1
|
Biosensor-Coupled In Vivo Mutagenesis and Omics Analysis Reveals Reduced Lysine and Arginine Synthesis To Improve Malonyl-Coenzyme A Flux in Saccharomyces cerevisiae. mSystems 2022; 7:e0136621. [PMID: 35229648 PMCID: PMC9040634 DOI: 10.1128/msystems.01366-21] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Malonyl-coenzyme A (malonyl-CoA) is an important precursor for producing various chemicals, but its low availability limits the synthesis of downstream products in Saccharomyces cerevisiae. Owing to the complexity of metabolism, evolutionary engineering is required for developing strains with improved malonyl-CoA synthesis. Here, using the biosensor we constructed previously, a growth-based screening system that links the availability of malonyl-CoA with cell growth is developed. Coupling this system with in vivo continuous mutagenesis enabled rapid generation of genome-scale mutation library and screening strains with improved malonyl-CoA availability. The mutant strains are analyzed by whole-genome sequencing and transcriptome analysis. The omics analysis revealed that the carbon flux rearrangement to storage carbohydrate and amino acids synthesis affected malonyl-CoA metabolism. Through reverse engineering, new processes especially reduced lysine and arginine synthesis were found to improve malonyl-CoA synthesis. Our study provides a valuable complementary tool to other high-throughput screening method for mutant strains with improved metabolite synthesis and improves our understanding of the metabolic regulation of malonyl-CoA synthesis. IMPORTANCE Malonyl-CoA is a key precursor for the production a variety of value-added chemicals. Although rational engineering has been performed to improve the synthesis of malonyl-CoA in S. cerevisiae, due to the complexity of the metabolism there is a need for evolving strains and analyzing new mechanism to improve malonyl-CoA flux. Here, we developed a growth-based screening system that linked the availability of malonyl-CoA with cell growth and manipulated DNA replication for rapid in vivo mutagenesis. The combination of growth-based screening with in vivo mutagenesis enabled quick evolution of strains with improved malonyl-CoA availability. The whole-genome sequencing, transcriptome analysis of the mutated strains, together with reverse engineering, demonstrated weakening carbon flux to lysine and arginine synthesis and storage carbohydrate can contribute to malonyl-CoA synthesis. Our work provides a guideline in simultaneous strain screening and continuous evolution for improved metabolic intermediates and identified new targets for improving malonyl-CoA downstream product synthesis.
Collapse
|
2
|
Heyen S, Scholz-Böttcher BM, Rabus R, Wilkes H. Method development and validation for the quantification of organic acids in microbial samples using anionic exchange solid-phase extraction and gas chromatography-mass spectrometry. Anal Bioanal Chem 2020; 412:7491-7503. [PMID: 32970177 PMCID: PMC7533261 DOI: 10.1007/s00216-020-02883-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 07/29/2020] [Accepted: 08/13/2020] [Indexed: 11/07/2022]
Abstract
Organic acids play a key role in central metabolic functions of organisms, are crucial for understanding regulatory processes and are ubiquitous inside the cell. Therefore, quantification of these compounds provides a valuable approach for studying dynamics of metabolic processes, in particular when the organism faces changing environmental conditions. However, the extraction and analysis of organic acids can be challenging and validated methods available in this field are limited. In this study, we developed a method for the extraction and quantification of organic acids from microbial samples based on solid-phase extraction on a strong anionic exchange cartridge and gas chromatographic-mass spectrometric analysis. Full method validation was conducted to determine quality parameters of the new method. Recoveries for 12 of the 15 aromatic and aliphatic acids were between 100 and 111% and detection limits between 3 and 272 ng/mL. The ranges for the regression coefficients and process standard deviations for these compound classes were 0.9874–0.9994 and 0.04–0.69 μg/mL, respectively. Limitations were encountered when targeting aliphatic acids with hydroxy, oxo or enol ester functions. Finally, we demonstrated the applicability of the method on cell extracts of the bacterium Escherichia coli and the dinoflagellate Prorocentrum minimum. Graphical abstract ![]()
Collapse
Affiliation(s)
- Simone Heyen
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky University of Oldenburg, P.O. Box 2503, 26111, Oldenburg, Germany
| | - Barbara M Scholz-Böttcher
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky University of Oldenburg, P.O. Box 2503, 26111, Oldenburg, Germany
| | - Ralf Rabus
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky University of Oldenburg, P.O. Box 2503, 26111, Oldenburg, Germany
| | - Heinz Wilkes
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl von Ossietzky University of Oldenburg, P.O. Box 2503, 26111, Oldenburg, Germany.
| |
Collapse
|
3
|
Hirvonen J, Liljavirta J, Saarinen MT, Lehtinen MJ, Ahonen I, Nurminen P. Effect of Phytase on in Vitro Hydrolysis of Phytate and the Formation of myo-Inositol Phosphate Esters in Various Feed Materials. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2019; 67:11396-11402. [PMID: 31537068 DOI: 10.1021/acs.jafc.9b03919] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Phytase is commonly used as a feed enzyme in monogastric animals to increase the bioavailability of phytate phosphorus and other nutrients. The accumulation of myo-inositol phosphate intermediates during phytate degradation in various segments of the gastrointestinal tract (GIT) is poorly understood. The aim of this study was to determine the efficacy of Buttiauxella spp. phytase in degrading the phytate in corn, soybean meal, and complete corn-soybean meal diet to myo-inositol phosphate esters (IP1-IP5) and completely dephosphorylated myo-inositol rings using an in vitro model of the poultry upper GIT. Our results show that the phytase hydrolyzes phytate efficiently to small IP esters, whereas the myo-inositol level remains constant between control and phytase treatments. Although the in vitro digestion model does not incorporate all factors that govern phytate hydrolysis, it is a valuable tool for evaluating phytase efficacy at various enzyme doses and with different feed ingredients.
Collapse
Affiliation(s)
- Johanna Hirvonen
- DuPont Nutrition & Biosciences, Global Health & Nutrition Science, Danisco Sweeteners Oy , 02460 Kantvik , Finland
| | - Jenni Liljavirta
- DuPont Nutrition & Biosciences, Global Health & Nutrition Science, Danisco Sweeteners Oy , 02460 Kantvik , Finland
| | - Markku T Saarinen
- DuPont Nutrition & Biosciences, Global Health & Nutrition Science, Danisco Sweeteners Oy , 02460 Kantvik , Finland
| | - Markus J Lehtinen
- DuPont Nutrition & Biosciences, Global Health & Nutrition Science, Danisco Sweeteners Oy , 02460 Kantvik , Finland
| | | | - Päivi Nurminen
- DuPont Nutrition & Biosciences, Global Health & Nutrition Science, Danisco Sweeteners Oy , 02460 Kantvik , Finland
| |
Collapse
|
4
|
Luo XT, Cai BD, Jiang HP, Xiao HM, Yuan BF, Feng YQ. Sensitive analysis of trehalose-6-phosphate and related sugar phosphates in plant tissues by chemical derivatization combined with hydrophilic interaction liquid chromatography-tandem mass spectrometry. J Chromatogr A 2019; 1592:82-90. [PMID: 30679043 DOI: 10.1016/j.chroma.2019.01.040] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2018] [Revised: 01/10/2019] [Accepted: 01/13/2019] [Indexed: 12/14/2022]
Abstract
Trehalose-6-phosphate (T6P) is an important signaling metabolite that is involved in many physiological processes. However, the mechanism of the biological functions of T6P is not fully understood. Quantification of T6P in plants will be beneficial to elucidate the mechanism. However, it is still a challenge to chromatographically separate and sensitively detect T6P and related sugar phosphates. In the current study, we developed a method for effective separation and sensitive detection of glucose-1-phosphate (G1P), glucose-6-phosphate (G6P), sucrose-6-phosphate (S6P) and T6P in plant tissues by chemical derivatization combined with hydrophilic interaction liquid chromatography-tandem mass spectrometry (ChD-HILIC-MS/MS). With this method, two pairs of isomers (G1P/G6P and S6P/T6P) could be well separated on a HILIC column and sensitively detected by MS with limits of detection (LODs) ranging from 0.1 to 0.6 ng mL-1. The developed method was successfully applied to the detection of endogenous G1P, G6P, S6P and T6P in small amounts of plant tissues, such as 1 mg fresh weight of Oryza sativa shoot.
Collapse
Affiliation(s)
- Xiao-Tong Luo
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), Department of Chemistry, Wuhan University, Wuhan, 430072, China
| | - Bao-Dong Cai
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), Department of Chemistry, Wuhan University, Wuhan, 430072, China
| | - Han-Peng Jiang
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), Department of Chemistry, Wuhan University, Wuhan, 430072, China
| | - Hua-Ming Xiao
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), Department of Chemistry, Wuhan University, Wuhan, 430072, China
| | - Bi-Feng Yuan
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), Department of Chemistry, Wuhan University, Wuhan, 430072, China
| | - Yu-Qi Feng
- Key Laboratory of Analytical Chemistry for Biology and Medicine (Ministry of Education), Department of Chemistry, Wuhan University, Wuhan, 430072, China.
| |
Collapse
|
5
|
Review of sample preparation strategies for MS-based metabolomic studies in industrial biotechnology. Anal Chim Acta 2016; 938:18-32. [DOI: 10.1016/j.aca.2016.07.033] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2016] [Revised: 07/22/2016] [Accepted: 07/26/2016] [Indexed: 02/08/2023]
|
6
|
Toppazzini M, Coslovi A, Rossi M, Flamigni A, Baiutti E, Campa C. Capillary Electrophoresis of Mono- and Oligosaccharides. Methods Mol Biol 2016; 1483:301-338. [PMID: 27645743 DOI: 10.1007/978-1-4939-6403-1_16] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
This chapter reports an overview of the recent advances in the analysis of mono- and oligosaccharides by capillary electrophoresis (CE); furthermore, relevant reviews and research articles recently published in the field are tabulated. Additionally, pretreatments and procedures applied to uncharged and acidic carbohydrates (i.e., monosaccharides and lower oligosaccharides carrying carboxylate, sulfate, or phosphate groups) are described.Representative examples of such procedures are reported in detail, upon describing robust methodologies for the study of (1) neutral oligosaccharides derivatized by reductive amination and by formation of glycosylamines; (2) sialic acid derivatized with 2-aminoacridone, released from human serum immunoglobulin G; (3) anomeric couples of neutral glycosides separated using borate-based buffers; (4) unsaturated, underivatized oligosaccharides from lyase-treated alginate.
