Literature DB >> 23665844

MetPP: a computational platform for comprehensive two-dimensional gas chromatography time-of-flight mass spectrometry-based metabolomics.

Xiaoli Wei1, Xue Shi, Imhoi Koo, Seongho Kim, Robin H Schmidt, Gavin E Arteel, Walter H Watson, Craig McClain, Xiang Zhang.   

Abstract

MOTIVATION: Due to the high complexity of metabolome, the comprehensive 2D gas chromatography time-of-flight mass spectrometry (GC×GC-TOF MS) is considered as a powerful analytical platform for metabolomics study. However, the applications of GC×GC-TOF MS in metabolomics are not popular owing to the lack of bioinformatics system for data analysis.
RESULTS: We developed a computational platform entitled metabolomics profiling pipeline (MetPP) for analysis of metabolomics data acquired on a GC×GC-TOF MS system. MetPP can process peak filtering and merging, retention index matching, peak list alignment, normalization, statistical significance tests and pattern recognition, using the peak lists deconvoluted from the instrument data as its input. The performance of MetPP software was tested with two sets of experimental data acquired in a spike-in experiment and a biomarker discovery experiment, respectively. MetPP not only correctly aligned the spiked-in metabolite standards from the experimental data, but also correctly recognized their concentration difference between sample groups. For analysis of the biomarker discovery data, 15 metabolites were recognized with significant concentration difference between the sample groups and these results agree with the literature results of histological analysis, demonstrating the effectiveness of applying MetPP software for disease biomarker discovery. AVAILABILITY: The source code of MetPP is available at http://metaopen.sourceforge.net CONTACT: xiang.zhang@louisville.edu SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

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Year:  2013        PMID: 23665844      PMCID: PMC3702250          DOI: 10.1093/bioinformatics/btt275

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  19 in total

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2.  Bayesian approach for peak detection in two-dimensional chromatography.

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Journal:  Anal Chem       Date:  2012-03-02       Impact factor: 6.986

3.  A method of finding optimal weight factors for compound identification in gas chromatography-mass spectrometry.

Authors:  Seongho Kim; Imhoi Koo; Xiaoli Wei; Xiang Zhang
Journal:  Bioinformatics       Date:  2012-02-13       Impact factor: 6.937

4.  A comprehensive two-dimensional retention time alignment algorithm to enhance chemometric analysis of comprehensive two-dimensional separation data.

Authors:  Karisa M Pierce; Lianna F Wood; Bob W Wright; Robert E Synovec
Journal:  Anal Chem       Date:  2005-12-01       Impact factor: 6.986

5.  DISCO: distance and spectrum correlation optimization alignment for two-dimensional gas chromatography time-of-flight mass spectrometry-based metabolomics.

Authors:  Bing Wang; Aiqin Fang; John Heim; Bogdan Bogdanov; Scott Pugh; Mark Libardoni; Xiang Zhang
Journal:  Anal Chem       Date:  2010-06-15       Impact factor: 6.986

6.  iMatch: a retention index tool for analysis of gas chromatography-mass spectrometry data.

Authors:  Jun Zhang; Aiqin Fang; Bing Wang; Seong Ho Kim; Bogdan Bogdanov; Zhanxiang Zhou; Craig McClain; Xiang Zhang
Journal:  J Chromatogr A       Date:  2011-07-23       Impact factor: 4.759

7.  An optimal peak alignment for comprehensive two-dimensional gas chromatography mass spectrometry using mixture similarity measure.

Authors:  Seongho Kim; Aiqin Fang; Bing Wang; Jaesik Jeong; Xiang Zhang
Journal:  Bioinformatics       Date:  2011-04-14       Impact factor: 6.937

8.  Data analysis tool for comprehensive two-dimensional gas chromatography/time-of-flight mass spectrometry.

Authors:  Sandra Castillo; Ismo Mattila; Jarkko Miettinen; Matej Orešič; Tuulia Hyötyläinen
Journal:  Anal Chem       Date:  2011-03-24       Impact factor: 6.986

9.  Chronic subhepatotoxic exposure to arsenic enhances hepatic injury caused by high fat diet in mice.

Authors:  Min Tan; Robin H Schmidt; Juliane I Beier; Walter H Watson; Hai Zhong; J Christopher States; Gavin E Arteel
Journal:  Toxicol Appl Pharmacol       Date:  2011-09-29       Impact factor: 4.219

10.  Integrative normalization and comparative analysis for metabolic fingerprinting by comprehensive two-dimensional gas chromatography-time-of-flight mass spectrometry.

