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Wissner JL, Escobedo-Hinojosa W, Heinemann PM, Hunold A, Hauer B. Methods for the detection and analysis of dioxygenase catalyzed dihydroxylation in mutant derived libraries. Methods Enzymol 2020; 644:63-93. [DOI: 10.1016/bs.mie.2020.04.022] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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Yang G, Zhao G, Zhang J, Gao S, Chen T, Ding S, Zhu Y. Global urinary metabolic profiling of the osteonecrosis of the femoral head based on UPLC-QTOF/MS. Metabolomics 2019; 15:26. [PMID: 30830485 DOI: 10.1007/s11306-019-1491-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2018] [Accepted: 02/13/2019] [Indexed: 02/06/2023]
Abstract
INTRODUCTION Osteonecrosis of the femoral head (ONFH), one of the widespread orthopedic diseases with a decrease in bloodstream to the femoral head, is frequently accompanied by cellular death, trabecula fracture, and collapse of the articular surface. The exactly pathological mechanism of ONFH remains to explore and further identify. OBJECTIVES The aim was to identify the global urinary metabolic profiling of ONFH and to detect biomarkers of ONFH. METHODS Urine samples were collected from 26 ONFH patients and 26 healthy people. Ultra-performance liquid chromatography-quadrupole time of flight tandem mass spectrometry (UPLC-QTOF/MS) in combination with multivariate statistical analysis was developed and performed to identify the global urinary metabolic profiling of ONFH. RESULTS The urinary metabolic profiling of ONFH group was significantly separated from the control group by multivariate statistical analysis. 33 distinctly differential metabolites were detected between the ONFH patients and healthy people. Sulfate, urea, Deoxycholic acid and PE(14:0/14:1(9Z)) were screened as the potential biomarkers of ONFH. In addition, the up/down-regulation of sulfur metabolism, cysteine and methionine metabolism, glycerophospholipid metabolism, and histidine metabolism were clearly be associated with the ONFH pathogenic progress. CONCLUSION Our results suggested that metabolomics could serve as a promising approach for identifying the diagnostic biomarkers and elucidating the pathological mechanism of ONFH.
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Affiliation(s)
- Gang Yang
- Department of Orthopedics, Fuling Center Hospital of Chongqing City, Chongqing, 408000, China
| | - Gang Zhao
- Department of Orthopedics, Fuling Center Hospital of Chongqing City, Chongqing, 408000, China
| | - Jian Zhang
- Department of Orthopedics, The First Affiliated Hospital, Chongqing Medical University, Youyi Road No. 1, Chongqing, 400016, China
| | - Sichuan Gao
- Department of Orthopedics, The First Affiliated Hospital, Chongqing Medical University, Youyi Road No. 1, Chongqing, 400016, China
| | - Tingmei Chen
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Shijia Ding
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Yun Zhu
- Department of Orthopedics, Fuling Center Hospital of Chongqing City, Chongqing, 408000, China.
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De Angelis M, Vannini L, Di Cagno R, Cavallo N, Minervini F, Francavilla R, Ercolini D, Gobbetti M. Salivary and fecal microbiota and metabolome of celiac children under gluten-free diet. Int J Food Microbiol 2016; 239:125-132. [PMID: 27452636 DOI: 10.1016/j.ijfoodmicro.2016.07.025] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Revised: 07/10/2016] [Accepted: 07/18/2016] [Indexed: 02/06/2023]
Abstract
Celiac disease (CD) is an inflammatory autoimmune disorder resulting from the combination of genetic predisposition and gluten ingestion. A life-long gluten free diet (GFD) is the only therapeutic approach. Dysbiosis, which can precede the CD pathogenesis and/or persist when subjects are on GFD, is reviewed and discussed. Salivary microbiota and metabolome differed between healthy and celiac children treated under GFD (T-CD) for at least two years. The type of GFD (African- vs Italian-style) modified the microbiota and metabolome of Saharawi T-CD children. Different studies showed bacterial dysbiosis at duodenal and/or fecal level of patients with active untreated CD (U-CD) and T-CD compared to healthy subjects. The ratio of protective anti-inflammatory bacteria such as Lactobacillus-Bifidobacterium to potentially harmful Bacteroides-Enterobacteriaceae was the lowest in U-CD and T-CD children. In agreement with dysbiosis, serum, fecal and urinary metabolome from U-CD and T-CD patients showed altered levels of free amino acids and volatile organic compounds. However, consensus across studies defining specific bacteria and metabolites in U-CD or T-CD patients is still lacking. Future research efforts are required to determine the relationships between CD and oral and intestinal microbiotas to improve the composition of GFD for restoring the gut dysbiosis as a preventative or therapeutic approach for CD.