Collapse
Affiliation(s)
- Mila Toppazzini
- GSK Vaccines, Manufacturing Science & Technology Bellaria di Rosia, Sovicille (Siena), Italy
| | - Anna Coslovi
- GSK Vaccines, Manufacturing Science & Technology Bellaria di Rosia, Sovicille (Siena), Italy
| | - Marco Rossi
- Bracco Imaging SpA-CRB Trieste, AREA Science Park, Trieste, Italy
| | - Anna Flamigni
- Bracco Imaging SpA-CRB Trieste, AREA Science Park, Trieste, Italy
| | - Edi Baiutti
- Bracco Imaging SpA-CRB Trieste, AREA Science Park, Trieste, Italy
| | - Cristiana Campa
- GSK Vaccines, Manufacturing Science & Technology Bellaria di Rosia, Sovicille (Siena), Italy.
| |
Collapse
|
7
|
Simultaneous determination of intracellular UDP-sugars in hyaluronic acid-producing Streptococcus zooepidemicus. J Chromatogr B Analyt Technol Biomed Life Sci 2015; 997:194-9. [PMID: 26114654 DOI: 10.1016/j.jchromb.2015.05.038] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2014] [Revised: 05/25/2015] [Accepted: 05/27/2015] [Indexed: 11/22/2022]
Abstract
Two chromatographic methods for the quantitative analysis of uridine diphosphate (UDP) sugars involved in hyaluronan pathway of Streptococcus zooepidemicus (SEZ) were developed and compared. The sample preparation protocol using centrifugation and extraction in hot ethanol was employed prior to the analyses. Separation was achieved using an anion exchange Spherisorb SAX column or a Shodex QA-825 column connected with a photodiode array (PDA) detector. To increase the throughput of the chromatography method employing the Spherisorb SAX column, the solid phase extraction (SPE) procedure was introduced. Method validation results displayed that limits of detection (LODs) of UDP-glucose (UDP-Glc), UDP-N-acetylglucosamine (UDP-GlcNAc) and UDP-glucuronic acid (UDP-GlcA) calculated according to QC Expert software were in the low micromolar range and the coefficient of correlation (R(2)) was above 0.997. However, the analytical technique using the Spherisorb SAX column resulted in 80-90% recoveries and low LODs (≤6.19μM), the Shodex QA-825 column showed better long-term stability and reproducible chromatographic properties (RSD≤5.60%). The Shodex QA-825 column was successfully used to monitor UDP-sugar levels during the growth rate of SEZ cells.
Collapse
|
8
|
Phosphoryl transfer from α-d-glucose 1-phosphate catalyzed by Escherichia coli sugar-phosphate phosphatases of two protein superfamily types. Appl Environ Microbiol 2014; 81:1559-72. [PMID: 25527541 DOI: 10.1128/aem.03314-14] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
The Cori ester α-d-glucose 1-phosphate (αGlc 1-P) is a high-energy intermediate of cellular carbohydrate metabolism. Its glycosidic phosphomonoester moiety primes αGlc 1-P for flexible exploitation in glucosyl and phosphoryl transfer reactions. Two structurally and mechanistically distinct sugar-phosphate phosphatases from Escherichia coli were characterized in this study for utilization of αGlc 1-P as a phosphoryl donor substrate. The agp gene encodes a periplasmic αGlc 1-P phosphatase (Agp) belonging to the histidine acid phosphatase family. Had13 is from the haloacid dehydrogenase-like phosphatase family. Cytoplasmic expression of Agp (in E. coli Origami B) gave a functional enzyme preparation (kcat for phosphoryl transfer from αGlc 1-P to water, 40 s(-1)) that was shown by mass spectrometry to exhibit no free cysteines and the native intramolecular disulfide bond between Cys(189) and Cys(195). Enzymatic phosphoryl transfer from αGlc 1-P to water in H2 (18)O solvent proceeded with complete (18)O label incorporation into the phosphate released, consistent with catalytic reaction through O-1-P, but not C-1-O, bond cleavage. Hydrolase activity of both enzymes was not restricted to a glycosidic phosphomonoester substrate, and d-glucose 6-phosphate was converted with a kcat similar to that of αGlc 1-P. By examining phosphoryl transfer from αGlc 1-P to an acceptor substrate other than water (d-fructose or d-glucose), we discovered that Agp exhibited pronounced synthetic activity, unlike Had13, which utilized αGlc 1-P mainly for phosphoryl transfer to water. By applying d-fructose in 10-fold molar excess over αGlc 1-P (20 mM), enzymatic conversion furnished d-fructose 1-phosphate as the main product in a 55% overall yield. Agp is a promising biocatalyst for use in transphosphorylation from αGlc 1-P.
Collapse
|
9
|
A thermodynamic investigation of the glucose-6-phosphate isomerization. Biophys Chem 2014; 195:22-31. [DOI: 10.1016/j.bpc.2014.08.002] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2014] [Revised: 08/07/2014] [Accepted: 08/09/2014] [Indexed: 01/26/2023]
|
10
|
Understanding and improving direct UV detection of monosaccharides and disaccharides in free solution capillary electrophoresis. Anal Chim Acta 2014; 809:183-93. [DOI: 10.1016/j.aca.2013.12.001] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2013] [Revised: 11/30/2013] [Accepted: 12/02/2013] [Indexed: 11/22/2022]
|
11
|
Park C, Lu M, Yun S, Park K, Lee J. Effect of pH on the metabolic flux of Klebsiella oxytoca producing 2,3-butanediol in continuous cultures at different dilution rates. Bioprocess Biosyst Eng 2013; 36:845-55. [DOI: 10.1007/s00449-013-0932-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2012] [Accepted: 02/15/2013] [Indexed: 12/28/2022]
|
12
|
Park C, Yun S, Lee SY, Park K, Lee J. Metabolic Profiling of Klebsiella oxytoca: Evaluation of Methods for Extraction of Intracellular Metabolites Using UPLC/Q-TOF-MS. Appl Biochem Biotechnol 2012; 167:425-38. [DOI: 10.1007/s12010-012-9685-9] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2011] [Accepted: 04/10/2012] [Indexed: 12/28/2022]
|
13
|
Mapping the interaction of Snf1 with TORC1 in Saccharomyces cerevisiae. Mol Syst Biol 2011; 7:545. [PMID: 22068328 PMCID: PMC3261716 DOI: 10.1038/msb.2011.80] [Citation(s) in RCA: 130] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2011] [Accepted: 09/29/2011] [Indexed: 01/09/2023] Open
Abstract
Nutrient sensing and coordination of metabolic pathways are crucial functions for living cells. A combined analysis of the yeast transcriptome, phosphoproteome and metabolome is used to investigate the interactions between the Snf1 and TORC1 pathways under nutrient-limited conditions. Snf1 regulates a broad range of biological processes, while target of rapamycin complex 1 (TORC1) seems to be repressed under both glucose- and ammonium-limited conditions. Snf1 has a role in regulating amino acids by upregulating the NADP+-dependent glutamate dehydrogenase (encoded by GDH3) under glucose-limited condition. In addition to the accepted role of Snf1 in regulating fatty acid (FA) metabolism, TORC1 may also regulate FA metabolism. Direct interactions between Snf1 and TORC1 pathways are unlikely under nutrient-limited conditions and TORC1 might be repressed in a manner that is independent of Snf1.
Nutrient sensing and coordination of metabolic pathways are crucial functions for all living cells, but details of the coordination under different environmental conditions remain elusive. We therefore undertook a systems biology approach to investigate the interactions between the Snf1 and the target of rapamycin complex 1 (TORC1) in Saccharomyces cerevisiae. We show that Snf1 regulates a much broader range of biological processes compared with TORC1 under both glucose- and ammonium-limited conditions. We also find that Snf1 has a role in upregulating the NADP+-dependent glutamate dehydrogenase (encoded by GDH3) under derepressing condition, and therefore may also have a role in ammonium assimilation and amino-acid biosynthesis, which can be considered as a convergence of Snf1 and TORC1 pathways. In addition to the accepted role of Snf1 in regulating fatty acid (FA) metabolism, we show that TORC1 also regulates FA metabolism, likely through modulating the peroxisome and β-oxidation. Finally, we conclude that direct interactions between Snf1 and TORC1 pathways are unlikely under nutrient-limited conditions and propose that TORC1 is repressed in a manner that is independent of Snf1.
