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ILPC: simple chemometric tool supporting the design of ionic liquids

BACKGROUND: Ionic liquids (ILs) found a variety of applications in today’s chemistry. Since their properties depend on the ions constituting particular ionic liquid, it is possible to synthetize IL with desired specification, dependently on its further function. However, this task is not trivial, si...

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Autores principales: Barycki, Maciej, Sosnowska, Anita, Piotrowska, Magdalena, Urbaszek, Piotr, Rybinska, Anna, Grzonkowska, Monika, Puzyn, Tomasz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4991077/
https://www.ncbi.nlm.nih.gov/pubmed/27547246
http://dx.doi.org/10.1186/s13321-016-0152-4
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author Barycki, Maciej
Sosnowska, Anita
Piotrowska, Magdalena
Urbaszek, Piotr
Rybinska, Anna
Grzonkowska, Monika
Puzyn, Tomasz
author_facet Barycki, Maciej
Sosnowska, Anita
Piotrowska, Magdalena
Urbaszek, Piotr
Rybinska, Anna
Grzonkowska, Monika
Puzyn, Tomasz
author_sort Barycki, Maciej
collection PubMed
description BACKGROUND: Ionic liquids (ILs) found a variety of applications in today’s chemistry. Since their properties depend on the ions constituting particular ionic liquid, it is possible to synthetize IL with desired specification, dependently on its further function. However, this task is not trivial, since knowledge regarding the influence of particular ion on the property of concern is crucial. Therefore, there is a strong need for new, fast and inexpensive methods supporting the process of ionic liquids’ design, making it possible to predefine IL’s properties even before the synthesis. RESULTS: We have developed a simple tool (called Ionic Liquid PhysicoChemical predictor: ILPC) that allows for the simultaneous qualitative prediction of four physicochemical properties of ionic liquids: viscosity, n-octanol–water partition coefficient, solubility and enthalpy of fusion. By the means of Principal Component Analysis, we studied 172 ILs and defined distribution trends of those four properties, dependently on the ILs structures. We proved that the qualitative prediction of mentioned properties could be performed on the basis of most simple information we can deliver about ILs, which are their molecular formulas. CONCLUSIONS: Created tool presented in this paper allows fast, pre-synthesis screening of ILs, with the omission of any experimental steps. It can be helpful in the process of designing ILs with preferred properties. We proved that the information encrypted in molecular formula of ionic liquid could be a valuable source of knowledge regarding the IL’s viscosity, n-octanol–water partition coefficient, solubility and enthalpy of fusion. Moreover, we proved that the influence of both ions, constituting the IL, on each of those four properties indicates same, additive trend. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13321-016-0152-4) contains supplementary material, which is available to authorized users.
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spelling pubmed-49910772016-08-20 ILPC: simple chemometric tool supporting the design of ionic liquids Barycki, Maciej Sosnowska, Anita Piotrowska, Magdalena Urbaszek, Piotr Rybinska, Anna Grzonkowska, Monika Puzyn, Tomasz J Cheminform Research Article BACKGROUND: Ionic liquids (ILs) found a variety of applications in today’s chemistry. Since their properties depend on the ions constituting particular ionic liquid, it is possible to synthetize IL with desired specification, dependently on its further function. However, this task is not trivial, since knowledge regarding the influence of particular ion on the property of concern is crucial. Therefore, there is a strong need for new, fast and inexpensive methods supporting the process of ionic liquids’ design, making it possible to predefine IL’s properties even before the synthesis. RESULTS: We have developed a simple tool (called Ionic Liquid PhysicoChemical predictor: ILPC) that allows for the simultaneous qualitative prediction of four physicochemical properties of ionic liquids: viscosity, n-octanol–water partition coefficient, solubility and enthalpy of fusion. By the means of Principal Component Analysis, we studied 172 ILs and defined distribution trends of those four properties, dependently on the ILs structures. We proved that the qualitative prediction of mentioned properties could be performed on the basis of most simple information we can deliver about ILs, which are their molecular formulas. CONCLUSIONS: Created tool presented in this paper allows fast, pre-synthesis screening of ILs, with the omission of any experimental steps. It can be helpful in the process of designing ILs with preferred properties. We proved that the information encrypted in molecular formula of ionic liquid could be a valuable source of knowledge regarding the IL’s viscosity, n-octanol–water partition coefficient, solubility and enthalpy of fusion. Moreover, we proved that the influence of both ions, constituting the IL, on each of those four properties indicates same, additive trend. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13321-016-0152-4) contains supplementary material, which is available to authorized users. Springer International Publishing 2016-08-19 /pmc/articles/PMC4991077/ /pubmed/27547246 http://dx.doi.org/10.1186/s13321-016-0152-4 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Barycki, Maciej
Sosnowska, Anita
Piotrowska, Magdalena
Urbaszek, Piotr
Rybinska, Anna
Grzonkowska, Monika
Puzyn, Tomasz
ILPC: simple chemometric tool supporting the design of ionic liquids
title ILPC: simple chemometric tool supporting the design of ionic liquids
title_full ILPC: simple chemometric tool supporting the design of ionic liquids
title_fullStr ILPC: simple chemometric tool supporting the design of ionic liquids
title_full_unstemmed ILPC: simple chemometric tool supporting the design of ionic liquids
title_short ILPC: simple chemometric tool supporting the design of ionic liquids
title_sort ilpc: simple chemometric tool supporting the design of ionic liquids
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4991077/
https://www.ncbi.nlm.nih.gov/pubmed/27547246
http://dx.doi.org/10.1186/s13321-016-0152-4
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