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Affiliation(s)
- Maria De Angelis
- Department of Soil, Plant and Food Science, University of Bari Aldo Moro, Via G. Amendola 165/a, 70126 Bari, Italy.
| | - Lucia Vannini
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy
| | - Raffaella Di Cagno
- Department of Soil, Plant and Food Science, University of Bari Aldo Moro, Via G. Amendola 165/a, 70126 Bari, Italy
| | - Noemi Cavallo
- Department of Soil, Plant and Food Science, University of Bari Aldo Moro, Via G. Amendola 165/a, 70126 Bari, Italy
| | - Fabio Minervini
- Department of Soil, Plant and Food Science, University of Bari Aldo Moro, Via G. Amendola 165/a, 70126 Bari, Italy
| | - Ruggiero Francavilla
- Department of Interdisciplinary Medicine, University of Bari Aldo Moro, Bari, Italy
| | - Danilo Ercolini
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy
| | - Marco Gobbetti
- Department of Soil, Plant and Food Science, University of Bari Aldo Moro, Via G. Amendola 165/a, 70126 Bari, Italy
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Gromski PS, Muhamadali H, Ellis DI, Xu Y, Correa E, Turner ML, Goodacre R. A tutorial review: Metabolomics and partial least squares-discriminant analysis – a marriage of convenience or a shotgun wedding. Anal Chim Acta 2015; 879:10-23. [DOI: 10.1016/j.aca.2015.02.012] [Citation(s) in RCA: 509] [Impact Index Per Article: 50.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2014] [Revised: 02/03/2015] [Accepted: 02/06/2015] [Indexed: 01/14/2023]
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Koch C, Brandstetter M, Wechselberger P, Lorantfy B, Plata M, Radel S, Herwig C, Lendl B. Ultrasound-enhanced attenuated total reflection mid-infrared spectroscopy in-line probe: acquisition of cell spectra in a bioreactor. Anal Chem 2015; 87:2314-20. [PMID: 25582569 PMCID: PMC4333607 DOI: 10.1021/ac504126v] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2014] [Accepted: 01/12/2015] [Indexed: 11/29/2022]
Abstract
This article presents a novel method for selective acquisition of Fourier transform infrared (FT-IR) spectra of microorganisms in-line during fermentation, using Saccharomyces cerevisiae as an example. The position of the cells relative to the sensitive region of the attenuated total reflection (ATR) FT-IR probe was controlled by combing a commercially available ATR in-line probe with contact-free, gentle particle manipulation by ultrasonic standing waves. A prototype probe was successfully constructed, assembled, and tested in-line during fed-batch fermentations of S. cerevisiae. Control over the position of the cells was achieved by tuning the ultrasound frequency: 2.41 MHz was used for acquisition of spectra of the cells (pushing frequency f(p)) and 1.87 MHz, for retracting the cells from the ATR element, therefore allowing spectra of the medium to be acquired. Accumulation of storage carbohydrates (trehalose and glycogen) inside the cells was induced by a lack of a nitrogen source in the feed medium. These changes in biochemical composition were visible in the spectra of the cells recorded in-line during the application of f(p) and could be verified by reference spectra of dried cell samples recorded off-line with a FT-IR microscope. Comparison of the cell spectra with spectra of trehalose, glycogen, glucose, and mannan, i.e., the major carbohydrates present in S. cerevisiae, and principal components analysis revealed that the changes observed in the cell spectra correlated well with the bands specific for trehalose and glycogen. This proves the applicability and capability of ultrasound-enhanced in-line ATR mid-IR spectroscopy as a real-time PAT method for the in situ monitoring of cellular biochemistry during fermentation.