Collapse
|
14
|
Bünemann EK, Prusisz B, Ehlers K. Characterization of Phosphorus Forms in Soil Microorganisms. SOIL BIOLOGY 2011. [DOI: 10.1007/978-3-642-15271-9_2] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
|
15
|
Metabolic impact of increased NADH availability in Saccharomyces cerevisiae. Appl Environ Microbiol 2009; 76:851-9. [PMID: 20023106 DOI: 10.1128/aem.02040-09] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Engineering the level of metabolic cofactors to manipulate metabolic flux is emerging as an attractive strategy for bioprocess applications. We present the metabolic consequences of increasing NADH in the cytosol and the mitochondria of Saccharomyces cerevisiae. In a strain that was disabled in formate metabolism, we either overexpressed the native NAD(+)-dependent formate dehydrogenase in the cytosol or directed it into the mitochondria by fusing it with the mitochondrial signal sequence encoded by the CYB2 gene. Upon exposure to formate, the mutant strains readily consumed formate and induced fermentative metabolism even under conditions of glucose derepression. Cytosolic overexpression of formate dehydrogenase resulted in the production of glycerol, while when this enzyme was directed into the mitochondria, we observed glycerol and ethanol production. Clearly, these results point toward different patterns of compartmental regulation of redox homeostasis. When pulsed with formate, S. cerevisiae cells growing in a steady state on glucose immediately consumed formate. However, formate consumption ceased after 20 min. Our analysis revealed that metabolites at key branch points of metabolic pathways were affected the most by the genetic perturbations and that the intracellular concentrations of sugar phosphates were specifically affected by time. In conclusion, the results have implications for the design of metabolic networks in yeast for industrial applications.
Collapse
|
16
|
Canelas AB, ten Pierick A, Ras C, Seifar RM, van Dam JC, van Gulik WM, Heijnen JJ. Quantitative evaluation of intracellular metabolite extraction techniques for yeast metabolomics. Anal Chem 2009; 81:7379-89. [PMID: 19653633 DOI: 10.1021/ac900999t] [Citation(s) in RCA: 253] [Impact Index Per Article: 16.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Accurate determination of intracellular metabolite levels requires well-validated procedures for sampling and sample treatment. Several methods exist for metabolite extraction, but the literature is contradictory regarding the adequacy and performance of each technique. Using a strictly quantitative approach, we have re-evaluated five methods (hot water, HW; boiling ethanol, BE; chloroform-methanol, CM; freezing-thawing in methanol, FTM; acidic acetonitrile-methanol, AANM) for the extraction of 44 intracellular metabolites (phosphorylated intermediates, amino acids, organic acids, nucleotides) from S. cerevisiae cells. Two culture modes were investigated (batch and chemostat) to check for growth condition dependency, and three targeted platforms were employed (two LC-MS and one GC/MS) to exclude analytical bias. Additionally, for the determination of metabolite recoveries, we applied a novel approach based on addition of (13)C-labeled internal standards at different stages of sample processing. We found that the choice of extraction method can drastically affect measured metabolite levels, to an extent that for some metabolites even the direction of changes between growth conditions can be inverted. The best performances, in terms of efficacy and metabolite recoveries, were achieved with BE and CM, which yielded nearly identical levels for the metabolites analyzed. According to our results, AANM performs poorly in yeast and FTM cannot be considered adequate as an extraction method, as it does not ensure inactivation of enzymatic activity.
Collapse
Affiliation(s)
- André B Canelas
- Department of Biotechnology, Kluyver Centre for Genomics of Industrial Fermentation, Delft University of Technology, Julianalaan 67, 2628 BC, The Netherlands.
| | | | | | | | | | | | | |
Collapse
|
17
|
Yang WC, Sedlak M, Regnier FE, Mosier N, Ho N, Adamec J. Simultaneous quantification of metabolites involved in central carbon and energy metabolism using reversed-phase liquid chromatography-mass spectrometry and in vitro 13C labeling. Anal Chem 2009; 80:9508-16. [PMID: 19007244 DOI: 10.1021/ac801693c] [Citation(s) in RCA: 62] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Comprehensive analysis of intracellular metabolites is a critical component of elucidating cellular processes. Although the resolution and flexibility of reversed-phase liquid chromatography-mass spectrometry (RPLC-MS) makes it one of the most powerful analytical tools for metabolite analysis, the structural diversity of even the simplest metabolome provides a formidable analytical challenge. Here we describe a robust RPLC-MS method for identification and quantification of a diverse group of metabolites ranging from sugars, phosphosugars, and carboxylic acids to phosphocarboxylics acids, nucleotides, and coenzymes. This method is based on in vitro derivatization with a (13)C-labeled tag that allows internal standard based quantification and enables separation of structural isomer pairs like glucose 6-phosphate and fructose 6-phosphate in a single chromatographic run. Calibration curves for individual metabolites showed linearity ranging over more than 2 orders of magnitude with correlation coefficients of R(2) > 0.9975. The detection limits at a signal-to-noise ratio of 3 were below 1.0 microM (20 pmol) for most compounds. Thirty common metabolites involved in glycolysis, the pentose phosphate pathway, and tricarboxylic acid cycle were identified and quantified from yeast lysate with a relative standard deviation of less than 10%.
Collapse
Affiliation(s)
- Wen-Chu Yang
- Bindley Bioscience Center, Purdue University, West Lafayette, Indiana 47907, USA
| | | | | | | | | | | |
Collapse
|
18
|
Delatte TL, Selman MH, Schluepmann H, Somsen GW, Smeekens SC, de Jong GJ. Determination of trehalose-6-phosphate in Arabidopsis seedlings by successive extractions followed by anion exchange chromatography–mass spectrometry. Anal Biochem 2009; 389:12-7. [DOI: 10.1016/j.ab.2009.03.003] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2008] [Revised: 02/27/2009] [Accepted: 03/02/2009] [Indexed: 10/21/2022]
|
19
|
Hou J, Lages NF, Oldiges M, Vemuri GN. Metabolic impact of redox cofactor perturbations in Saccharomyces cerevisiae. Metab Eng 2009; 11:253-61. [PMID: 19446033 DOI: 10.1016/j.ymben.2009.05.001] [Citation(s) in RCA: 85] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2008] [Revised: 04/09/2009] [Accepted: 05/05/2009] [Indexed: 01/29/2023]
Abstract
Redox cofactors play a pivotal role in coupling catabolism with anabolism and energy generation during metabolism. There exists a delicate balance in the intracellular level of these cofactors to ascertain an optimal metabolic output. Therefore, cofactors are emerging to be attractive targets to induce widespread changes in metabolism. We present a detailed analysis of the impact of perturbations in redox cofactors in the cytosol or mitochondria on glucose and energy metabolism in Saccharomyces cerevisiae to aid metabolic engineering decisions that involve cofactor engineering. We enhanced NADH oxidation by introducing NADH oxidase or alternative oxidase, its ATP-mediated conversion to NADPH using NADH kinase as well as the interconversion of NADH and NADPH independent of ATP by the soluble, non-proton-translocating bacterial transhydrogenase. Decreasing cytosolic NADH level lowered glycerol production, while decreasing mitochondrial NADH lowered ethanol production. However, when these reactions were coupled with NADPH production, the metabolic changes were more moderated. The direct consequence of these perturbations could be seen in the shift of the intracellular concentrations of the cofactors. The changes in product profile and intracellular metabolite levels were closely linked to the ATP requirement for biomass synthesis and the efficiency of oxidative phosphorylation, as estimated from a simple stoichiometric model. The results presented here will provide valuable insights for a quantitative understanding and prediction of cellular response to redox-based perturbations for metabolic engineering applications.
Collapse
Affiliation(s)
- Jin Hou
- Center for Microbial Biotechnology, BioSys, Technical University of Denmark, Lyngby 2800, Denmark
| | | | | | | |
Collapse
|
20
|
Wamelink MMC, Struys EA, Jakobs C. The biochemistry, metabolism and inherited defects of the pentose phosphate pathway: a review. J Inherit Metab Dis 2008; 31:703-17. [PMID: 18987987 DOI: 10.1007/s10545-008-1015-6] [Citation(s) in RCA: 208] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2008] [Revised: 09/09/2008] [Accepted: 09/17/2008] [Indexed: 11/27/2022]
Abstract
The recent discovery of two defects (ribose-5-phosphate isomerase deficiency and transaldolase deficiency) in the reversible part of the pentose phosphate pathway (PPP) has stimulated interest in this pathway. In this review we describe the functions of the PPP, its relation to other pathways of carbohydrate metabolism and an overview of the metabolic defects in the reversible part of the PPP.
Collapse
Affiliation(s)
- M M C Wamelink
- Metabolic Unit, Department of Clinical Chemistry, VU University Medical Center, De Boelelaan 1117, 1081 HV, Amsterdam, The Netherlands.
| | | | | |
Collapse
|
21
|
de Jongh WA, Bro C, Ostergaard S, Regenberg B, Olsson L, Nielsen J. The roles of galactitol, galactose-1-phosphate, and phosphoglucomutase in galactose-induced toxicity in Saccharomyces cerevisiae. Biotechnol Bioeng 2008; 101:317-26. [PMID: 18421797 DOI: 10.1002/bit.21890] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The uptake and catabolism of galactose by the yeast Saccharomyces cerevisiae is much lower than for glucose and fructose, and in applications of this yeast for utilization of complex substrates that contain galactose, for example, lignocellulose and raffinose, this causes prolonged fermentations. Galactose is metabolized via the Leloir pathway, and besides the industrial interest in improving the flux through this pathway it is also of medical relevance to study the Leloir pathway. Thus, genetic disorders in the genes encoding galactose-1-phosphate uridylyltransferase or galactokinase result in galactose toxicity both in patients with galactosemia and in yeast. In order to elucidate galactose related toxicity, which may explain the low uptake and catabolic rates of S. cerevisiae, we have studied the physiological characteristics and intracellular metabolite profiles of recombinant S. cerevisiae strains with improved or impaired growth on galactose. Aerobic batch cultivations on galactose of strains with different combinations of overexpression of the genes GAL1, GAL2, GAL7, and GAL10, which encode proteins that together convert extracellular galactose into glucose-1-phosphate, revealed a decrease in the maximum specific growth rate when compared to the reference strain. The hypothesized toxic intermediate galactose-1-phosphate cannot be the sole cause of galactose related toxicity, but indications were found that galactose-1-phosphate might cause a negative effect through inhibition of phosphoglucomutase. Furthermore, we show that galactitol is formed in S. cerevisiae, and that the combination of elevated intracellular galactitol concentration, and the ratio between galactose-1-phosphate concentration and phosphoglucomutase activity seems to be important for galactose related toxicity causing decreased growth rates.
