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Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range
The formation and viscoelastic properties of condensates of intrinsically disordered proteins (IDPs) is dictated by amino acid sequence and solution conditions. Because of the involvement of biomolecular condensates in cell physiology and disease, advancing our understanding of the relationship betw...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
F1000 Research Limited
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10450847/ https://www.ncbi.nlm.nih.gov/pubmed/37645312 http://dx.doi.org/10.12688/openreseurope.14967.2 |
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author | Tesei, Giulio Lindorff-Larsen, Kresten |
author_facet | Tesei, Giulio Lindorff-Larsen, Kresten |
author_sort | Tesei, Giulio |
collection | PubMed |
description | The formation and viscoelastic properties of condensates of intrinsically disordered proteins (IDPs) is dictated by amino acid sequence and solution conditions. Because of the involvement of biomolecular condensates in cell physiology and disease, advancing our understanding of the relationship between protein sequence and phase separation (PS) may have important implications in the formulation of new therapeutic hypotheses. Here, we present CALVADOS 2, a coarse-grained model of IDPs that accurately predicts conformational properties and propensities to undergo PS for diverse sequences and solution conditions. In particular, we systematically study the effect of varying the range of the nonionic interactions and use our findings to improve the temperature scale of the model. We further optimize the residue-specific model parameters against experimental data on the conformational properties of 55 proteins, while also leveraging 70 hydrophobicity scales from the literature to avoid overfitting the training data. Extensive testing shows that the model accurately predicts chain compaction and PS propensity for sequences of diverse length and charge patterning, as well as at different temperatures and salt concentrations. |
format | Online Article Text |
id | pubmed-10450847 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | F1000 Research Limited |
record_format | MEDLINE/PubMed |
spelling | pubmed-104508472023-08-29 Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range Tesei, Giulio Lindorff-Larsen, Kresten Open Res Eur Research Article The formation and viscoelastic properties of condensates of intrinsically disordered proteins (IDPs) is dictated by amino acid sequence and solution conditions. Because of the involvement of biomolecular condensates in cell physiology and disease, advancing our understanding of the relationship between protein sequence and phase separation (PS) may have important implications in the formulation of new therapeutic hypotheses. Here, we present CALVADOS 2, a coarse-grained model of IDPs that accurately predicts conformational properties and propensities to undergo PS for diverse sequences and solution conditions. In particular, we systematically study the effect of varying the range of the nonionic interactions and use our findings to improve the temperature scale of the model. We further optimize the residue-specific model parameters against experimental data on the conformational properties of 55 proteins, while also leveraging 70 hydrophobicity scales from the literature to avoid overfitting the training data. Extensive testing shows that the model accurately predicts chain compaction and PS propensity for sequences of diverse length and charge patterning, as well as at different temperatures and salt concentrations. F1000 Research Limited 2023-01-17 /pmc/articles/PMC10450847/ /pubmed/37645312 http://dx.doi.org/10.12688/openreseurope.14967.2 Text en Copyright: © 2023 Tesei G and Lindorff-Larsen K https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Tesei, Giulio Lindorff-Larsen, Kresten Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range |
title | Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range |
title_full | Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range |
title_fullStr | Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range |
title_full_unstemmed | Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range |
title_short | Improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range |
title_sort | improved predictions of phase behaviour of intrinsically disordered proteins by tuning the interaction range |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10450847/ https://www.ncbi.nlm.nih.gov/pubmed/37645312 http://dx.doi.org/10.12688/openreseurope.14967.2 |
work_keys_str_mv | AT teseigiulio improvedpredictionsofphasebehaviourofintrinsicallydisorderedproteinsbytuningtheinteractionrange AT lindorfflarsenkresten improvedpredictionsofphasebehaviourofintrinsicallydisorderedproteinsbytuningtheinteractionrange |