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Affiliation(s)
- Cosima Koch
- Institute
of Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9/164-UPA, 1060 Vienna, Austria
| | - Markus Brandstetter
- Institute
of Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9/164-UPA, 1060 Vienna, Austria
| | - Patrick Wechselberger
- Institute
of Chemical Engineering, Vienna University
of Technology, Gumpendorferstraße
1a, 1060 Vienna, Austria
- Christian
Doppler Laboratory for Mechanistic and Physiological Methods for Improved
Bioprocesses, Institute of
Chemical Engineering, Vienna University
of Technology, Getreidemarkt
9/166, 1060 Vienna, Austria
| | - Bettina Lorantfy
- Institute
of Chemical Engineering, Vienna University
of Technology, Gumpendorferstraße
1a, 1060 Vienna, Austria
| | - Maria
Reyes Plata
- Institute
of Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9/164-UPA, 1060 Vienna, Austria
| | - Stefan Radel
- Institute
of Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9/164-UPA, 1060 Vienna, Austria
| | - Christoph Herwig
- Institute
of Chemical Engineering, Vienna University
of Technology, Gumpendorferstraße
1a, 1060 Vienna, Austria
- Christian
Doppler Laboratory for Mechanistic and Physiological Methods for Improved
Bioprocesses, Institute of
Chemical Engineering, Vienna University
of Technology, Getreidemarkt
9/166, 1060 Vienna, Austria
| | - Bernhard Lendl
- Institute
of Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9/164-UPA, 1060 Vienna, Austria
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Francavilla R, Ercolini D, Piccolo M, Vannini L, Siragusa S, De Filippis F, De Pasquale I, Di Cagno R, Di Toma M, Gozzi G, Serrazanetti DI, De Angelis M, Gobbetti M. Salivary microbiota and metabolome associated with celiac disease. Appl Environ Microbiol 2014; 80:3416-3425. [PMID: 24657864 PMCID: PMC4018861 DOI: 10.1128/aem.00362-14] [Citation(s) in RCA: 85] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2014] [Accepted: 03/17/2014] [Indexed: 12/31/2022] Open
Abstract
This study aimed to investigate the salivary microbiota and metabolome of 13 children with celiac disease (CD) under a gluten-free diet (treated celiac disease [T-CD]). The same number of healthy children (HC) was used as controls. The salivary microbiota was analyzed by an integrated approach using culture-dependent and -independent methods. Metabolome analysis was carried out by gas chromatography-mass spectrometry-solid-phase microextraction. Compared to HC, the number of some cultivable bacterial groups (e.g., total anaerobes) significantly (P < 0.05) differed in the saliva samples of the T-CD children. As shown by community-level catabolic profiles, the highest Shannon's diversity and substrate richness were found in HC. Pyrosequencing data showed the highest richness estimator and diversity index values for HC. Levels of Lachnospiraceae, Gemellaceae, and Streptococcus sanguinis were highest for the T-CD children. Streptococcus thermophilus levels were markedly decreased in T-CD children. The saliva of T-CD children showed the largest amount of Bacteroidetes (e.g., Porphyromonas sp., Porphyromonas endodontalis, and Prevotella nanceiensis), together with the smallest amount of Actinobacteria. T-CD children were also characterized by decreased levels of some Actinomyces species, Atopobium species, and Corynebacterium durum. Rothia mucilaginosa was the only Actinobacteria species found at the highest level in T-CD children. As shown by multivariate statistical analyses, the levels of organic volatile compounds markedly differentiated T-CD children. Some compounds (e.g., ethyl-acetate, nonanal, and 2-hexanone) were found to be associated with T-CD children. Correlations (false discovery rate [FDR], <0.05) were found between the relative abundances of bacteria and some volatile organic compounds (VOCs). The findings of this study indicated that CD is associated with oral dysbiosis that could affect the oral metabolome.
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Affiliation(s)
- Ruggiero Francavilla
- Department of Interdisciplinary Medicine, University of Bari Aldo Moro, Bari, Italy
| | - Danilo Ercolini
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy
| | - Maria Piccolo
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Lucia Vannini
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy
- Inter-Departmental Centre for Industrial Agri-Food Research, University of Cesena, Cesena, Italy
| | - Sonya Siragusa
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Francesca De Filippis
- Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II, Portici, Italy
| | - Ilaria De Pasquale
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Raffaella Di Cagno
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Michele Di Toma
- Department of Interdisciplinary Medicine, University of Bari Aldo Moro, Bari, Italy
| | - Giorgia Gozzi
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy
- Inter-Departmental Centre for Industrial Agri-Food Research, University of Cesena, Cesena, Italy
| | - Diana I. Serrazanetti
- Department of Agricultural and Food Sciences, University of Bologna, Bologna, Italy
- Inter-Departmental Centre for Industrial Agri-Food Research, University of Cesena, Cesena, Italy
| | - Maria De Angelis
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Marco Gobbetti
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
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Serrano León E, Coat R, Moutel B, Pruvost J, Legrand J, Gonçalves O. Influence of physical and chemical properties of HTSXT-FTIR samples on the quality of prediction models developed to determine absolute concentrations of total proteins, carbohydrates and triglycerides: a preliminary study on the determination of their absolute concentrations in fresh microalgal biomass. Bioprocess Biosyst Eng 2014; 37:2371-80. [PMID: 24861315 DOI: 10.1007/s00449-014-1215-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2013] [Accepted: 05/06/2014] [Indexed: 11/27/2022]
Abstract
Absolute concentrations of total macromolecules (triglycerides, proteins and carbohydrates) in microorganisms can be rapidly measured by FTIR spectroscopy, but caution is needed to avoid non-specific experimental bias. Here, we assess the limits within which this approach can be used on model solutions of macromolecules of interest. We used the Bruker HTSXT-FTIR system. Our results show that the solid deposits obtained after the sampling procedure present physical and chemical properties that influence the quality of the absolute concentration prediction models (univariate and multivariate). The accuracy of the models was degraded by a factor of 2 or 3 outside the recommended concentration interval of 0.5-35 µg spot(-1). Change occurred notably in the sample hydrogen bond network, which could, however, be controlled using an internal probe (pseudohalide anion). We also demonstrate that for aqueous solutions, accurate prediction of total carbohydrate quantities (in glucose equivalent) could not be made unless a constant amount of protein was added to the model solution (BSA). The results of the prediction model for more complex solutions, here with two components: glucose and BSA, were very encouraging, suggesting that this FTIR approach could be used as a rapid quantification method for mixtures of molecules of interest, provided the limits of use of the HTSXT-FTIR method are precisely known and respected. This last finding opens the way to direct quantification of total molecules of interest in more complex matrices.
