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Wang Y, Zhang X, Hu W, Dong C, Fu D, Habtegabir SG, Han Y. Ultra-fast screening of free fatty acids in human plasma using ion mobility mass spectrometry. J Sep Sci 2022; 45:1818-1826. [PMID: 35340115 DOI: 10.1002/jssc.202200037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 03/10/2022] [Accepted: 03/22/2022] [Indexed: 11/06/2022]
Abstract
Free fatty acids involved in many metabolic regulations in human body. In this work, an ultra-fast screening method was developed for the analysis of free fatty acids using trapped ion mobility spectrometry coupled with mass spectrometry. Thirty-three free fatty acids possessing different unsaturation degrees and different carbon chain lengths were baseline separated and characterized within milliseconds. Saturated, monounsaturated, and polyunsaturated free fatty acids showed different linearities between collision cross section values and m/z. Establishment of correlations between structures and collision cross section values provided additional qualitative information and made it possible to determine free fatty acids which were out of the standards pool but possessed the confirmed linearity. Gas-phase separation made the quantitative analysis reliable and repeatable at a much lower time cost than chromatographic methods. The sensitivity was comparable to and even better than the reported results. The method was validated and applied to profiling free fatty acids in human plasma. Saturated free fatty acids abundance in the fasting state was found to be lower than that in the postprandial state, while unsaturated species abundance was found higher. The method was fast and robust with minimum sample pretreatment, so it was promising in high-throughput screening of free fatty acids. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Yinghao Wang
- State Key Laboratory of Heavy Oil Processing, College of Chemical Engineering and Environment, China University of Petroleum-Beijing, Beijing, 102249, China
| | - Xianxie Zhang
- State Key Laboratory of Medical Molecular Biology, Department of Biochemistry and Molecular Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, 100005, China.,Department of Pharmaceutical Sciences, Beijing Institute of Radiation Medicine, Beijing, 100850, China
| | - Wenya Hu
- State Key Laboratory of Heavy Oil Processing, College of Chemical Engineering and Environment, China University of Petroleum-Beijing, Beijing, 102249, China
| | - Chenglong Dong
- State Key Laboratory of Heavy Oil Processing, College of Chemical Engineering and Environment, China University of Petroleum-Beijing, Beijing, 102249, China
| | - Dali Fu
- State Key Laboratory of Heavy Oil Processing, College of Chemical Engineering and Environment, China University of Petroleum-Beijing, Beijing, 102249, China
| | - Sara Girmay Habtegabir
- State Key Laboratory of Heavy Oil Processing, College of Chemical Engineering and Environment, China University of Petroleum-Beijing, Beijing, 102249, China
| | - Yehua Han
- State Key Laboratory of Heavy Oil Processing, College of Chemical Engineering and Environment, China University of Petroleum-Beijing, Beijing, 102249, China
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Zheng L, Shen X, Wang Y, Liang J, Xu M, Fang X, Chen G, Chen G. Content and Composition of Phospholipids, Fatty Acids and Sterols in Commercial Natural Phospholipid Excipients. CURR PHARM ANAL 2021. [DOI: 10.2174/1573412916999200605162707] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Background:
Phospholipids are widely used in food and pharmaceutical industry as functional
excipients. In spite of the many analytical methods reported, there are very limited reports concerning
systematic research and comparison of phospholipid excipients.
Objective:
To present a comprehensive evaluation of commercial natural phospholipid excipients (CNPEs).
Methods:
Seventeen batches of CNPEs from five manufacturing enterprises, isolated either from soybean
or egg yolk, were investigated. The content and composition of phospholipids, fatty acids and
sterols as a whole were considered as the evaluative index of CNPEs. Eight kinds of phospholipids
were determined by Supercritical Fluid Chromatography (SFC), twenty-one kinds of fatty acids were
determined by Gas Chromatography (GC) after boron trifluoride-methanol derivatization, and nine
kinds of sterols were determined by High Performance Liquid Chromatography (HPLC) after separation
and derivatization of the unsaponifiable matter. Cluster analysis was employed for the classification
and identification of the CNPEs.
Results:
The results showed that each kind of CNPEs had its characteristic content and composition of
phospholipids, fatty acids and sterols. Seventeen batches of samples were divided into eight groups in cluster
analysis. CNPEs of the same type from different source (soybean or egg yolk) or enterprises presented
different content and composition of phospholipids, fatty acids and sterols.
Conclusion:
Each type of CNPEs had its characteristic content and composition of phospholipid, fatty acid
and sterol. The compositions of phospholipid, fatty acid and sterol as a whole can be applied as an indicator
of the quality and characteristics for CNPEs.
