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Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths

[Image: see text] In this work, we demonstrate the existence of linear relationships between gas-phase equilibrium bond lengths of the guanidine skeleton of 2-(arylamino)imidazolines and their aqueous pK(a) value. For a training set of 22 compounds, in the most stable conformation of their lowest en...

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Autores principales: Caine, Beth A., Dardonville, Christophe, Popelier, Paul L. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2018
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6641350/
https://www.ncbi.nlm.nih.gov/pubmed/31458625
http://dx.doi.org/10.1021/acsomega.8b00142
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author Caine, Beth A.
Dardonville, Christophe
Popelier, Paul L. A.
author_facet Caine, Beth A.
Dardonville, Christophe
Popelier, Paul L. A.
author_sort Caine, Beth A.
collection PubMed
description [Image: see text] In this work, we demonstrate the existence of linear relationships between gas-phase equilibrium bond lengths of the guanidine skeleton of 2-(arylamino)imidazolines and their aqueous pK(a) value. For a training set of 22 compounds, in the most stable conformation of their lowest energy tautomeric form, three bonds were found to exhibit r(2) and q(2) values >0.95 and root-mean-squared-error of estimation values ≤0.25 when regressed individually against pK(a). The equations describing these one-bond-length linear relationships, in addition to a multiple linear regression model using all three bond lengths, were then used to predict the experimental pK(a) values of an external test set of further 27 derivatives. The optimal protocol we derive here shows an overall mean absolute error (MAE) of 0.20 and standard deviation of errors of 0.18 for the test set. Predictions for a second test set of diphenyl-based bis(2-iminoimidazolidines) yielded an MAE of 0.27 and a standard deviation of 0.10. The predictive power of the optimal model is further demonstrated by its ability to correct erroneously reported experimental values. Finally, a previously established guanidine model is recalibrated at a new level of theory, and predictions are made for novel phenylguanidine derivatives, showing an MAE of just 0.29. The protocols established and tested here pass both of Roy’s modern and stringent MAE-based criteria for a “good” quantitative structure–activity relationship/quantitative structure–property relationship model predictivity. Notably, the ab initio bond length high correlation subset protocol developed in this work demonstrates lower MAE values than the Marvin program by ChemAxon for all test sets.
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spelling pubmed-66413502019-08-27 Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths Caine, Beth A. Dardonville, Christophe Popelier, Paul L. A. ACS Omega [Image: see text] In this work, we demonstrate the existence of linear relationships between gas-phase equilibrium bond lengths of the guanidine skeleton of 2-(arylamino)imidazolines and their aqueous pK(a) value. For a training set of 22 compounds, in the most stable conformation of their lowest energy tautomeric form, three bonds were found to exhibit r(2) and q(2) values >0.95 and root-mean-squared-error of estimation values ≤0.25 when regressed individually against pK(a). The equations describing these one-bond-length linear relationships, in addition to a multiple linear regression model using all three bond lengths, were then used to predict the experimental pK(a) values of an external test set of further 27 derivatives. The optimal protocol we derive here shows an overall mean absolute error (MAE) of 0.20 and standard deviation of errors of 0.18 for the test set. Predictions for a second test set of diphenyl-based bis(2-iminoimidazolidines) yielded an MAE of 0.27 and a standard deviation of 0.10. The predictive power of the optimal model is further demonstrated by its ability to correct erroneously reported experimental values. Finally, a previously established guanidine model is recalibrated at a new level of theory, and predictions are made for novel phenylguanidine derivatives, showing an MAE of just 0.29. The protocols established and tested here pass both of Roy’s modern and stringent MAE-based criteria for a “good” quantitative structure–activity relationship/quantitative structure–property relationship model predictivity. Notably, the ab initio bond length high correlation subset protocol developed in this work demonstrates lower MAE values than the Marvin program by ChemAxon for all test sets. American Chemical Society 2018-04-05 /pmc/articles/PMC6641350/ /pubmed/31458625 http://dx.doi.org/10.1021/acsomega.8b00142 Text en Copyright © 2018 American Chemical Society This is an open access article published under a Creative Commons Attribution (CC-BY) License (http://pubs.acs.org/page/policy/authorchoice_ccby_termsofuse.html) , which permits unrestricted use, distribution and reproduction in any medium, provided the author and source are cited.
spellingShingle Caine, Beth A.
Dardonville, Christophe
Popelier, Paul L. A.
Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths
title Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths
title_full Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths
title_fullStr Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths
title_full_unstemmed Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths
title_short Prediction of Aqueous pK(a) Values for Guanidine-Containing Compounds Using Ab Initio Gas-Phase Equilibrium Bond Lengths
title_sort prediction of aqueous pk(a) values for guanidine-containing compounds using ab initio gas-phase equilibrium bond lengths
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6641350/
https://www.ncbi.nlm.nih.gov/pubmed/31458625
http://dx.doi.org/10.1021/acsomega.8b00142
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