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Stochastic master equation for early protein aggregation in the transthyretin amyloid disease
It is significant to understand the earliest molecular events occurring in the nucleation of the amyloid aggregation cascade for the prevention of amyloid related diseases such as transthyretin amyloid disease. We develop chemical master equation for the aggregation of monomers into oligomers using...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7381670/ https://www.ncbi.nlm.nih.gov/pubmed/32709875 http://dx.doi.org/10.1038/s41598-020-69319-x |
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author | Liu, Ruo-Nan Kang, Yan-Mei |
author_facet | Liu, Ruo-Nan Kang, Yan-Mei |
author_sort | Liu, Ruo-Nan |
collection | PubMed |
description | It is significant to understand the earliest molecular events occurring in the nucleation of the amyloid aggregation cascade for the prevention of amyloid related diseases such as transthyretin amyloid disease. We develop chemical master equation for the aggregation of monomers into oligomers using reaction rate law in chemical kinetics. For this stochastic model, lognormal moment closure method is applied to track the evolution of relevant statistical moments and its high accuracy is confirmed by the results obtained from Gillespie’s stochastic simulation algorithm. Our results show that the formation of oligomers is highly dependent on the number of monomers. Furthermore, the misfolding rate also has an important impact on the process of oligomers formation. The quantitative investigation should be helpful for shedding more light on the mechanism of amyloid fibril nucleation. |
format | Online Article Text |
id | pubmed-7381670 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73816702020-07-28 Stochastic master equation for early protein aggregation in the transthyretin amyloid disease Liu, Ruo-Nan Kang, Yan-Mei Sci Rep Article It is significant to understand the earliest molecular events occurring in the nucleation of the amyloid aggregation cascade for the prevention of amyloid related diseases such as transthyretin amyloid disease. We develop chemical master equation for the aggregation of monomers into oligomers using reaction rate law in chemical kinetics. For this stochastic model, lognormal moment closure method is applied to track the evolution of relevant statistical moments and its high accuracy is confirmed by the results obtained from Gillespie’s stochastic simulation algorithm. Our results show that the formation of oligomers is highly dependent on the number of monomers. Furthermore, the misfolding rate also has an important impact on the process of oligomers formation. The quantitative investigation should be helpful for shedding more light on the mechanism of amyloid fibril nucleation. Nature Publishing Group UK 2020-07-24 /pmc/articles/PMC7381670/ /pubmed/32709875 http://dx.doi.org/10.1038/s41598-020-69319-x Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Liu, Ruo-Nan Kang, Yan-Mei Stochastic master equation for early protein aggregation in the transthyretin amyloid disease |
title | Stochastic master equation for early protein aggregation in the transthyretin amyloid disease |
title_full | Stochastic master equation for early protein aggregation in the transthyretin amyloid disease |
title_fullStr | Stochastic master equation for early protein aggregation in the transthyretin amyloid disease |
title_full_unstemmed | Stochastic master equation for early protein aggregation in the transthyretin amyloid disease |
title_short | Stochastic master equation for early protein aggregation in the transthyretin amyloid disease |
title_sort | stochastic master equation for early protein aggregation in the transthyretin amyloid disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7381670/ https://www.ncbi.nlm.nih.gov/pubmed/32709875 http://dx.doi.org/10.1038/s41598-020-69319-x |
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