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Affiliation(s)
- Luxia Zheng
- Shanghai Institute of Pharmaceutical Industry, China State Institute of Pharmaceutical Industry, 285 Gebaini Road, Shanghai 200040, China
| | - Xiong Shen
- Department of Pharmacy, Zhongshan Hospital, 180 Fenglin Road, Shanghai 200032, China
| | - Yingchun Wang
- Shanghai Institute of Pharmaceutical Industry, China State Institute of Pharmaceutical Industry, 285 Gebaini Road, Shanghai 200040, China
| | - Jian Liang
- Department of Pharmacy, Zhongshan Hospital, 180 Fenglin Road, Shanghai 200032, China
| | - Mingming Xu
- NMPA Key Laboratory for Quality Control of Therapeutic Monoclonal Antibodies, Shanghai Institute for Food and Drug Control, 1500 Zhangheng Road, Shanghai 201203, China
| | - Xinxin Fang
- NMPA Key Laboratory for Quality Control of Therapeutic Monoclonal Antibodies, Shanghai Institute for Food and Drug Control, 1500 Zhangheng Road, Shanghai 201203, China
| | - Gang Chen
- NMPA Key Laboratory for Quality Control of Therapeutic Monoclonal Antibodies, Shanghai Institute for Food and Drug Control, 1500 Zhangheng Road, Shanghai 201203, China
| | - Guilliang Chen
- Shanghai Institute of Pharmaceutical Industry, China State Institute of Pharmaceutical Industry, 285 Gebaini Road, Shanghai 200040, China
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3
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Dong X, Liu X, Chen X. Synthesis of toluene-4-sulfonic acid 2-(2-thiophen-2-yl-phenanthro[9,10- d]imidazol-1-yl)-ethyl ester and its application for sensitive determination of free fatty acids in ginkgo nut and ginkgo leaf by high performance liquid chromatography with fluorescence detection. RSC Adv 2018; 8:18549-18559. [PMID: 35541139 PMCID: PMC9080538 DOI: 10.1039/c8ra01875h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2018] [Accepted: 05/09/2018] [Indexed: 11/02/2022] Open
Abstract
A highly sensitive HPLC-FL method to determine fatty acids was developed utilizing TSTPE as a novel fluorescent labeling reagent.
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Affiliation(s)
- Xiuli Dong
- School of Pharmacy
- Binzhou Medical University
- Yantai
- P. R. China
| | - Xueying Liu
- School of Pharmacy
- Binzhou Medical University
- Yantai
- P. R. China
| | - Xiangming Chen
- School of Pharmacy
- Binzhou Medical University
- Yantai
- P. R. China
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4
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Lyu F, Gao F, Wei Q, Liu L. Changes of membrane fatty acids and proteins of Shewanella putrefaciens treated with cinnamon oil and gamma irradiation. BIORESOUR BIOPROCESS 2017; 4:10. [PMID: 28203517 PMCID: PMC5283506 DOI: 10.1186/s40643-017-0140-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 01/19/2017] [Accepted: 01/23/2017] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In order to detect the antimicrobial mechanism of combined treatment of cinnamon oil and gamma irradiation (GI), the membrane fatty acids and proteins characteristics of Shewanella putrefaciens (S. putrefaciens) treated with cinnamon oil and GI, and the distribution of cinnamon oil in S. putrefaciens were observed in this study. RESULTS The membrane lipid profile of S. putrefaciens was notably damaged by treatments of cinnamon oil and the combination of cinnamon oil and GI, with significantly fatty acids decrease in C14:0, C16:0, C16:1, C17:1, C18:1 (p < 0.05). The SDS-PAGE result showed that GI did not have obvious effect on membrane proteins (MP), but GI combined with cinnamon oil changed the MP subunits. Cinnamaldehyde, the main component of cinnamon oil, can not transport into S. putrefaciens obviously. It was transformed into cinnamyl alcohol in the nutrient broth with the action of S. putrefaciens. This indicated that the antimicrobial action of cinnamon oil mainly happened on the membrane of S. putrefaciens. CONCLUSION Cinnamon oil could act on the membrane of S. putrefaciens with the damage of fatty acids and proteins, and GI would increase the destructive capability of cinnamon oil on the membrane fatty acids and proteins of S. putrefaciens.