Collapse
Affiliation(s)
- Willem A de Jongh
- Center for Microbial Biotechnology, BioCentrum-DTU, Technical University of Denmark, Building 223, Søltofts Plads, DK-2800 Kgs. Lyngby, Denmark
| | | | | | | | | | | |
Collapse
|
22
|
Winder CL, Dunn WB, Schuler S, Broadhurst D, Jarvis R, Stephens GM, Goodacre R. Global Metabolic Profiling of Escherichia coli Cultures: an Evaluation of Methods for Quenching and Extraction of Intracellular Metabolites. Anal Chem 2008; 80:2939-48. [DOI: 10.1021/ac7023409] [Citation(s) in RCA: 246] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Catherine L. Winder
- School of Chemistry, The Manchester Centre for Integrative Systems Biology, and School of Chemical Engineering and Analytical Sciences, and The Manchester Interdisciplinary Biocentre, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, United Kingdom
| | - Warwick B. Dunn
- School of Chemistry, The Manchester Centre for Integrative Systems Biology, and School of Chemical Engineering and Analytical Sciences, and The Manchester Interdisciplinary Biocentre, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, United Kingdom
| | - Stephanie Schuler
- School of Chemistry, The Manchester Centre for Integrative Systems Biology, and School of Chemical Engineering and Analytical Sciences, and The Manchester Interdisciplinary Biocentre, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, United Kingdom
| | - David Broadhurst
- School of Chemistry, The Manchester Centre for Integrative Systems Biology, and School of Chemical Engineering and Analytical Sciences, and The Manchester Interdisciplinary Biocentre, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, United Kingdom
| | - Roger Jarvis
- School of Chemistry, The Manchester Centre for Integrative Systems Biology, and School of Chemical Engineering and Analytical Sciences, and The Manchester Interdisciplinary Biocentre, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, United Kingdom
| | - Gillian M. Stephens
- School of Chemistry, The Manchester Centre for Integrative Systems Biology, and School of Chemical Engineering and Analytical Sciences, and The Manchester Interdisciplinary Biocentre, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, United Kingdom
| | - Royston Goodacre
- School of Chemistry, The Manchester Centre for Integrative Systems Biology, and School of Chemical Engineering and Analytical Sciences, and The Manchester Interdisciplinary Biocentre, The University of Manchester, 131 Princess Street, Manchester, M1 7DN, United Kingdom
| |
Collapse
|
23
|
Nielsen J, Jewett MC. Impact of systems biology on metabolic engineering ofSaccharomyces cerevisiae. FEMS Yeast Res 2008; 8:122-31. [PMID: 17727659 DOI: 10.1111/j.1567-1364.2007.00302.x] [Citation(s) in RCA: 99] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Industrial biotechnology is a rapidly growing field. With the increasing shift towards a bio-based economy, there is rising demand for developing efficient cell factories that can produce fuels, chemicals, pharmaceuticals, materials, nutraceuticals, and even food ingredients. The yeast Saccharomyces cerevisiae is extremely well suited for this objective. As one of the most intensely studied eukaryotic model organisms, a rich density of knowledge detailing its genetics, biochemistry, physiology, and large-scale fermentation performance can be capitalized upon to enable a substantial increase in the industrial application of this yeast. Developments in genomics and high-throughput systems biology tools are enhancing one's ability to rapidly characterize cellular behaviour, which is valuable in the field of metabolic engineering where strain characterization is often the bottleneck in strain development programmes. Here, the impact of systems biology on metabolic engineering is reviewed and perspectives on the role of systems biology in the design of cell factories are given.
Collapse
Affiliation(s)
- Jens Nielsen
- Center for Microbial Biotechnology, BioCentrum-DTU, Technical University of Denmark, Lyngby, Denmark.
| | | |
Collapse
|
24
|
Abstract
This chapter illustrates the usefulness of capillary electrophoresis (CE) for the analysis of sugar acids, that is, monosaccharides and lower oligosaccharides carrying carboxylate, sulphate or phosphate groups. In order to provide a general description of the main results and challenges in the field, some relevant applications and reviews on CE of such saccharidic compounds are tabulated. Furthermore, some detailed experimental procedures are shown, regarding the CE analysis of sugar acids released upon hydrolysis of acidic polysaccharides and of glycans linked to glycoproteins. In particular, the protocols will deal with the following compounds: (i) unsaturated, underivatized oligosaccharides from lyase-treated alginate; (ii) oligosaccharides derivatized with 4-aminobenzonitrile, arising from chemical hydrolysis of alginate; (iii) sialic acid derivatized with 2-aminoacridone, released from human serum immunoglobulin G.
Collapse
|
25
|
Antonio C, Larson T, Gilday A, Graham I, Bergström E, Thomas-Oates J. Quantification of sugars and sugar phosphates in Arabidopsis thaliana tissues using porous graphitic carbon liquid chromatography-electrospray ionization mass spectrometry. J Chromatogr A 2007; 1172:170-8. [DOI: 10.1016/j.chroma.2007.10.011] [Citation(s) in RCA: 63] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2007] [Revised: 10/02/2007] [Accepted: 10/04/2007] [Indexed: 10/22/2022]
|
26
|
Rodrigues J, Antonio C, Robinson S, Thomas-Oates J. Mass Spectrometry in Glycobiology. METABOLOMICS, METABONOMICS AND METABOLITE PROFILING 2007. [DOI: 10.1039/9781847558107-00210] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Affiliation(s)
- João Rodrigues
- Department of Chemistry, University of York Heslington York YO10 5DD UK
| | - Carla Antonio
- Department of Chemistry, University of York Heslington York YO10 5DD UK
| | - Sarah Robinson
- Department of Chemistry, University of York Heslington York YO10 5DD UK
| | - Jane Thomas-Oates
- Department of Chemistry, University of York Heslington York YO10 5DD UK
| |
Collapse
|
27
|
Zhang Z, Qu Y, Zhang X, Lin J. Effects of oxygen limitation on xylose fermentation, intracellular metabolites, and key enzymes of Neurospora crassa AS3.1602. Appl Biochem Biotechnol 2007; 145:39-51. [PMID: 18425610 DOI: 10.1007/s12010-007-8038-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2007] [Accepted: 08/29/2007] [Indexed: 10/22/2022]
Abstract
The effects of oxygen limitation on xylose fermentation of Neurospora crassa AS3.1602 were studied using batch cultures. The maximum yield of ethanol was 0.34 g/g at oxygen transfer rate (OTR) of 8.4 mmol/L.h. The maximum yield of xylitol was 0.33 g/g at OTR of 5.1 mmol/L.h. Oxygen limitation greatly affected mycelia growth and xylitol and ethanol productions. The specific growth rate (micro) decreased 82% from 0.045 to 0.008 h(-1) when OTR changed from 12.6 to 8.4 mmol/L.h. Intracellular metabolites of the pentose phosphate pathway, glycolysis, and tricarboxylic acid cycle were determined at various OTRs. Concentrations of most intracellular metabolites decreased with the increase in oxygen limitation. Intracellular enzyme activities of xylose reductase, xylitol dehydrogenase, and xylulokinase, the first three enzymes in xylose metabolic pathway, decreased with the increase in oxygen limitation, resulting in the decreased xylose uptake rate. Under all tested conditions, transaldolase and transketolase activities always maintained at low levels, indicating a great control on xylose metabolism. The enzyme of glucose-6-phosphate dehydrogenase played a major role in NADPH regeneration, and its activity decreased remarkably with the increase in oxygen limitation.
Collapse
Affiliation(s)
- Zhihua Zhang
- State Key Lab of Microbial Technology, Shandong University, Jinan, China.
| | | | | | | |
Collapse
|
28
|
Jeong JS, Kwon HJ, Lee YM, Yoon HR, Hong SP. Determination of sugar phosphates by high-performance anion-exchange chromatography coupled with pulsed amperometric detection. J Chromatogr A 2007; 1164:167-73. [PMID: 17658539 DOI: 10.1016/j.chroma.2007.07.007] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2007] [Revised: 07/03/2007] [Accepted: 07/04/2007] [Indexed: 11/25/2022]
Abstract
We have developed an improved analytical method for the determination of sugar phosphates using sodium carbonate (Na(2)CO(3)) for high-performance anion-exchange chromatography-pulsed amperometric detection. The target analytes were separated completely within 10 min using eluent containing 20 mM NaOH and 35 mM Na(2)CO(3). The limit of detection (S/N=3) and quantitation (S/N=10) for analytes were 10-30 ng/mL and 35-100 ng/mL, respectively. Linear dynamic range was 1-30 microg/mL (r(2)> or =0.9998). The RSDs for intra- and inter-day assays were found to be of satisfactory results (0.23-3.09%), and the recoveries from blood spots were 97.62-99.69%.