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Affiliation(s)
- Esteban Serrano León
- Université de Nantes, GEPEA UMR CNRS 6144, Bât. CRTT, 37 bd de l'Université, BP 406, 44602, Saint-Nazaire Cedex, France
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Zhang A, Sun H, Wang X. Saliva Metabolomics Opens Door to Biomarker Discovery, Disease Diagnosis, and Treatment. Appl Biochem Biotechnol 2012; 168:1718-27. [DOI: 10.1007/s12010-012-9891-5] [Citation(s) in RCA: 142] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2012] [Accepted: 08/31/2012] [Indexed: 12/31/2022]
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9
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Zhang A, Sun H, Wang X. Serum metabolomics as a novel diagnostic approach for disease: a systematic review. Anal Bioanal Chem 2012; 404:1239-45. [DOI: 10.1007/s00216-012-6117-1] [Citation(s) in RCA: 186] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2012] [Revised: 05/05/2012] [Accepted: 05/15/2012] [Indexed: 01/19/2023]
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10
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Correa E, Sletta H, Ellis DI, Hoel S, Ertesvåg H, Ellingsen TE, Valla S, Goodacre R. Rapid reagentless quantification of alginate biosynthesis in Pseudomonas fluorescens bacteria mutants using FT-IR spectroscopy coupled to multivariate partial least squares regression. Anal Bioanal Chem 2012; 403:2591-9. [PMID: 22585056 DOI: 10.1007/s00216-012-6068-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2011] [Revised: 03/14/2012] [Accepted: 04/19/2012] [Indexed: 11/26/2022]
Abstract
Alginate is an important medical and commercial product and currently is isolated from seaweeds. Certain microorganisms also produce alginate and these polymers have the potential to replace seaweed alginates in some applications, mainly because such production will allow much better and more reproducible control of critical qualitative polymer properties. The research conducted here presents the development of a new approach to this problem by analysing a transposon insertion mutant library constructed in an alginate-producing derivative of the Pseudomonas fluorescens strain SBW25. The procedure is based on the non-destructive and reagent-free method of Fourier transform infrared (FT-IR) spectroscopy which is used to generate a complex biochemical infrared fingerprint of the medium after bacterial growth. First, we investigate the potential differences caused by the growth media fructose and glycerol on the bacterial phenotype and alginate synthesis in 193 selected P. fluorescens mutants and show that clear phenotypic differences are observed in the infrared fingerprints. In order to quantify the level of the alginate we also report the construction and interpretation of multivariate partial least squares regression models which were able to quantify alginate levels successfully with typical normalized root-mean-square error in predictions of only approximately 14%. We have demonstrated that this high-throughput approach can be implemented in alginate screens and we believe that this FT-IR spectroscopic methodology, when combined with the most appropriate chemometrics, could easily be modified for the quantification of other valuable microbial products and play a valuable screening role for synthetic biology.
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Affiliation(s)
- Elon Correa
- School of Chemistry, Manchester Interdisciplinary Biocentre, University of Manchester, Manchester, UK.
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Recent and potential developments of biofluid analyses in metabolomics. J Proteomics 2012; 75:1079-88. [DOI: 10.1016/j.jprot.2011.10.027] [Citation(s) in RCA: 199] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2011] [Revised: 10/21/2011] [Accepted: 10/26/2011] [Indexed: 12/14/2022]
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Metabolomics-assisted synthetic biology. Curr Opin Biotechnol 2011; 23:22-8. [PMID: 22104721 DOI: 10.1016/j.copbio.2011.10.014] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2011] [Revised: 10/27/2011] [Accepted: 10/30/2011] [Indexed: 12/19/2022]
Abstract
As the world progresses from a fossil-fuel based economy to a more sustainable one, synthetic biology will become increasingly important for the production of high-value fine chemicals as well as low-value commodities in bulk. The integration of metabolomics and fluxomics within synthetic biology projects will be vital at all levels, including the initial design of the pathways to be generated, through to the optimisation of those pathways so that more efficient conversion of low-cost starting materials into highly desirable products can be achieved. This review highlights these areas and details the most important and exciting advances being made in this area.
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