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Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters
Stability and biological activity of proteins is highly dependent on their physicochemical environment. The development of realistic models of biological systems necessitates quantitative information on the response to changes of external conditions like pH, salinity and concentrations of substrates...
Autores principales: | , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2873295/ https://www.ncbi.nlm.nih.gov/pubmed/20502716 http://dx.doi.org/10.1371/journal.pone.0010727 |
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author | Bonowski, Felix Kitanovic, Ana Ruoff, Peter Holzwarth, Jinda Kitanovic, Igor Ngoc Bui, Van Lederer, Elke Wölfl, Stefan |
author_facet | Bonowski, Felix Kitanovic, Ana Ruoff, Peter Holzwarth, Jinda Kitanovic, Igor Ngoc Bui, Van Lederer, Elke Wölfl, Stefan |
author_sort | Bonowski, Felix |
collection | PubMed |
description | Stability and biological activity of proteins is highly dependent on their physicochemical environment. The development of realistic models of biological systems necessitates quantitative information on the response to changes of external conditions like pH, salinity and concentrations of substrates and allosteric modulators. Changes in just a few variable parameters rapidly lead to large numbers of experimental conditions, which go beyond the experimental capacity of most research groups. We implemented a computer-aided experimenting framework (“robot lab assistant”) that allows us to parameterize abstract, human-readable descriptions of micro-plate based experiments with variable parameters and execute them on a conventional 8 channel liquid handling robot fitted with a sensitive plate reader. A set of newly developed R-packages translates the instructions into machine commands, executes them, collects the data and processes it without user-interaction. By combining script-driven experimental planning, execution and data-analysis, our system can react to experimental outcomes autonomously, allowing outcome-based iterative experimental strategies. The framework was applied in a response-surface model based iterative optimization of buffer conditions and investigation of substrate, allosteric effector, pH and salt dependent activity profiles of pyruvate kinase (PYK). A diprotic model of enzyme kinetics was used to model the combined effects of changing pH and substrate concentrations. The 8 parameters of the model could be estimated from a single two-hour experiment using nonlinear least-squares regression. The model with the estimated parameters successfully predicted pH and PEP dependence of initial reaction rates, while the PEP concentration dependent shift of optimal pH could only be reproduced with a set of manually tweaked parameters. Differences between model-predictions and experimental observations at low pH suggest additional protonation-sites at the enzyme or substrates critical for enzymatic activity. The developed framework is a powerful tool to investigate enzyme reaction specifics and explore biological system behaviour in a wide range of experimental conditions. |
format | Text |
id | pubmed-2873295 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-28732952010-05-25 Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters Bonowski, Felix Kitanovic, Ana Ruoff, Peter Holzwarth, Jinda Kitanovic, Igor Ngoc Bui, Van Lederer, Elke Wölfl, Stefan PLoS One Research Article Stability and biological activity of proteins is highly dependent on their physicochemical environment. The development of realistic models of biological systems necessitates quantitative information on the response to changes of external conditions like pH, salinity and concentrations of substrates and allosteric modulators. Changes in just a few variable parameters rapidly lead to large numbers of experimental conditions, which go beyond the experimental capacity of most research groups. We implemented a computer-aided experimenting framework (“robot lab assistant”) that allows us to parameterize abstract, human-readable descriptions of micro-plate based experiments with variable parameters and execute them on a conventional 8 channel liquid handling robot fitted with a sensitive plate reader. A set of newly developed R-packages translates the instructions into machine commands, executes them, collects the data and processes it without user-interaction. By combining script-driven experimental planning, execution and data-analysis, our system can react to experimental outcomes autonomously, allowing outcome-based iterative experimental strategies. The framework was applied in a response-surface model based iterative optimization of buffer conditions and investigation of substrate, allosteric effector, pH and salt dependent activity profiles of pyruvate kinase (PYK). A diprotic model of enzyme kinetics was used to model the combined effects of changing pH and substrate concentrations. The 8 parameters of the model could be estimated from a single two-hour experiment using nonlinear least-squares regression. The model with the estimated parameters successfully predicted pH and PEP dependence of initial reaction rates, while the PEP concentration dependent shift of optimal pH could only be reproduced with a set of manually tweaked parameters. Differences between model-predictions and experimental observations at low pH suggest additional protonation-sites at the enzyme or substrates critical for enzymatic activity. The developed framework is a powerful tool to investigate enzyme reaction specifics and explore biological system behaviour in a wide range of experimental conditions. Public Library of Science 2010-05-19 /pmc/articles/PMC2873295/ /pubmed/20502716 http://dx.doi.org/10.1371/journal.pone.0010727 Text en Bonowski et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Bonowski, Felix Kitanovic, Ana Ruoff, Peter Holzwarth, Jinda Kitanovic, Igor Ngoc Bui, Van Lederer, Elke Wölfl, Stefan Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters |
title | Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters |
title_full | Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters |
title_fullStr | Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters |
title_full_unstemmed | Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters |
title_short | Computer Controlled Automated Assay for Comprehensive Studies of Enzyme Kinetic Parameters |
title_sort | computer controlled automated assay for comprehensive studies of enzyme kinetic parameters |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2873295/ https://www.ncbi.nlm.nih.gov/pubmed/20502716 http://dx.doi.org/10.1371/journal.pone.0010727 |
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