Collapse
Affiliation(s)
- Ji-Seon Jeong
- Department of Oriental Pharmaceutical Sciences, Kyung Hee University, Dongdaemoon-Gu Hoegi-dong #1, Seoul, South Korea
| | | | | | | | | |
Collapse
|
29
|
Oldiges M, Lütz S, Pflug S, Schroer K, Stein N, Wiendahl C. Metabolomics: current state and evolving methodologies and tools. Appl Microbiol Biotechnol 2007; 76:495-511. [PMID: 17665194 DOI: 10.1007/s00253-007-1029-2] [Citation(s) in RCA: 177] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2007] [Revised: 05/19/2007] [Accepted: 05/21/2007] [Indexed: 01/10/2023]
Abstract
In recent years, metabolomics developed to an accepted and valuable tool in life sciences. Substantial improvements of analytical hardware allow metabolomics to run routinely now. Data are successfully used to investigate genotype-phenotype relations of strains and mutants. Metabolomics facilitates metabolic engineering to optimise mircoorganisms for white biotechnology and spreads to the investigation of biotransformations and cell culture. Metabolomics serves not only as a source of qualitative but also quantitative data of intra-cellular metabolites essential for the model-based description of the metabolic network operating under in vivo conditions. To collect reliable metabolome data sets, culture and sampling conditions, as well as the cells' metabolic state, are crucial. Hence, application of biochemical engineering principles and method standardisation efforts become important. Together with the other more established omics technologies, metabolomics will strengthen its claim to contribute to the detailed understanding of the in vivo function of gene products, biochemical and regulatory networks and, even more ambitious, the mathematical description and simulation of the whole cell in the systems biology approach. This knowledge will allow the construction of designer organisms for process application using biotransformation and fermentative approaches making effective use of single enzymes, whole microbial and even higher cells.
Collapse
Affiliation(s)
- Marco Oldiges
- Institute of Biotechnology 2, Forschungszentrum Jülich GmbH, 52425, Jülich, Germany.
| | | | | | | | | | | |
Collapse
|
30
|
Loret MO, Pedersen L, François J. Revised procedures for yeast metabolites extraction: application to a glucose pulse to carbon-limited yeast cultures, which reveals a transient activation of the purine salvage pathway. Yeast 2007; 24:47-60. [PMID: 17192850 DOI: 10.1002/yea.1435] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
In this study we have revised our original procedure of yeast metabolites extraction. We showed that: (a) less than 5% of intracellular metabolites leaks out during the step of rapid arrest of cellular metabolism by quenching yeast cells into a 60% methanol solution kept at -40 degrees C; and (b) with a few exception, the stability of metabolites were not altered during the 3 min boiling procedure in a buffered ethanol solution. However, there was a loss of external added metabolites of 5-30%, depending on the type of metabolites. This was mainly attributable to their retention on cellular debris after ethanol treatment, which prevented centrifugation of the cellular extracts before evaporation of ethanol. We further simplified our previous high-performance ionic chromatography (HPIC) techniques for easier, more reliable and robust quantitative measurements of organic acids, sugar phosphates and sugar nucleotides, and extended these techniques to purine and pyrimidine bases, using a variable wavelength detector set at 220 and 260 nm in tandem with a pulsed electrochemical or suppressed conductivity detector. These protocols were successfully applied to a glucose pulse to carbon-limited yeast cultures on purines metabolism. This study showed that glucose induced a fast activation of the purine salvage pathway, as indicated by a transient drop of ATP and ADP with a concomitant rise of IMP and inosine. This metabolic perturbation was accompanied by a rapid increase in the activity of the ISN1-encoded specific IMP-5'-nucleotidase. The mechanism of this activation remains to be determined.
Collapse
Affiliation(s)
- Marie Odile Loret
- Laboratoire de Biotechnologie et Bioprocédés, UMR-CNRS 5504, UMR-INRA 792, Avenue de Rangueil, 31077 Toulouse Cedex 04, France
| | | | | |
Collapse
|
31
|
Nöh K, Grönke K, Luo B, Takors R, Oldiges M, Wiechert W. Metabolic flux analysis at ultra short time scale: Isotopically non-stationary 13C labeling experiments. J Biotechnol 2007; 129:249-67. [PMID: 17207877 DOI: 10.1016/j.jbiotec.2006.11.015] [Citation(s) in RCA: 170] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2006] [Revised: 10/12/2006] [Accepted: 11/16/2006] [Indexed: 11/16/2022]
Abstract
A novel approach to (13)C metabolic flux analysis (MFA) is presented using cytosolic metabolite pool sizes and their (13)C labeling data from an isotopically non-stationary (13)C labeling experiment (INST-CLE). The procedure is demonstrated with an E. coli wild type strain grown at fed batch conditions. The intra cellular labeling dynamics are excited by a sudden step increase of the (13)C portion in the substrate feed. Due to unchanged saturation of the substrate uptake system, the metabolic fluxes remain constant during the following sampling time period of only 16s, in which 20 samples are taken by an automated rapid sampling device immediately stopping metabolism by methanol quenching. Subsequent cell disruptive sample preparation and LC-MS/MS enabled simultaneous determination of pool sizes and mass isotopomers of intra cellular metabolites requiring detection limits in the nM range. Based on this data the new computational flux analysis tool 13CFLUX/INST is used to determine the intra cellular fluxes based on a complex carbon labeling network model. The measured data is in good agreement with the model predictions, thus proving the applicability of the new isotopically non-stationary (13)C metabolic flux analysis (INST-(13)C-MFA) concept. Moreover, it is shown that significant new information with respect to flux identifiability, non-measurable pool sizes, data consistency, or large storage pools can be taken from the novel kind of experimental data. This offers new insight into the biological operation of the metabolic network in vivo.
Collapse
Affiliation(s)
- Katharina Nöh
- Institute of Biotechnology, Forschungszentrum Jülich GmbH, D-52425 Jülich, Germany.
| | | | | | | | | | | |
Collapse
|
32
|
Simultaneous determination of multiple intracellular metabolites in glycolysis, pentose phosphate pathway and tricarboxylic acid cycle by liquid chromatography-mass spectrometry. J Chromatogr A 2007; 1147:153-64. [PMID: 17376459 DOI: 10.1016/j.chroma.2007.02.034] [Citation(s) in RCA: 364] [Impact Index Per Article: 21.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2006] [Revised: 02/02/2007] [Accepted: 02/06/2007] [Indexed: 10/23/2022]
Abstract
A highly selective and sensitive method for identification and quantification of intracellular metabolites involved in central carbon metabolism (including glycolysis, pentose phosphate pathway and tricarboxylic acid cycle) by means of liquid chromatography-tandem quadrupole mass spectrometry (LC-MS/MS) was developed. The volatile ion pair modifier tributylammonium acetate (TBAA) was employed in the mobile phase for simultaneously separation of 29 negatively charged compounds including sugar phosphates, nucleotides, and carboxylic acids on a common C18 reversed-phase column. Method validation results displayed that limits of detection (LODs) calculated according to DIN (German Institute for Standardization) 32645 are mostly below 60 nM, only with the exception of pyruvate and malate. The calibration curves showed excellent linearity mainly over three orders of magnitude with correlation coefficients R(2)>0.9982. This LC-MS/MS method was successfully applied to determine these metabolites in cell extracts of Escherichia coli. Most of the intracellular metabolites were found within the detection range and the relative standard deviations of the measurements were smaller than 5.65% (n=5) for a cell extract sample.
Collapse
|
33
|
Turnbull TL, Warren CR, Adams MA. Novel mannose-sequestration technique reveals variation in subcellular orthophosphate pools do not explain the effects of phosphorus nutrition on photosynthesis in Eucalyptus globulus seedlings. THE NEW PHYTOLOGIST 2007; 176:849-861. [PMID: 17997766 DOI: 10.1111/j.1469-8137.2007.02229.x] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Although only a small proportion of plant phosphorus (P) is used for photosynthesis, the relationships between P and photosynthesis can be strong. It was hypothesized, in this study, that variation in the allocation of orthophosphate (Pi) between active (cytoplasmic) and nonactive (vacuolar) pools would underpin differences in rates of photosynthesis in 4-month-old Eucalyptus globulus seedlings grown with a varying P supply. Photosynthetic biochemistry was assessed by the response of net photosynthesis to increasing intercellular [CO2]. Cytoplasmic Pi was sequestered as mannose 6-phosphate. Total P and the proportion of P as Pi were positively related to P supply. The ratios of active : stored Pi (10-24%) varied little over the range of treatments. Active Pi was positively related to P supply, as was photosynthesis (7 micromol CO2 m(-2) s(-1) with 0 mM P vs. 16 micromol CO2 m(-2) s(-1) with 0.32 mM P). Positive relationships between P supply and photosynthesis were explained best by leaf P content, not by active pools of Pi. The distribution of Pi between the vacuole and the cytoplasm had little impact on the photosynthetic phosphorus-use efficiency (PPUE), and reductions in cytoplasmic Pi had little effect on photosynthesis. Hence, PPUE is an unsuitable guide for assessing plant responses to increasingly unavailable P in the environment.
Collapse
Affiliation(s)
- Tarryn L Turnbull
- School of Forest and Ecosystem Science, University of Melbourne, Water Street Creswick, VIC 3363, Australia
- Present address) School of Biological Earth and Environmental Sciences, University of New South Wales, NSW 2052, Australia
| | - Charles R Warren
- School of Biological Sciences, Heydon-Laurence Building A08, University of Sydney, NSW 2006, Australia
| | - Mark A Adams
- Present address) School of Biological Earth and Environmental Sciences, University of New South Wales, NSW 2052, Australia
| |
Collapse
|
34
|
Mancini F, Fiori J, Cavrini V, Andrisano V. Separation and quantitation of fructose-6-phosphate and fructose-1,6-diphosphate by LC-ESI-MS for the evaluation of fructose-1,6-biphosphatase activity. J Sep Sci 2006; 29:2395-400. [PMID: 17120825 DOI: 10.1002/jssc.200600077] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
An LC-ESI-MS method was developed for the identification and quantification of fructose-1,6-biphosphate (F1,6BP) and fructose-6-phosphate (F6P), respectively the substrate and the product of the enzymatic reaction catalysed by fructose-1,6-bisphosphatase (F1,6BPase). F1,6BPase, expressed predominantly in liver and kidney, is one of the rate-limiting enzymes of hepatic gluconeogenesis and has become a target for the development of new drugs for type 2 diabetes. The two sugar phosphates were separated on a Phenomenex Luna NH2 column (150 mm x 2.0 mm id) using the following mobile phase: 5 mM triethylamine acetate buffer/ACN (80:20) v/v in a linear pH gradient (from pH = 9 to 10 in 15 min) at the flow rate of 0.3 mL/min. The detection was performed with an IT mass spectrometer in negative polarity (full scan 100-450 m/z) and in SIM mode on the generated anions at m/z = 339 (F1,6BP) and m/z = 259 (F6P). Under the optimised final conditions, the method was validated for accuracy, specificity, precision (inter- and intradays RSD comprised between 1.0 and 6.3% over the range of concentrations used), linearity (50-400 microM), LODs (0.44 microM) and LOQs (1.47 microM), and the method was applied to F6P determination in the F1,6BPase catalysed hydrolysis of F1,6BP.
