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Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments

In the field of metabolic engineering (13)C-based metabolic flux analysis experiments have proven successful in indicating points of action. As every step of this approach is affected by an inherent error, the aim of the present work is the comprehensive evaluation of factors contributing to the unc...

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Autores principales: Mairinger, Teresa, Wegscheider, Wolfhard, Peña, David Alejandro, Steiger, Matthias G., Koellensperger, Gunda, Zanghellini, Jürgen, Hann, Stephan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5937919/
https://www.ncbi.nlm.nih.gov/pubmed/29654338
http://dx.doi.org/10.1007/s00216-018-1017-7
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author Mairinger, Teresa
Wegscheider, Wolfhard
Peña, David Alejandro
Steiger, Matthias G.
Koellensperger, Gunda
Zanghellini, Jürgen
Hann, Stephan
author_facet Mairinger, Teresa
Wegscheider, Wolfhard
Peña, David Alejandro
Steiger, Matthias G.
Koellensperger, Gunda
Zanghellini, Jürgen
Hann, Stephan
author_sort Mairinger, Teresa
collection PubMed
description In the field of metabolic engineering (13)C-based metabolic flux analysis experiments have proven successful in indicating points of action. As every step of this approach is affected by an inherent error, the aim of the present work is the comprehensive evaluation of factors contributing to the uncertainty of nonnaturally distributed C-isotopologue abundances as well as to the absolute flux value calculation. For this purpose, a previously published data set, analyzed in the course of a (13)C labeling experiment studying glycolysis and the pentose phosphate pathway in a yeast cell factory, was used. Here, for isotopologue pattern analysis of these highly polar metabolites that occur in multiple isomeric forms, a gas chromatographic separation approach with preceding derivatization was used. This rendered a natural isotope interference correction step essential. Uncertainty estimation of the resulting C-isotopologue distribution was performed according to the EURACHEM guidelines with Monte Carlo simulation. It revealed a significant increase for low-abundance isotopologue fractions after application of the necessary correction step. For absolute flux value estimation, isotopologue fractions of various sugar phosphates, together with the assessed uncertainties, were used in a metabolic model describing the upper part of the central carbon metabolism. The findings pinpointed the influence of small isotopologue fractions as sources of error and highlight the need for improved model curation. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00216-018-1017-7) contains supplementary material, which is available to authorized users.
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spelling pubmed-59379192018-05-11 Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments Mairinger, Teresa Wegscheider, Wolfhard Peña, David Alejandro Steiger, Matthias G. Koellensperger, Gunda Zanghellini, Jürgen Hann, Stephan Anal Bioanal Chem Research Paper In the field of metabolic engineering (13)C-based metabolic flux analysis experiments have proven successful in indicating points of action. As every step of this approach is affected by an inherent error, the aim of the present work is the comprehensive evaluation of factors contributing to the uncertainty of nonnaturally distributed C-isotopologue abundances as well as to the absolute flux value calculation. For this purpose, a previously published data set, analyzed in the course of a (13)C labeling experiment studying glycolysis and the pentose phosphate pathway in a yeast cell factory, was used. Here, for isotopologue pattern analysis of these highly polar metabolites that occur in multiple isomeric forms, a gas chromatographic separation approach with preceding derivatization was used. This rendered a natural isotope interference correction step essential. Uncertainty estimation of the resulting C-isotopologue distribution was performed according to the EURACHEM guidelines with Monte Carlo simulation. It revealed a significant increase for low-abundance isotopologue fractions after application of the necessary correction step. For absolute flux value estimation, isotopologue fractions of various sugar phosphates, together with the assessed uncertainties, were used in a metabolic model describing the upper part of the central carbon metabolism. The findings pinpointed the influence of small isotopologue fractions as sources of error and highlight the need for improved model curation. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00216-018-1017-7) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2018-04-13 2018 /pmc/articles/PMC5937919/ /pubmed/29654338 http://dx.doi.org/10.1007/s00216-018-1017-7 Text en © The Author(s) 2018 Open Access This 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.
spellingShingle Research Paper
Mairinger, Teresa
Wegscheider, Wolfhard
Peña, David Alejandro
Steiger, Matthias G.
Koellensperger, Gunda
Zanghellini, Jürgen
Hann, Stephan
Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments
title Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments
title_full Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments
title_fullStr Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments
title_full_unstemmed Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments
title_short Comprehensive assessment of measurement uncertainty in (13)C-based metabolic flux experiments
title_sort comprehensive assessment of measurement uncertainty in (13)c-based metabolic flux experiments
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5937919/
https://www.ncbi.nlm.nih.gov/pubmed/29654338
http://dx.doi.org/10.1007/s00216-018-1017-7
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