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Affiliation(s)
- Fei Lyu
- Department of Food Science, Ocean College, Zhejiang University of Technology, 18 Chaowang Road, Hangzhou, 310014 China
| | - Fei Gao
- Department of Food Science, Ocean College, Zhejiang University of Technology, 18 Chaowang Road, Hangzhou, 310014 China
| | - Qianqian Wei
- Department of Food Science, Ocean College, Zhejiang University of Technology, 18 Chaowang Road, Hangzhou, 310014 China
| | - Lin Liu
- Department of Food Science, Ocean College, Zhejiang University of Technology, 18 Chaowang Road, Hangzhou, 310014 China
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5
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Yang M, Fujino T. Quantitative Analysis of Free Fatty Acids in Human Serum Using Biexciton Auger Recombination in Cadmium Telluride Nanoparticles Loaded on Zeolite. Anal Chem 2014; 86:9563-9. [DOI: 10.1021/ac5018869] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Mengrui Yang
- Department
of Chemistry,
Graduate School of Science and Engineering, Tokyo Metropolitan University, 1-1 Minami-Osawa, Hachioji-shi, Tokyo 192-0397, Japan
| | - Tatsuya Fujino
- Department
of Chemistry,
Graduate School of Science and Engineering, Tokyo Metropolitan University, 1-1 Minami-Osawa, Hachioji-shi, Tokyo 192-0397, Japan
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6
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Lactic acid bacteria isolated from fish gut produce conjugated linoleic acid without the addition of exogenous substrate. Process Biochem 2014. [DOI: 10.1016/j.procbio.2014.04.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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7
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Xu W, Zhang L, Huang Y, Yang Q, Xiao H, Zhang D. Urinary Fatty Acid Composition and Biomarkers Discovery for Type 2 Diabetic Patients Based on Ultra-Performance Liquid Chromatography-Quadrupole/Time of Flight Mass Spectrometry and Multivariate Statistical Analysis. ANAL LETT 2012. [DOI: 10.1080/00032719.2012.702180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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8
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Adamberg K, Seiman A, Vilu R. Increased biomass yield of Lactococcus lactis by reduced overconsumption of amino acids and increased catalytic activities of enzymes. PLoS One 2012; 7:e48223. [PMID: 23133574 PMCID: PMC3485057 DOI: 10.1371/journal.pone.0048223] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2012] [Accepted: 09/21/2012] [Indexed: 11/18/2022] Open
Abstract
Steady state cultivation and multidimensional data analysis (metabolic fluxes, absolute proteome, and transcriptome) are used to identify parameters that control the increase in biomass yield of Lactococcus lactis from 0.10 to 0.12 C-mol C-mol−1 with an increase in specific growth rate by 5 times from 0.1 to 0.5 h−1. Reorganization of amino acid consumption was expressed by the inactivation of the arginine deiminase pathway at a specific growth rate of 0.35 h−1 followed by reduced over-consumption of pyruvate directed amino acids (asparagine, serine, threonine, alanine and cysteine) until almost all consumed amino acids were used only for protein synthesis at maximal specific growth rate. This balanced growth was characterized by a high glycolytic flux carrying up to 87% of the carbon flow and only amino acids that relate to nucleotide synthesis (glutamine, serine and asparagine) were consumed in higher amounts than required for cellular protein synthesis. Changes in the proteome were minor (mainly increase in the translation apparatus). Instead, the apparent catalytic activities of enzymes and ribosomes increased by 3.5 times (0.1 vs 0.5 h−1). The apparent catalytic activities of glycolytic enzymes and ribosomal proteins were seen to follow this regulation pattern while those of enzymes involved in nucleotide metabolism increased more than the specific growth rate (over 5.5 times). Nucleotide synthesis formed the most abundant biomonomer synthetic pathway in the cells with an expenditure of 6% from the total ATP required for biosynthesis. Due to the increase in apparent catalytic activity, ribosome translation was more efficient at higher growth rates as evidenced by a decrease of protein to mRNA ratios. All these effects resulted in a 30% decrease of calculated ATP spilling (0.1 vs 0.5 h−1). Our results show that bioprocesses can be made more efficient (using a balanced metabolism) by varying the growth conditions.
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Affiliation(s)
- Kaarel Adamberg
- Department of Chemistry, Tallinn University of Technology, Tallinn, Estonia.