Collapse
Affiliation(s)
- Francesca Mancini
- Department of Pharmaceutical Sciences, University of Bologna, Bologna, Italy
| | | | | | | |
Collapse
|
35
|
Vas G, Conkrite K, Amidon W, Qian Y, Bánki K, Perl A. Study of transaldolase deficiency in urine samples by capillary LC-MS/MS. JOURNAL OF MASS SPECTROMETRY : JMS 2006; 41:463-9. [PMID: 16470722 PMCID: PMC3127395 DOI: 10.1002/jms.1004] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Transaldolase (TAL) is a key enzyme of the pentose phosphate pathway (PPP). TAL deficiency is a newly recognized cause of liver cirrhosis. We have developed an ion-pair LC separation combined with negative ion electrospray MS/MS detection method to assess PPP metabolites in urine samples from TAL-deficient mice. Sedoheptulose 7-phosphate (S7P), C5-polyols D-arabitol and D-ribitol, and 6-phosphogluconate (6PG) levels were markedly increased in urine of TAL-deficient mice with respect to those of wild-type and heterozygote littermates. The detection limits of S7P, D-arabitol, and 6PG were 0.15 +/- 0.015 pmol, 3.5 +/- 0.41 pmol, and 0.61 +/- 0.055 pmol, respectively. The limit of quantitation was 0.4 +/- 0.024 nmol/ml for S7P, 1.6 +/- 0.11 nmol/ml for 6PG and 10 +/- 0.7 nmol/ml for D-arabitol. Additional metabolites, hexose 6-phosphates (m/z 259), D-ribose 5-phosphate and D-xylulose 5-phosphate (m/z 229), D-fructose 1,6-diphosphate (m/z 339), C6-polyols (m/z 181) and GSSG (m/z 611), that have been positively identified in mouse urine, showed similar levels in control and TAL-deficient mice.
Collapse
Affiliation(s)
| | | | | | | | | | - András Perl
- Correspondence to: András Perl, SUNY Upstate Medical University, Department of Medicine, 750 East Adams Street, 13210 NY, USA.
| |
Collapse
|
36
|
Wang QZ, Wu CY, Chen T, Chen X, Zhao XM. Integrating metabolomics into a systems biology framework to exploit metabolic complexity: strategies and applications in microorganisms. Appl Microbiol Biotechnol 2006; 70:151-61. [PMID: 16395543 DOI: 10.1007/s00253-005-0277-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2005] [Revised: 11/20/2005] [Accepted: 11/27/2005] [Indexed: 12/14/2022]
Abstract
As an important functional genomic tool, metabolomics has been illustrated in detail in recent years, especially in plant science. However, the microbial category also has the potential to benefit from integration of metabolomics into system frameworks. In this article, we first examine the concepts and brief history of metabolomics. Next, we summarize metabolomic research processes and analytical platforms in strain improvements. The application cases of metabolomics in microorganisms answer what the metabolomics can do in strain improvements. The position of metabolomics in this systems biology framework and the real cases of integrating metabolomics into a system framework to explore the microbial metabolic complexity are also illustrated in this paper.
Collapse
Affiliation(s)
- Qing-Zhao Wang
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, People's Republic of China
| | | | | | | | | |
Collapse
|
37
|
Openo KK, Schulz JM, Vargas CA, Orton CS, Epstein MP, Schnur RE, Scaglia F, Berry GT, Gottesman GS, Ficicioglu C, Slonim AE, Schroer RJ, Yu C, Rangel VE, Keenan J, Lamance K, Fridovich-Keil JL. Epimerase-deficiency galactosemia is not a binary condition. Am J Hum Genet 2006; 78:89-102. [PMID: 16385452 PMCID: PMC1380226 DOI: 10.1086/498985] [Citation(s) in RCA: 64] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2005] [Accepted: 10/11/2005] [Indexed: 11/03/2022] Open
Abstract
Epimerase-deficiency galactosemia results from the impairment of UDP-galactose 4'-epimerase (GALE), the third enzyme in the Leloir pathway of galactose metabolism. Originally identified as a clinically benign "peripheral" condition with enzyme impairment restricted to circulating blood cells, GALE deficiency was later demonstrated also to exist in a rare but clinically severe "generalized" form, with enzyme impairment affecting a range of tissues. Isolated cases of clinically and/or biochemically intermediate cases of epimerase deficiency have also been reported. We report here studies of 10 patients who, in the neonatal period, received the diagnosis of hemolysate epimerase deficiency. We have characterized these patients with regard to three parameters: (1) GALE activity in transformed lymphoblasts, representing a "nonperipheral" tissue, (2) metabolic sensitivity of those lymphoblasts to galactose challenge in culture, and (3) evidence of normal versus abnormal galactose metabolism in the patients themselves. Our results demonstrate two important points. First, whereas some of the patients studied exhibited near-normal levels of GALE activity in lymphoblasts, consistent with a diagnosis of peripheral epimerase deficiency, many did not. We detected a spectrum of GALE activity levels ranging from 15%-64% of control levels, demonstrating that epimerase deficiency is not a binary condition; it is a continuum disorder. Second, lymphoblasts demonstrating the most severe reduction in GALE activity also demonstrated abnormal metabolite levels in the presence of external galactose and, in some cases, also in the absence of galactose. These abnormalities included elevated galactose-1P, elevated UDP-galactose, and deficient UDP-glucose. Moreover, some of the patients themselves also demonstrated metabolic abnormalities, both on and off galactose-restricted diet. Long-term follow-up studies of these and other patients will be required to elucidate the clinical significance of these biochemical abnormalities and the potential impact of dietary intervention on outcome.
Collapse
Affiliation(s)
- Kimberly K. Openo
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Jenny M. Schulz
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Claudia A. Vargas
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Corey S. Orton
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Michael P. Epstein
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Rhonda E. Schnur
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Fernando Scaglia
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Gerard T. Berry
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Gary S. Gottesman
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Can Ficicioglu
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Alfred E. Slonim
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Richard J. Schroer
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Chunli Yu
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Vanessa E. Rangel
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Jennifer Keenan
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Kerri Lamance
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| | - Judith L. Fridovich-Keil
- Department of Human Genetics, Emory University School of Medicine, Graduate Program in Nutrition Health Sciences, Emory University, and Emory College, Atlanta; Division of Genetics, Department of Pediatrics, Cooper University Hospital/Robert Wood Johnson Medical School, Camden, NJ; Department of Molecular and Human Genetics, Texas Children’s Hospital and Baylor College of Medicine, Houston; Jefferson Medical College and Division of Metabolism, Children’s Hospital of Philadelphia, Philadelphia; SSM Cardinal Glennon Children’s Hospital, St. Louis, MO; Columbia University Medical School, New York; and Greenwood Genetics Center, Greenwood, SC
| |
Collapse
|
38
|
Bro C, Knudsen S, Regenberg B, Olsson L, Nielsen J. Improvement of galactose uptake in Saccharomyces cerevisiae through overexpression of phosphoglucomutase: example of transcript analysis as a tool in inverse metabolic engineering. Appl Environ Microbiol 2005; 71:6465-72. [PMID: 16269670 PMCID: PMC1287681 DOI: 10.1128/aem.71.11.6465-6472.2005] [Citation(s) in RCA: 75] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Through genome-wide transcript analysis of a reference strain and two recombinant Saccharomyces cerevisiae strains with different rates of galactose uptake, we obtained information about the global transcriptional response to metabolic engineering of the GAL gene regulatory network. One of the recombinant strains overexpressed the gene encoding the transcriptional activator Gal4, and in the other strain the genes encoding Gal80, Gal6, and Mig1, which are negative regulators of the GAL system, were deleted. Even though the galactose uptake rates were significantly different in the three strains, we surprisingly did not find any significant changes in the expression of the genes encoding the enzymes catalyzing the first steps of the pathway (i.e., the genes encoding Gal2, Gal1, Gal7, and Gal10). We did, however, find that PGM2, encoding the major isoenzyme of phosphoglucomutase, was slightly up-regulated in the two recombinant strains with higher galactose uptake rates. This indicated that PGM2 is a target for overexpression in terms of increasing the flux through the Leloir pathway, and through overexpression of PGM2 the galactose uptake rate could be increased by 70% compared to that of the reference strain. Based on our findings, we concluded that phosphoglucomutase plays a key role in controlling the flux through the Leloir pathway, probably due to increased conversion of glucose-1-phosphate to glucose-6-phosphate. This conclusion was supported by measurements of sugar phosphates, which showed that there were increased concentrations of glucose-6-phosphate, galactose-6-phosphate, and fructose-6-phosphate in the strain construct overexpressing PGM2.