Authors:  Martin F Almstetter; Inka J Appel; Michael A Gruber; Claudio Lottaz; Birgit Timischl; Rainer Spang; Katja Dettmer; Peter J Oefner
Journal:  Anal Chem       Date:  2009-07-15       Impact factor: 6.986

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  25 in total

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Journal:  Mol Biosyst       Date:  2015-09

2.  iMatch2: compound identification using retention index for analysis of gas chromatography-mass spectrometry data.

Authors:  Imhoi Koo; Xue Shi; Seongho Kim; Xiang Zhang
Journal:  J Chromatogr A       Date:  2014-02-24       Impact factor: 4.759

3.  Analysis of stable isotope assisted metabolomics data acquired by GC-MS.

Authors:  Xiaoli Wei; Biyun Shi; Imhoi Koo; Xinmin Yin; Pawel Lorkiewicz; Hamid Suhail; Ramandeep Rattan; Shailendra Giri; Craig J McClain; Xiang Zhang
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4.  Untargeted polar metabolomics of transformed MDA-MB-231 breast cancer cells expressing varying levels of human arylamine N-acetyltransferase 1.

Authors:  Samantha M Carlisle; Patrick J Trainor; Xinmin Yin; Mark A Doll; Marcus W Stepp; J Christopher States; Xiang Zhang; David W Hein
Journal:  Metabolomics       Date:  2016-06-21       Impact factor: 4.290

5.  Profiling of Polar Metabolites in Mouse Feces Using Four Analytical Platforms to Study the Effects Of Cathelicidin-Related Antimicrobial Peptide in Alcoholic Liver Disease.

Authors:  Liqing He; Fengyuan Li; Xinmin Yin; Patrick Bohman; Seongho Kim; Craig J McClain; Wenke Feng; Xiang Zhang
Journal:  J Proteome Res       Date:  2019-06-12       Impact factor: 4.466

6.  Saturated and Unsaturated Dietary Fats Differentially Modulate Ethanol-Induced Changes in Gut Microbiome and Metabolome in a Mouse Model of Alcoholic Liver Disease.

Authors:  Irina A Kirpich; Joseph Petrosino; Nadim Ajami; Wenke Feng; Yuhua Wang; Yanlong Liu; Juliane I Beier; Shirish S Barve; Xinmin Yin; Xiaoli Wei; Xiang Zhang; Craig J McClain
Journal:  Am J Pathol       Date:  2016-04       Impact factor: 4.307

7.  Comparison of GC-MS and GC×GC-MS in the analysis of human serum samples for biomarker discovery.

Authors:  Jason H Winnike; Xiaoli Wei; Kevin J Knagge; Steven D Colman; Simon G Gregory; Xiang Zhang
Journal:  J Proteome Res       Date:  2015-03-16       Impact factor: 4.466

8.  Metabolomic analysis of the effects of chronic arsenic exposure in a mouse model of diet-induced Fatty liver disease.

Authors:  Xiang Zhang; Walter H Watson; Xue Shi; Xiaoli Wei; Imhoi Koo; Robin H Schmidt; Xinmin Yin; Seong Ho Kim; Andrew Vaughn; Craig J McClain; Gavin E Arteel
Journal:  J Proteome Res       Date:  2013-12-17       Impact factor: 4.466

9.  Metabolic Profiling of Escherichia coli-based Cell-Free Expression Systems for Process Optimization.

Authors:  April M Miguez; Monica P McNerney; Mark P Styczynski
Journal:  Ind Eng Chem Res       Date:  2019-09-13       Impact factor: 3.720

10.  Discovery of a Broad-Spectrum Antiviral Compound That Inhibits Pyrimidine Biosynthesis and Establishes a Type 1 Interferon-Independent Antiviral State.

Authors:  Dong-Hoon Chung; Jennifer E Golden; Robert S Adcock; Chad E Schroeder; Yong-Kyu Chu; Julie B Sotsky; Daniel E Cramer; Paula M Chilton; Chisu Song; Manu Anantpadma; Robert A Davey; Aminul I Prodhan; Xinmin Yin; Xiang Zhang
Journal:  Antimicrob Agents Chemother       Date:  2016-07-22       Impact factor: 5.191

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