Metabolomic analysis and visualization engine for LC-MS data.
TLDR
A software package designed for efficient interactive analysis of LC-MS data, including in the presence of isotope labeling, that contains tools for all aspects of the data analysis process, from feature extraction to pathway-based graphical data display.Abstract:
Metabolomic analysis by liquid chromatography−high-resolution mass spectrometry results in data sets with thousands of features arising from metabolites, fragments, isotopes, and adducts. Here we describe a software package, Metabolomic Analysis and Visualization ENgine (MAVEN), designed for efficient interactive analysis of LC−MS data, including in the presence of isotope labeling. The software contains tools for all aspects of the data analysis process, from feature extraction to pathway-based graphical data display. To facilitate data validation, a machine learning algorithm automatically assesses peak quality. Users interact with raw data primarily in the form of extracted ion chromatograms, which are displayed with overlaid circles indicating peak quality, and bar graphs of peak intensities for both unlabeled and isotope-labeled metabolite forms. Click-based navigation leads to additional information, such as raw data for specific isotopic forms or for metabolites changing significantly between condi...read more
Citations
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Innovation: Metabolomics: the apogee of the omics trilogy
TL;DR: By performing global metabolite profiling, also known as untargeted metabolomics, new discoveries linking cellular pathways to biological mechanism are being revealed and are shaping the understanding of cell biology, physiology and medicine.
Journal ArticleDOI
Glucose feeds the TCA cycle via circulating lactate.
Sheng Hui,Jonathan M. Ghergurovich,Raphael J. Morscher,Cholsoon Jang,Xin Teng,Wenyun Lu,Lourdes A Esparza,Tannishtha Reya,Le Zhan,Jessie Yanxiang Guo,Eileen White,Joshua D. Rabinowitz,Joshua D. Rabinowitz +12 more
TL;DR: It is found that lactate can be a primary source of carbon for the TCA cycle and thus of energy, and during the fasted state, the contribution of glucose to tissue TCA metabolism is primarily indirect (via circulating lactate) in all tissues except the brain.
Journal ArticleDOI
Quantitative flux analysis reveals folate-dependent NADPH production
Jing-Jing Fan,Jiangbin Ye,Jurre J. Kamphorst,Tomer Shlomi,Craig B. Thompson,Joshua D. Rabinowitz +5 more
TL;DR: The ability to directly track, by liquid chromatography–mass spectrometry, the passage of deuterium from labelled substrates into NADPH, and combine this approach with carbon labelling and mathematical modelling to measure NADPH fluxes is demonstrated.
Journal ArticleDOI
Predicting Network Activity from High Throughput Metabolomics
Shuzhao Li,Youngja Park,Youngja Park,Sai Duraisingham,Sai Duraisingham,Fred Strobel,Nooruddin Khan,Nooruddin Khan,Quinlyn A. Soltow,Dean P. Jones,Bali Pulendran,Bali Pulendran +11 more
TL;DR: A set of computational algorithms are presented which, by leveraging the collective power of metabolic pathways and networks, predict functional activity directly from spectral feature tables without a priori identification of metabolites.
Journal ArticleDOI
Human pancreatic cancer tumors are nutrient poor and tumor cells actively scavenge extracellular protein
Jurre J. Kamphorst,Michel Nofal,Cosimo Commisso,Sean R. Hackett,Wenyun Lu,Elda Grabocka,Matthew G. Vander Heiden,Matthew G. Vander Heiden,George Miller,Jeffrey A. Drebin,Dafna Bar-Sagi,Craig B. Thompson,Joshua D. Rabinowitz +12 more
TL;DR: In this paper, the authors examined the metabolism of pancreatic ductal adenocarcinoma (PDAC), a poorly vascularized lethal KRAS-driven malignancy.
References
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Journal ArticleDOI
KEGG for linking genomes to life and the environment
Minoru Kanehisa,Michihiro Araki,Susumu Goto,Masahiro Hattori,Mika Hirakawa,Masumi Itoh,Toshiaki Katayama,Shuichi Kawashima,Shujiro Okuda,Toshiaki Tokimatsu,Yoshihiro Yamanishi +10 more
TL;DR: KEGG PATHWAY is now supplemented with a new global map of metabolic pathways, which is essentially a combined map of about 120 existing pathway maps, and the KEGG resource is being expanded to suit the needs for practical applications.
Journal ArticleDOI
XCMS: processing mass spectrometry data for metabolite profiling using nonlinear peak alignment, matching, and identification.
TL;DR: An LC/MS-based data analysis approach, XCMS, which incorporates novel nonlinear retention time alignment, matched filtration, peak detection, and peak matching, and is demonstrated using data sets from a previously reported enzyme knockout study and a large-scale study of plasma samples.
Journal ArticleDOI
Metabolomics - the link between genotypes and phenotypes
TL;DR: In this review, the differences among metabolite target analysis, metabolite profiling, and metabolic fingerprinting are clarified, and terms are defined.
Journal ArticleDOI
Cancer-associated IDH1 mutations produce 2-hydroxyglutarate
Lenny Dang,David W. White,Stefan Gross,Bryson D. Bennett,Mark A. Bittinger,Edward M. Driggers,Valeria Fantin,Hyun Gyung Jang,Shengfang Jin,Marie C. Keenan,Kevin Marks,Robert M. Prins,Patrick S. Ward,Katharine E. Yen,Linda M. Liau,Joshua D. Rabinowitz,Lewis C. Cantley,Craig B. Thompson,Matthew G. Vander Heiden,Matthew G. Vander Heiden,Shinsan M. Su +20 more
TL;DR: It is shown that cancer-associated IDH1 mutations result in a new ability of the enzyme to catalyse the NADPH-dependent reduction of α-ketoglutarate to R(-)-2-hydroxyglutarate (2HG), and that the excess 2HG which accumulates in vivo contributes to the formation and malignant progression of gliomas.
Journal ArticleDOI
The MetaCyc database of metabolic pathways and enzymes and the BioCyc collection of pathway/genome databases
Ron Caspi,Richard Billington,Luciana Ferrer,Hartmut Foerster,Carol A. Fulcher,Ingrid M. Keseler,Anamika Kothari,Markus Krummenacker,Mario Latendresse,Lukas A. Mueller,Quang Ong,Suzanne M. Paley,Pallavi Subhraveti,Daniel Weaver,Peter D. Karp +14 more
TL;DR: The BioCyc PGDBs generated by SRI are offered for adoption by any interested party for the ongoing integration of metabolic and genome-related information about an organism.
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