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Open AccessJournal ArticleDOI

MZmine 2: Modular framework for processing, visualizing, and analyzing mass spectrometry-based molecular profile data

TLDR
A new generation of a popular open-source data processing toolbox, MZmine 2 is introduced, suitable for processing large batches of data and has been applied to both targeted and non-targeted metabolomic analyses.
Abstract
Mass spectrometry (MS) coupled with online separation methods is commonly applied for differential and quantitative profiling of biological samples in metabolomic as well as proteomic research. Such approaches are used for systems biology, functional genomics, and biomarker discovery, among others. An ongoing challenge of these molecular profiling approaches, however, is the development of better data processing methods. Here we introduce a new generation of a popular open-source data processing toolbox, MZmine 2. A key concept of the MZmine 2 software design is the strict separation of core functionality and data processing modules, with emphasis on easy usability and support for high-resolution spectra processing. Data processing modules take advantage of embedded visualization tools, allowing for immediate previews of parameter settings. Newly introduced functionality includes the identification of peaks using online databases, MSn data support, improved isotope pattern support, scatter plot visualization, and a new method for peak list alignment based on the random sample consensus (RANSAC) algorithm. The performance of the RANSAC alignment was evaluated using synthetic datasets as well as actual experimental data, and the results were compared to those obtained using other alignment algorithms. MZmine 2 is freely available under a GNU GPL license and can be obtained from the project website at: http://mzmine.sourceforge.net/ . The current version of MZmine 2 is suitable for processing large batches of data and has been applied to both targeted and non-targeted metabolomic analyses.

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Journal ArticleDOI

MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis.

TL;DR: The user interface of MetaboAnalyst 4.0 has been reengineered to provide a more modern look and feel, as well as to give more space and flexibility to introduce new functions.
Journal ArticleDOI

MetaboAnalyst 3.0—making metabolomics more meaningful

TL;DR: By completely re-implementing the MetaboAnalyst suite using the latest web framework technologies, the server has been able to substantially improve its performance, capacity and user interactivity.
Journal ArticleDOI

The re-emergence of natural products for drug discovery in the genomics era

TL;DR: This work reviews strategies for natural product screening that harness the recent technical advances that have reduced technical barriers and assess the use of genomic and metabolomic approaches to augment traditional methods of studying natural products.
Journal ArticleDOI

Discovery and resupply of pharmacologically active plant-derived natural products: A review.

TL;DR: While the intrinsic complexity of natural product-based drug discovery necessitates highly integrated interdisciplinary approaches, the reviewed scientific developments, recent technological advances, and research trends clearly indicate that natural products will be among the most important sources of new drugs in the future.
Journal ArticleDOI

MetaboAnalyst 5.0: narrowing the gap between raw spectra and functional insights.

TL;DR: The MetaboAnalyst 5.0 as mentioned in this paper is the latest version of the web-based platform for comprehensive metabolomics data analysis and interpretation, aiming to narrow the gap from raw data to functional insights for global metabolomics based on HRMS.
References
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Journal ArticleDOI

Processing methods for differential analysis of LC/MS profile data.

TL;DR: This work developed and implemented a new recursive peak search algorithm and a secondary peak picking method for improving already aligned results, as well as a normalization tool that uses multiple internal standards.
Journal ArticleDOI

PPAR gamma 2 Prevents Lipotoxicity by Controlling Adipose Tissue Expandability and Peripheral Lipid Metabolism

TL;DR: The results indicate that the PPARg2 isoform plays an important role, mediating adipose tissue expansion in response to positive energy balance, and may be required for the β-cell hypertrophic adaptive response to insulin resistance.
Journal ArticleDOI

TOPP---the OpenMS proteomics pipeline

TL;DR: The basic concepts and the current abilities of TOPP are described and illustrated in the context of two example applications: the identification of peptides from a raw dataset through database search and the complex analysis of a standard addition experiment for the absolute quantitation of biomarkers.
Journal ArticleDOI

XCMS2: Processing Tandem Mass Spectrometry Data for Metabolite Identification and Structural Characterization

TL;DR: XCMS(2) is an open source software package which has been developed to automatically search tandem mass spectrometry (MS/MS) data against high quality experimental MS/MS data from known metabolites contained in a reference library (METLIN).
Journal ArticleDOI

A systems biology strategy reveals biological pathways and plasma biomarker candidates for potentially toxic statin-induced changes in muscle.

TL;DR: The results demonstrate that clinically used high statin dosages may lead to unexpected metabolic effects in non-hepatic tissues and may serve as highly sensitive biomarkers of statin-induced metabolic alterations in muscle and may thus allow patients who should be treated with a lower dose to prevent a possible toxicity.
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