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9
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Thomas MC, Dunn SR, Altvater J, Dove SG, Nette GW. Rapid Identification of Long-Chain Polyunsaturated Fatty Acids in a Marine Extract by HPLC-MS Using Data-Dependent Acquisition. Anal Chem 2012; 84:5976-83. [DOI: 10.1021/ac3006523] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Michael C. Thomas
- Independent
Marine Biochemical
Research, Moreton Bay Research Station,
Dunwich Qld 4183, Australia
- ARC Centre for Excellence in
Coral Reef Studies, School of Biological Sciences, University of Queensland, St. Lucia Qld 4072, Australia
| | - Simon R. Dunn
- ARC Centre for Excellence in
Coral Reef Studies, School of Biological Sciences, University of Queensland, St. Lucia Qld 4072, Australia
| | - Jens Altvater
- Independent
Marine Biochemical
Research, Moreton Bay Research Station,
Dunwich Qld 4183, Australia
| | - Sophie G. Dove
- ARC Centre for Excellence in
Coral Reef Studies, School of Biological Sciences, University of Queensland, St. Lucia Qld 4072, Australia
| | - Geoffrey W. Nette
- Independent
Marine Biochemical
Research, Moreton Bay Research Station,
Dunwich Qld 4183, Australia
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10
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Hellmuth C, Weber M, Koletzko B, Peissner W. Nonesterified fatty acid determination for functional lipidomics: comprehensive ultrahigh performance liquid chromatography-tandem mass spectrometry quantitation, qualification, and parameter prediction. Anal Chem 2012; 84:1483-90. [PMID: 22224852 DOI: 10.1021/ac202602u] [Citation(s) in RCA: 97] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Despite their central importance for lipid metabolism, straightforward quantitative methods for determination of nonesterified fatty acid (NEFA) species are still missing. The protocol presented here provides unbiased quantitation of plasma NEFA species by liquid chromatography-tandem mass spectrometry (LC-MS/MS). Simple deproteination of plasma in organic solvent solution yields high accuracy, including both the unbound and initially protein-bound fractions, while avoiding interferences from hydrolysis of esterified fatty acids from other lipid classes. Sample preparation is fast and nonexpensive, hence well suited for automation and high-throughput applications. Separation of isotopologic NEFA is achieved using ultrahigh-performance liquid chromatography (UPLC) coupled to triple quadrupole LC-MS/MS detection. In combination with automated liquid handling, total assay time per sample is less than 15 min. The analytical spectrum extends beyond readily available NEFA standard compounds by a regression model predicting all the relevant analytical parameters (retention time, ion path settings, and response factor) of NEFA species based on chain length and number of double bonds. Detection of 50 NEFA species and accurate quantification of 36 NEFA species in human plasma is described, the highest numbers ever reported for a LC-MS application. Accuracy and precision are within widely accepted limits. The use of qualifier ions supports unequivocal analyte verification.
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Affiliation(s)
- Christian Hellmuth
- Division of Metabolic and Nutritional Medicine, Dr. von Hauner Children's Hospital, Ludwig-Maximilians-University of Munich, 80337 Munich, Germany
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11
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Valgepea K, Adamberg K, Vilu R. Decrease of energy spilling in Escherichia coli continuous cultures with rising specific growth rate and carbon wasting. BMC SYSTEMS BIOLOGY 2011; 5:106. [PMID: 21726468 PMCID: PMC3149000 DOI: 10.1186/1752-0509-5-106] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/27/2011] [Accepted: 07/05/2011] [Indexed: 11/23/2022]
Abstract
Background Growth substrates, aerobic/anaerobic conditions, specific growth rate (μ) etc. strongly influence Escherichia coli cell physiology in terms of cell size, biomass composition, gene and protein expression. To understand the regulation behind these different phenotype properties, it is useful to know carbon flux patterns in the metabolic network which are generally calculated by metabolic flux analysis (MFA). However, rarely is biomass composition determined and carbon balance carefully measured in the same experiments which could possibly lead to distorted MFA results and questionable conclusions. Therefore, we carried out both detailed carbon balance and biomass composition analysis in the same experiments for more accurate quantitative analysis of metabolism and MFA. Results We applied advanced continuous cultivation methods (A-stat and D-stat) to continuously monitor E. coli K-12 MG1655 flux and energy metabolism dynamic responses to change of μ and glucose-acetate co-utilisation. Surprisingly, a 36% reduction of ATP spilling was detected with increasing μ and carbon wasting to non-CO2 by-products under constant biomass yield. The apparent discrepancy between constant biomass yield and decline of ATP spilling could be explained by the rise of carbon wasting from 3 to 11% in the carbon balance which was revealed by the discovered novel excretion profile of E. coli pyrimidine pathway intermediates carbamoyl-phosphate, dihydroorotate and orotate. We found that carbon wasting patterns are dependent not only on μ, but also on glucose-acetate co-utilisation capability. Accumulation of these compounds was coupled to the two-phase acetate accumulation profile. Acetate overflow was observed in parallel with the reduction of TCA cycle and glycolysis fluxes, and induction of pentose phosphate pathway. Conclusions It can be concluded that acetate metabolism is one of the major regulating factors of central carbon metabolism. More importantly, our model calculations with actual biomass composition and detailed carbon balance analysis in steady state conditions with -omics data comparison demonstrate the importance of a comprehensive systems biology approach for more advanced understanding of metabolism and carbon re-routing mechanisms potentially leading to more successful metabolic engineering.
