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Design of experiments to investigate multi-additive cellulose nanocrystal films

Cellulose nanocrystal (CNC) suspensions can self-assemble into chiral nematic films upon the slow evaporation of water. These films are brittle, as indicated by their fracturing instead of plastically deforming once they are fully elastically deformed. This aspect can be mediated to some extent by p...

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Autores principales: Nilsson, Patrik, Engström, Åsa, Kaschuk, Joice Jaqueline, Vapaavuori, Jaana, Larsson, Arvid, Abitbol, Tiffany
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9673984/
https://www.ncbi.nlm.nih.gov/pubmed/36406274
http://dx.doi.org/10.3389/fmolb.2022.988600
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author Nilsson, Patrik
Engström, Åsa
Kaschuk, Joice Jaqueline
Vapaavuori, Jaana
Larsson, Arvid
Abitbol, Tiffany
author_facet Nilsson, Patrik
Engström, Åsa
Kaschuk, Joice Jaqueline
Vapaavuori, Jaana
Larsson, Arvid
Abitbol, Tiffany
author_sort Nilsson, Patrik
collection PubMed
description Cellulose nanocrystal (CNC) suspensions can self-assemble into chiral nematic films upon the slow evaporation of water. These films are brittle, as indicated by their fracturing instead of plastically deforming once they are fully elastically deformed. This aspect can be mediated to some extent by plasticizing additives, such as glucose and glycerol, however, few reports consider more than one additive at a time or address the influence of additive content on the homogeneity of the self-assembled structure. In this work, design of experiments (DoE) was used to empirically model complex film compositions, attempting to relate additive concentrations in dilute suspension to film properties, and to understand whether outcome specific predictions are possible using this approach. We demonstrate that DoE can be used to predict film properties in multi-additive systems, without consideration given to the different phenomena that occur along the drying process or to the nature of the additives. Additionally, a homogeneity metric is introduced in relation to chiral nematic organization in CNC films, with most of the additive-containing compositions in this work found to reduce the homogeneity of the self-assembly relative to pure CNC films.
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spelling pubmed-96739842022-11-19 Design of experiments to investigate multi-additive cellulose nanocrystal films Nilsson, Patrik Engström, Åsa Kaschuk, Joice Jaqueline Vapaavuori, Jaana Larsson, Arvid Abitbol, Tiffany Front Mol Biosci Molecular Biosciences Cellulose nanocrystal (CNC) suspensions can self-assemble into chiral nematic films upon the slow evaporation of water. These films are brittle, as indicated by their fracturing instead of plastically deforming once they are fully elastically deformed. This aspect can be mediated to some extent by plasticizing additives, such as glucose and glycerol, however, few reports consider more than one additive at a time or address the influence of additive content on the homogeneity of the self-assembled structure. In this work, design of experiments (DoE) was used to empirically model complex film compositions, attempting to relate additive concentrations in dilute suspension to film properties, and to understand whether outcome specific predictions are possible using this approach. We demonstrate that DoE can be used to predict film properties in multi-additive systems, without consideration given to the different phenomena that occur along the drying process or to the nature of the additives. Additionally, a homogeneity metric is introduced in relation to chiral nematic organization in CNC films, with most of the additive-containing compositions in this work found to reduce the homogeneity of the self-assembly relative to pure CNC films. Frontiers Media S.A. 2022-11-04 /pmc/articles/PMC9673984/ /pubmed/36406274 http://dx.doi.org/10.3389/fmolb.2022.988600 Text en Copyright © 2022 Nilsson, Engström, Kaschuk, Vapaavuori, Larsson and Abitbol. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Molecular Biosciences
Nilsson, Patrik
Engström, Åsa
Kaschuk, Joice Jaqueline
Vapaavuori, Jaana
Larsson, Arvid
Abitbol, Tiffany
Design of experiments to investigate multi-additive cellulose nanocrystal films
title Design of experiments to investigate multi-additive cellulose nanocrystal films
title_full Design of experiments to investigate multi-additive cellulose nanocrystal films
title_fullStr Design of experiments to investigate multi-additive cellulose nanocrystal films
title_full_unstemmed Design of experiments to investigate multi-additive cellulose nanocrystal films
title_short Design of experiments to investigate multi-additive cellulose nanocrystal films
title_sort design of experiments to investigate multi-additive cellulose nanocrystal films
topic Molecular Biosciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9673984/
https://www.ncbi.nlm.nih.gov/pubmed/36406274
http://dx.doi.org/10.3389/fmolb.2022.988600
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