Collapse
Affiliation(s)
- Christoffer Bro
- Center for Microbial Biotechnology, BioCentrum-DTU, Building 223, Technical University of Denmark, DK-2800 Kgs Lyngby, Denmark
| | | | | | | | | |
Collapse
|
39
|
Sekiguchi Y, Mitsuhashi N, Kokaji T, Miyakoda H, Mimura T. Development of a comprehensive analytical method for phosphate metabolites in plants by ion chromatography coupled with tandem mass spectrometry. J Chromatogr A 2005; 1085:131-6. [PMID: 16106859 DOI: 10.1016/j.chroma.2005.01.098] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
This paper describes the development of a practical method for the analysis of phosphorus compounds with a focus on sugar phosphates from the model higher plant Arabidopsis thaliana by ion chromatography coupled to electrospray ionization tandem mass spectrometry (IC-ESI-MS-MS). After the analytical separation, the potassium hydroxide eluent was converted to water with an anion suppressor allowing the effluent from the IC to be connected to the mass spectrometer directly. In the optimized method, 17 phosphorous compounds (adenosine diphosphate (ADP), fructose 1,6-bisphosphate, fructose 2,6-bisphosphate, fructose 6-phosphate, galactose 1-phosphate, glucose 1-phosphate, glucose 1,6-bisphosphate, glucose 6-phosphate, mannose 6-phosphate, phosphoenol pyrvate, 3-phosphoglyceric acid, ribulose 1,5-bisphosphate, ribulose 5-phosphate, ribose 5-phosphate, sucrose 6-phosophate and uridine 5'-diphosphate-glucose (UDPG)) were determined. The linearity of response for these phosphorous compounds over the concentration range of 0 and 10 microM was better than 0.9993 in all cases. The minimum detection limit was between 0.01 and 2.50 microM for a 25 microL injection, and recovery rates for standard addition to the sample were within the range from 93% to 110%.
Collapse
Affiliation(s)
- Yoko Sekiguchi
- Technical Department, Nippon Dionex K.K., 6-3-14 Nishinakajima, Yodogawa-ku, Osaka 532-0011, Japan.
| | | | | | | | | |
Collapse
|
40
|
Villas-Bôas SG, Mas S, Akesson M, Smedsgaard J, Nielsen J. Mass spectrometry in metabolome analysis. MASS SPECTROMETRY REVIEWS 2005; 24:613-46. [PMID: 15389842 DOI: 10.1002/mas.20032] [Citation(s) in RCA: 356] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
In the post-genomic era, increasing efforts have been made to describe the relationship between the genome and the phenotype in cells and organisms. It has become clear that even a complete understanding of the state of the genes, messages, and proteins in a living system does not reveal its phenotype. Therefore, researchers have started to study the metabolome (or the metabolic complement of functional genomics). Within this context, mass spectrometry (MS) has increasingly occupied a central position in the methodologies developed for determination of the metabolic state. This review is mainly focused on the status of MS in the metabolome field, trying to direct the reader to the main approaches for analysis of metabolites, reviewing basic methodologies in sample preparation, and the most recent MS techniques introduced. Apart from the description of the different methods, this review will try to state a general comparison between the several different techniques that involve MS and metabolite analysis, and will highlight their limitations and preferred applicability.
Collapse
Affiliation(s)
- Silas G Villas-Bôas
- Center for Microbial Biotechnology, BioCentrum-DTU, Technical University of Denmark, Building 223, DK-2800 Kgs. Lyngby, Denmark
| | | | | | | | | |
Collapse
|
41
|
Panagiotou G, Christakopoulos P, Olsson L. The influence of different cultivation conditions on the metabolome of Fusarium oxysporum. J Biotechnol 2005; 118:304-15. [PMID: 15996783 DOI: 10.1016/j.jbiotec.2005.05.004] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2004] [Revised: 05/02/2005] [Accepted: 05/12/2005] [Indexed: 11/24/2022]
Abstract
The two most widespread pentose sugars found in the biosphere are d-xylose and l-arabinose. They are both potential substrates for ethanol production. The purpose of this study was to better understand the redox constraints imposed to Fusarium oxysporum during utilization of pentoses. In order to increase ethanol yield and decrease by-product formation, nitrate was used as nitrogen source. The use of NADH, the cofactor in denitrification process when using nitrate as a nitrogen source, improved the ethanol yield on xylose to 0.89 mol mol(-1) compared to the ethanol yield achieved using ammonium as nitrogen source 0.44 mol mol(-1). The improved ethanol yield was followed by a 28% decrease in yield of the by-product xylitol. In order to investigate the metabolic pathway of arabinose and the metabolic limitations for the efficient ethanol production from this sugar, the extracellular and intracellular metabolite profiles were determined under aerobic and anaerobic cultivation conditions. The results of this study clearly show difficulties in channelling of glucose-1-P (G1P) to pentose phosphate pathway (PPP) and reduced NADPH regeneration, suggesting that NADPH becomes a limiting factor for arabinose conversion, resulting in excessive acetate production. Variations of the fungus intracellular amino and non-amino acid pool, under different culture conditions, were evaluated using principal component analysis (PCA). PCA projection of the metabolome data collected from F. oxysporum subjected to environmental perturbations succeeded to visualize different physiological states and the conclusions of this study were that the metabolite profile is unique according to: (1) the carbon source and (2) the oxygen supply, and to a lesser extent to the cultivation phase.
Collapse
Affiliation(s)
- Gianni Panagiotou
- Center for Microbial Biotechnology, BioCentrum-DTU, Building 223, Technical University of Denmark, DK-2800 Kgs. Lyngby, Denmark
| | | | | |
Collapse
|
42
|
Panagiotou G, Christakopoulos P, Olsson L. Simultaneous saccharification and fermentation of cellulose by Fusarium oxysporum F3—growth characteristics and metabolite profiling. Enzyme Microb Technol 2005. [DOI: 10.1016/j.enzmictec.2004.12.029] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
|
43
|
Sekiguchi Y, Mitsuhashi N, Inoue Y, Yagisawa H, Mimura T. Analysis of sugar phosphates in plants by ion chromatography on a titanium dioxide column with pulsed amperometric detection. J Chromatogr A 2005; 1039:71-6. [PMID: 15250405 DOI: 10.1016/j.chroma.2004.02.015] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
This paper describes the development of a practical method for the analysis of sugar phosphates from the model higher plant Arabidopsis thaliana by high-performance anion-exchange chromatography with pulsed amperometric detection (HPAEC-PAD). The extraction method of sugar phosphates from higher plants was first optimized for HPAEC-PAD analysis. In order to improve the resolution in HPAEC-PAD, a column packed with titanium dioxide resin was used. The titanium dioxide column was used as a trap-column for sugar phosphates and nucleotides, for the removal of sample matrices. Sample pretreatment was achieved in-line and automatically using a six-port valve placed after the injection valve.
Collapse
Affiliation(s)
- Yoko Sekiguchi
- Department of Biological Sciences, Faculty of Science, Nara Women's University, Kitauoyanishimachi, Nara City, Nara 630-8506, Japan.
| | | | | | | | | |
Collapse
|
44
|
Schulz JM, Ross KL, Malmstrom K, Krieger M, Fridovich-Keil JL. Mediators of galactose sensitivity in UDP-galactose 4'-epimerase-impaired mammalian cells. J Biol Chem 2005; 280:13493-502. [PMID: 15701638 DOI: 10.1074/jbc.m414045200] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
UDP-galactose 4'-epimerase (GALE) catalyzes the final step in the Leloir pathway of galactose metabolism, interconverting UDP-galactose and UDP-glucose. Unlike its Escherichia coli counterpart, mammalian GALE also interconverts UDP-N-acetylgalactosamine and UDP-N-acetylglucosamine. Considering the key roles played by all four of these UDP-sugars in glycosylation, human GALE therefore not only contributes to the Leloir pathway, but also functions as a gatekeeper overseeing the ratios of important substrate pools required for the synthesis of glycosylated macromolecules. Defects in human GALE result in the disorder epimerase-deficiency galactosemia. To explore the relationship among GALE activity, substrate specificity, metabolic balance, and galactose sensitivity in mammalian cells, we employed a previously described GALE-null line of Chinese hamster ovary cells, ldlD. Using a transfection protocol, we generated ldlD derivative cell lines that expressed different levels of wild-type human GALE or E. coli GALE and compared the phenotypes and metabolic profiles of these lines cultured in the presence versus absence of galactose. We found that GALE-null cells accumulated abnormally high levels of Gal-1-P and UDP-Gal and abnormally low levels of UDP-Glc and UDP-GlcNAc in the presence of galactose and that human GALE expression corrected each of these defects. Comparing the human GALE- and E. coli GALE-expressing cells, we found that although GALE activity toward both substrates was required to restore metabolic balance, UDP-GalNAc activity was not required for cell proliferation in the presence of otherwise cytostatic concentrations of galactose. Finally, we found that uridine supplementation, which essentially corrected UDP-Glc and, to a lesser extent UDP-GlcNAc depletion, enabled ldlD cells to proliferate in the presence of galactose despite the continued accumulation of Gal-1-P and UDP-Gal. These data offer important insights into the mechanism of galactose sensitivity in epimerase-impaired cells and suggest a potential novel therapy for patients with epimerase-deficiency galactosemia.