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Affiliation(s)
- Kaspar Valgepea
- Tallinn University of Technology, Department of Chemistry, Akadeemia tee 15, 12618 Tallinn, Estonia
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McLaren DG, Miller PL, Lassman ME, Castro-Perez JM, Hubbard BK, Roddy TP. An ultraperformance liquid chromatography method for the normal-phase separation of lipids. Anal Biochem 2011; 414:266-72. [PMID: 21402047 DOI: 10.1016/j.ab.2011.03.009] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2011] [Revised: 02/28/2011] [Accepted: 03/08/2011] [Indexed: 11/17/2022]
Abstract
An ultraperformance liquid chromatography method using normal-phase solvents, a silica column, and evaporative light-scattering detection is presented. The method is based on a quaternary gradient profile and is capable of resolving the major neutral and polar lipids present in plasma and animal tissue in under 5 min, with a total cycle time of 11 min. Limits of quantitation for 7 different lipid classes were on the order of 200 ng of material on column which enables an accurate analysis from as little as 20 μL of plasma or 50 mg of tissue for typical samples. Intraday and interday precision for the determination of the major lipid classes in human plasma ranged from 3.6 to 10.5% CV with a variability in retention time of less than 6%. The utility of the method is demonstrated through the separation and quantitation of lipids in mouse plasma, liver, and heart tissue.
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Affiliation(s)
- David G McLaren
- Atherosclerosis Research, Merck Research Laboratories, Merck & Co. Inc., Rahway, NJ 07065, USA
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Lahtvee PJ, Adamberg K, Arike L, Nahku R, Aller K, Vilu R. Multi-omics approach to study the growth efficiency and amino acid metabolism in Lactococcus lactis at various specific growth rates. Microb Cell Fact 2011; 10:12. [PMID: 21349178 PMCID: PMC3049130 DOI: 10.1186/1475-2859-10-12] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2010] [Accepted: 02/24/2011] [Indexed: 01/28/2023] Open
Abstract
Background Lactococcus lactis is recognised as a safe (GRAS) microorganism and has hence gained interest in numerous biotechnological approaches. As it is fastidious for several amino acids, optimization of processes which involve this organism requires a thorough understanding of its metabolic regulations during multisubstrate growth. Results Using glucose limited continuous cultivations, specific growth rate dependent metabolism of L. lactis including utilization of amino acids was studied based on extracellular metabolome, global transcriptome and proteome analysis. A new growth medium was designed with reduced amino acid concentrations to increase precision of measurements of consumption of amino acids. Consumption patterns were calculated for all 20 amino acids and measured carbon balance showed good fit of the data at all growth rates studied. It was observed that metabolism of L. lactis became more efficient with rising specific growth rate in the range 0.10 - 0.60 h-1, indicated by 30% increase in biomass yield based on glucose consumption, 50% increase in efficiency of nitrogen use for biomass synthesis, and 40% reduction in energy spilling. The latter was realized by decrease in the overall product formation and higher efficiency of incorporation of amino acids into biomass. L. lactis global transcriptome and proteome profiles showed good correlation supporting the general idea of transcription level control of bacterial metabolism, but the data indicated that substrate transport systems together with lower part of glycolysis in L. lactis were presumably under allosteric control. Conclusions The current study demonstrates advantages of the usage of strictly controlled continuous cultivation methods combined with multi-omics approach for quantitative understanding of amino acid and energy metabolism of L. lactis which is a valuable new knowledge for development of balanced growth media, gene manipulations for desired product formation etc. Moreover, collected dataset is an excellent input for developing metabolic models.
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Affiliation(s)
- Petri-Jaan Lahtvee
- Tallinn University of Technology, Department of Chemistry, Akadeemia tee 15, 12618 Tallinn, Estonia
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Li T, Dai L, Li L, Hu X, Dong L, Li J, Salim SK, Fu J, Zhong H. Typing of unknown microorganisms based on quantitative analysis of fatty acids by mass spectrometry and hierarchical clustering. Anal Chim Acta 2011; 684:112-20. [DOI: 10.1016/j.aca.2010.10.047] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2010] [Revised: 10/27/2010] [Accepted: 10/28/2010] [Indexed: 01/11/2023]
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