Cargando…

Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose

We investigated the transcriptomic response of a new strain of the yeast Kluyveromyces marxianus, in glucose and xylose media using RNA-seq. The data were explored in a number of innovative ways using a variety of networks types, pathway maps, enrichment statistics, reporter metabolites and a flux s...

Descripción completa

Detalles Bibliográficos
Autores principales: Schabort, Du Toit W. P., Letebele, Precious K., Steyn, Laurinda, Kilian, Stephanus G., du Preez, James C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4912071/
https://www.ncbi.nlm.nih.gov/pubmed/27315089
http://dx.doi.org/10.1371/journal.pone.0156242
_version_ 1782438212004741120
author Schabort, Du Toit W. P.
Letebele, Precious K.
Steyn, Laurinda
Kilian, Stephanus G.
du Preez, James C.
author_facet Schabort, Du Toit W. P.
Letebele, Precious K.
Steyn, Laurinda
Kilian, Stephanus G.
du Preez, James C.
author_sort Schabort, Du Toit W. P.
collection PubMed
description We investigated the transcriptomic response of a new strain of the yeast Kluyveromyces marxianus, in glucose and xylose media using RNA-seq. The data were explored in a number of innovative ways using a variety of networks types, pathway maps, enrichment statistics, reporter metabolites and a flux simulation model, revealing different aspects of the genome-scale response in an integrative systems biology manner. The importance of the subcellular localisation in the transcriptomic response is emphasised here, revealing new insights. As was previously reported by others using a rich medium, we show that peroxisomal fatty acid catabolism was dramatically up-regulated in a defined xylose mineral medium without fatty acids, along with mechanisms to activate fatty acids and transfer products of β-oxidation to the mitochondria. Notably, we observed a strong up-regulation of the 2-methylcitrate pathway, supporting capacity for odd-chain fatty acid catabolism. Next we asked which pathways would respond to the additional requirement for NADPH for xylose utilisation, and rationalised the unexpected results using simulations with Flux Balance Analysis. On a fundamental level, we investigated the contribution of the hierarchical and metabolic regulation levels to the regulation of metabolic fluxes. Metabolic regulation analysis suggested that genetic level regulation plays a major role in regulating metabolic fluxes in adaptation to xylose, even for the high capacity reactions, which is unexpected. In addition, isozyme switching may play an important role in re-routing of metabolic fluxes in subcellular compartments in K. marxianus.
format Online
Article
Text
id pubmed-4912071
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-49120712016-07-06 Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose Schabort, Du Toit W. P. Letebele, Precious K. Steyn, Laurinda Kilian, Stephanus G. du Preez, James C. PLoS One Research Article We investigated the transcriptomic response of a new strain of the yeast Kluyveromyces marxianus, in glucose and xylose media using RNA-seq. The data were explored in a number of innovative ways using a variety of networks types, pathway maps, enrichment statistics, reporter metabolites and a flux simulation model, revealing different aspects of the genome-scale response in an integrative systems biology manner. The importance of the subcellular localisation in the transcriptomic response is emphasised here, revealing new insights. As was previously reported by others using a rich medium, we show that peroxisomal fatty acid catabolism was dramatically up-regulated in a defined xylose mineral medium without fatty acids, along with mechanisms to activate fatty acids and transfer products of β-oxidation to the mitochondria. Notably, we observed a strong up-regulation of the 2-methylcitrate pathway, supporting capacity for odd-chain fatty acid catabolism. Next we asked which pathways would respond to the additional requirement for NADPH for xylose utilisation, and rationalised the unexpected results using simulations with Flux Balance Analysis. On a fundamental level, we investigated the contribution of the hierarchical and metabolic regulation levels to the regulation of metabolic fluxes. Metabolic regulation analysis suggested that genetic level regulation plays a major role in regulating metabolic fluxes in adaptation to xylose, even for the high capacity reactions, which is unexpected. In addition, isozyme switching may play an important role in re-routing of metabolic fluxes in subcellular compartments in K. marxianus. Public Library of Science 2016-06-17 /pmc/articles/PMC4912071/ /pubmed/27315089 http://dx.doi.org/10.1371/journal.pone.0156242 Text en © 2016 Schabort 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Schabort, Du Toit W. P.
Letebele, Precious K.
Steyn, Laurinda
Kilian, Stephanus G.
du Preez, James C.
Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose
title Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose
title_full Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose
title_fullStr Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose
title_full_unstemmed Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose
title_short Differential RNA-seq, Multi-Network Analysis and Metabolic Regulation Analysis of Kluyveromyces marxianus Reveals a Compartmentalised Response to Xylose
title_sort differential rna-seq, multi-network analysis and metabolic regulation analysis of kluyveromyces marxianus reveals a compartmentalised response to xylose
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4912071/
https://www.ncbi.nlm.nih.gov/pubmed/27315089
http://dx.doi.org/10.1371/journal.pone.0156242
work_keys_str_mv AT schabortdutoitwp differentialrnaseqmultinetworkanalysisandmetabolicregulationanalysisofkluyveromycesmarxianusrevealsacompartmentalisedresponsetoxylose
AT letebelepreciousk differentialrnaseqmultinetworkanalysisandmetabolicregulationanalysisofkluyveromycesmarxianusrevealsacompartmentalisedresponsetoxylose
AT steynlaurinda differentialrnaseqmultinetworkanalysisandmetabolicregulationanalysisofkluyveromycesmarxianusrevealsacompartmentalisedresponsetoxylose
AT kilianstephanusg differentialrnaseqmultinetworkanalysisandmetabolicregulationanalysisofkluyveromycesmarxianusrevealsacompartmentalisedresponsetoxylose
AT dupreezjamesc differentialrnaseqmultinetworkanalysisandmetabolicregulationanalysisofkluyveromycesmarxianusrevealsacompartmentalisedresponsetoxylose