Collapse
Affiliation(s)
- Jenny M Schulz
- Graduate Program in Nutrition and Health Sciences, Emory University, Atlanta, Georgia 30322, USA
| | | | | | | | | |
Collapse
|
45
|
Panagiotou G, Villas-Bôas SG, Christakopoulos P, Nielsen J, Olsson L. Intracellular metabolite profiling of Fusarium oxysporum converting glucose to ethanol. J Biotechnol 2005; 115:425-34. [PMID: 15639104 DOI: 10.1016/j.jbiotec.2004.09.011] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2004] [Revised: 09/23/2004] [Accepted: 09/27/2004] [Indexed: 10/26/2022]
Abstract
The filamentous fungus Fusarium oxysporum is known for its ability to produce ethanol by simultaneous saccharification and fermentation (SSF) of cellulose. However, the conversion rate is low and significant amounts of acetic acid are produced as a by-product. In this study, the growth characteristics of F. oxysporum were evaluated in a minimal medium using glucose as the sole carbon source in aerobic, anaerobic and oxygen-limited batch cultivations. Under aerobic conditions the maximum specific growth rate was found to be 0.043 h(-1), and the highest ethanol yield (1.66 mol/mol) was found under anaerobic conditions. During the different phases of the cultivations, the intracellular profiles were determined under aerobic and anaerobic conditions. The profiles of the phosphorylated intermediates indicated that there was a high glycolytic flux at anaerobic growth conditions, characterized by high efflux of glyceraldehyde-3-phosphate (G3P) and fructose-6-phosphate (F6P) from the pentose phosphate pathway (PPP) to the Embden-Meyerhof-Parnas (EMP) pathway, resulting in the highest ethanol production under these conditions. The amino acid profile clearly suggests that the TCA cycle was primarily active under aerobic cultivation. On the other hand, the presence of high levels of gamma-amino-n-butyric acid (GABA) under anaerobic conditions suggests a functional GABA bypass and a possible block in the TCA cycle at these conditions.
Collapse
Affiliation(s)
- Gianni Panagiotou
- Center for Microbial Biotechnology, BioCentrum-DTU, Technical University of Denmark, Soltofts Plads, Building 223, 2800 Lyngby, Denmark
| | | | | | | | | |
Collapse
|
46
|
Wamelink MMC, Struys EA, Huck JHJ, Roos B, van der Knaap MS, Jakobs C, Verhoeven NM. Quantification of sugar phosphate intermediates of the pentose phosphate pathway by LC-MS/MS: application to two new inherited defects of metabolism. J Chromatogr B Analyt Technol Biomed Life Sci 2005; 823:18-25. [PMID: 16055050 DOI: 10.1016/j.jchromb.2005.01.001] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2004] [Revised: 12/10/2004] [Accepted: 01/03/2005] [Indexed: 10/25/2022]
Abstract
We describe a liquid chromatography tandem mass spectrometry (LC-MS/MS) method to quantify pentose phosphate pathway intermediates (triose-3-phosphates, tetrose-4-phosphate, pentose-5-phosphate, pentulose-5-phosphates, hexose-6-phosphates and sedoheptulose-7-phosphate (sed-7P)) in bloodspots, fibroblasts and lymphoblasts. Liquid chromatography was performed using an ion pair loaded C(18) HPLC column and detection of the sugar phosphates was carried out by tandem mass spectrometry using an electron ion spray source operating in the negative mode and multiple reaction monitoring. Reference values for the pentose phosphate pathway intermediates in blood spots, fibroblasts and lymphoblasts were established. The method was applied to cells from patients affected with a deficiency of transaldolase. The transaldolase-deficient cells showed an increased concentration of sedoheptulose-7-phosphate. (Bloodspots: 5.19 and 5.43 micromol/L [0.49-3.33 micromol/L]; fibroblasts 7.43 and 26.46 micromol/mg protein [0.31-1.14 micromol/mg protein]; lymphoblasts 16.03 micromol/mg protein [0.61-2.09 micromol/mg protein].) The method was also applied to study enzymes of the pentose phosphate pathway by incubating fibroblasts or lymphoblasts homogenates with ribose-5-phosphate or 6-phosphogluconate and the subsequent analysis of the formed sugar phosphates.
Collapse
Affiliation(s)
- Mirjam M C Wamelink
- Metabolic Unit of the Department of Clinical Chemistry, VU University Medical Centre, Amsterdam, The Netherlands
| | | | | | | | | | | | | |
Collapse
|
47
|
Panagiotou G, Christakopoulos P, Villas-Boas S, Olsson L. Fermentation performance and intracellular metabolite profiling of Fusarium oxysporum cultivated on a glucose–xylose mixture. Enzyme Microb Technol 2005. [DOI: 10.1016/j.enzmictec.2004.07.009] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
|
48
|
Villas-Bôas SG, Højer-Pedersen J, Akesson M, Smedsgaard J, Nielsen J. Global metabolite analysis of yeast: evaluation of sample preparation methods. Yeast 2005; 22:1155-69. [PMID: 16240456 DOI: 10.1002/yea.1308] [Citation(s) in RCA: 327] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Sample preparation is considered one of the limiting steps in microbial metabolome analysis. Eukaryotes and prokaryotes behave very differently during the several steps of classical sample preparation methods for analysis of metabolites. Even within the eukaryote kingdom there is a vast diversity of cell structures that make it imprudent to blindly adopt protocols that were designed for a specific group of microorganisms. We have therefore reviewed and evaluated the whole sample preparation procedures for analysis of yeast metabolites. Our focus has been on the current needs in metabolome analysis, which is the analysis of a large number of metabolites with very diverse chemical and physical properties. This work reports the leakage of intracellular metabolites observed during quenching yeast cells with cold methanol solution, the efficacy of six different methods for the extraction of intracellular metabolites, and the losses noticed during sample concentration by lyophilization and solvent evaporation. A more reliable procedure is suggested for quenching yeast cells with cold methanol solution, followed by extraction of intracellular metabolites by pure methanol. The method can be combined with reduced pressure solvent evaporation and therefore represents an attractive sample preparation procedure for high-throughput metabolome analysis of yeasts.
Collapse
Affiliation(s)
- Silas G Villas-Bôas
- Centre for Microbial Biotechnology, BioCentrum-DTU, Technical University of Denmark, Building 223, DK-2800 Kgs. Lyngby, Denmark
| | | | | | | | | |
Collapse
|
49
|
Ross KL, Davis CN, Fridovich-Keil JL. Differential roles of the Leloir pathway enzymes and metabolites in defining galactose sensitivity in yeast. Mol Genet Metab 2004; 83:103-16. [PMID: 15464425 DOI: 10.1016/j.ymgme.2004.07.005] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2004] [Revised: 07/04/2004] [Accepted: 07/07/2004] [Indexed: 11/25/2022]
Abstract
The metabolism of galactose via enzymes of the Leloir pathway: galactokinase, galactose-1-P uridylyltransferase, and UDP galactose-4'-epimerase, is a process that has been conserved from Escherichia coli through humans. Impairment of this pathway in patients results in the disease galactosemia. Despite decades of study, the underlying pathophysiology in galactosemia remains unknown. Here we have defined the functional and metabolic implications of impaired galactose metabolism in yeast, by asking two questions: (1) What is the impact of loss of each of the three Leloir enzymes on the ability of cells to metabolize galactose, and on their sensitivity to galactose, and (2) what is the relationship between gal-1P and galactose-sensitivity in yeast? Our results demonstrate that only transferase-null cells are able to deplete their medium of galactose; deletion of kinase or epimerase halts this process. In contrast, only kinase-null cultures grow well in glycerol/ethanol medium despite the addition of galactose; both transferase and epimerase-null yeast arrest growth under these conditions. Indeed, epimerase-null yeast arrest growth at galactose concentrations 10-fold lower than do their transferase-null counterparts. Secondary deletion of kinase relieves growth arrest in both strains. Finally, rather than a continuous relationship between gal-1P and growth arrest, we observed a threshold level of gal-1P (approximately 10 nmol/mg cell DM) above which both transferase-null and epimerase-null cultures could not grow. These results both confirm and significantly extend prior knowledge of galactose metabolism in yeast, and set the stage for future studies into the mediators and mechanism of Leloir-impaired galactose sensitivity in eukaryotes.
Collapse
Affiliation(s)
- Kerry L Ross
- Department of Human Genetics, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA
| | | | | |
Collapse
|
50
|
Schulz JM, Watson AL, Sanders R, Ross KL, Thoden JB, Holden HM, Fridovich-Keil JL. Determinants of function and substrate specificity in human UDP-galactose 4'-epimerase. J Biol Chem 2004; 279:32796-803. [PMID: 15175331 DOI: 10.1074/jbc.m405005200] [Citation(s) in RCA: 57] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
UDP-galactose 4'-epimerase (GALE) interconverts UDP-galactose and UDP-glucose in the final step of the Leloir pathway. Unlike the Escherichia coli enzyme, human GALE (hGALE) also efficiently interconverts a larger pair of substrates: UDP-N-acetylgalactosamine and UDP-N-acetylglucosamine. The basis of this differential substrate specificity has remained obscure. Recently, however, x-ray crystallographic data have both predicted essential active site residues and suggested that differential active site cleft volume may be a key factor in determining GALE substrate selectivity. We report here a direct test of this hypothesis. In brief, we have created four substituted alleles: S132A, Y157F, S132A/Y157F, and C307Y-hGALE. While the first three substitutions were predicted to disrupt catalytic activity, the fourth was predicted to reduce active site cleft volume, thereby limiting entry or rotation of the larger but not the smaller substrate. All four alleles were expressed in a null-background strain of Saccharomyces cerevisiae and characterized in terms of activity with regard to both UDP-galactose and UDP-N-acetylgalactosamine. The S132A/Y157F and C307Y-hGALE proteins were also overexpressed in Pichia pastoris and purified for analysis. In all forms tested, the Y157F, S132A, and Y157F/S132A-hGALE proteins each demonstrated a complete loss of activity with respect to both substrates. In contrast, the C307Y-hGALE demonstrated normal activity with respect to UDP-galactose but complete loss of activity with respect to UDP-N-acetylgalactosamine. Together, these results serve to validate the wild-type hGALE crystal structure and fully support the hypothesis that residue 307 acts as a gatekeeper mediating substrate access to the hGALE active site.
Collapse
Affiliation(s)
- Jenny M Schulz
- Graduate Program in Nutrition and Health Sciences, Emory University, Atlanta, Georgia 30322, USA
| | | | | | | | | | | | | |
Collapse
|