work_keys_str_mv AT nikolaoslouros structurebasedmachineguidedmappingofamyloidsequencespacerevealsunchartedsequenceclusterswithhighersolubilities
AT gabrieleorlando structurebasedmachineguidedmappingofamyloidsequencespacerevealsunchartedsequenceclusterswithhighersolubilities
AT matthiasdevleeschouwer structurebasedmachineguidedmappingofamyloidsequencespacerevealsunchartedsequenceclusterswithhighersolubilities
AT fredericrousseau structurebasedmachineguidedmappingofamyloidsequencespacerevealsunchartedsequenceclusterswithhighersolubilities
AT joostschymkowitz structurebasedmachineguidedmappingofamyloidsequencespacerevealsunchartedsequenceclusterswithhighersolubilities
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