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pIChemiSt — Free Tool for the Calculation of Isoelectric Points of Modified Peptides
[Image: see text] The isoelectric point (pI) is a fundamental physicochemical property of peptides and proteins. It is widely used to steer design away from low solubility and aggregation and guide peptide separation and purification. Experimental measurements of pI can be replaced by calculations k...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9832473/ https://www.ncbi.nlm.nih.gov/pubmed/36573842 http://dx.doi.org/10.1021/acs.jcim.2c01261 |
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author | Frolov, Andrey I. Chankeshwara, Sunay V. Abdulkarim, Zeyed Ghiandoni, Gian Marco |
author_facet | Frolov, Andrey I. Chankeshwara, Sunay V. Abdulkarim, Zeyed Ghiandoni, Gian Marco |
author_sort | Frolov, Andrey I. |
collection | PubMed |
description | [Image: see text] The isoelectric point (pI) is a fundamental physicochemical property of peptides and proteins. It is widely used to steer design away from low solubility and aggregation and guide peptide separation and purification. Experimental measurements of pI can be replaced by calculations knowing the ionizable groups of peptides and their corresponding pK(a) values. Different pK(a) sets are published in the literature for natural amino acids, however, they are insufficient to describe synthetically modified peptides, complex peptides of natural origin, and peptides conjugated with structures of other modalities. Noncanonical modifications (nCAAs) are ignored in the conventional sequence-based pI calculations, therefore producing large errors in their pI predictions. In this work, we describe a pI calculation method that uses the chemical structure as an input, automatically identifies ionizable groups of nCAAs and other fragments, and performs pK(a) predictions for them. The method is validated on a curated set of experimental measures on 29 modified and 119093 natural peptides, providing an improvement of R(2) from 0.74 to 0.95 and 0.96 against the conventional sequence-based approach for modified peptides for the two studied pK(a) prediction tools, ACDlabs and pKaMatcher, correspondingly. The method is available in the form of an open source Python library at https://github.com/AstraZeneca/peptide-tools, which can be integrated into other proprietary and free software packages. We anticipate that the pI calculation tool may facilitate optimization and purification activities across various application domains of peptides, including the development of biopharmaceuticals. |
format | Online Article Text |
id | pubmed-9832473 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-98324732023-01-12 pIChemiSt — Free Tool for the Calculation of Isoelectric Points of Modified Peptides Frolov, Andrey I. Chankeshwara, Sunay V. Abdulkarim, Zeyed Ghiandoni, Gian Marco J Chem Inf Model [Image: see text] The isoelectric point (pI) is a fundamental physicochemical property of peptides and proteins. It is widely used to steer design away from low solubility and aggregation and guide peptide separation and purification. Experimental measurements of pI can be replaced by calculations knowing the ionizable groups of peptides and their corresponding pK(a) values. Different pK(a) sets are published in the literature for natural amino acids, however, they are insufficient to describe synthetically modified peptides, complex peptides of natural origin, and peptides conjugated with structures of other modalities. Noncanonical modifications (nCAAs) are ignored in the conventional sequence-based pI calculations, therefore producing large errors in their pI predictions. In this work, we describe a pI calculation method that uses the chemical structure as an input, automatically identifies ionizable groups of nCAAs and other fragments, and performs pK(a) predictions for them. The method is validated on a curated set of experimental measures on 29 modified and 119093 natural peptides, providing an improvement of R(2) from 0.74 to 0.95 and 0.96 against the conventional sequence-based approach for modified peptides for the two studied pK(a) prediction tools, ACDlabs and pKaMatcher, correspondingly. The method is available in the form of an open source Python library at https://github.com/AstraZeneca/peptide-tools, which can be integrated into other proprietary and free software packages. We anticipate that the pI calculation tool may facilitate optimization and purification activities across various application domains of peptides, including the development of biopharmaceuticals. American Chemical Society 2022-12-27 2023-01-09 /pmc/articles/PMC9832473/ /pubmed/36573842 http://dx.doi.org/10.1021/acs.jcim.2c01261 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Frolov, Andrey I. Chankeshwara, Sunay V. Abdulkarim, Zeyed Ghiandoni, Gian Marco pIChemiSt — Free Tool for the Calculation of Isoelectric Points of Modified Peptides |
title | pIChemiSt — Free
Tool for the
Calculation of Isoelectric Points of Modified Peptides |
title_full | pIChemiSt — Free
Tool for the
Calculation of Isoelectric Points of Modified Peptides |
title_fullStr | pIChemiSt — Free
Tool for the
Calculation of Isoelectric Points of Modified Peptides |
title_full_unstemmed | pIChemiSt — Free
Tool for the
Calculation of Isoelectric Points of Modified Peptides |
title_short | pIChemiSt — Free
Tool for the
Calculation of Isoelectric Points of Modified Peptides |
title_sort | pichemist — free
tool for the
calculation of isoelectric points of modified peptides |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9832473/ https://www.ncbi.nlm.nih.gov/pubmed/36573842 http://dx.doi.org/10.1021/acs.jcim.2c01261 |
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