← Back to Research Radar
Academic Publication Academic Publication

MetaboAnalystR 4.0: a unified LC-MS workflow for global metabolomics

233
Citations
May 1, 2024
Published Date

Research Abstract & Technology Focus

AbstractThe wide applications of liquid chromatography - mass spectrometry (LC-MS) in untargeted metabolomics demand an easy-to-use, comprehensive computational workflow to support efficient and reproducible data analysis. However, current tools were primarily developed to perform specific tasks in LC-MS based metabolomics data analysis. Here we introduce MetaboAnalystR 4.0 as a streamlined pipeline covering raw spectra processing, compound identification, statistical analysis, and functional interpretation. The key features of MetaboAnalystR 4.0 includes an auto-optimized feature detection and quantification algorithm for LC-MS1 spectra processing, efficient MS2 spectra deconvolution and compound identification for data-dependent or data-independent acquisition, and more accurate functional interpretation through integrated spectral annotation. Comprehensive validation studies using LC-MS1 and MS2 spectra obtained from standards mixtures, dilution series and clinical metabolomics samples have shown its excellent performance across a wide range of common tasks such as peak picking, spectral deconvolution, and compound identification with good computing efficiency. Together with its existing statistical analysis utilities, MetaboAnalystR 4.0 represents a significant step toward a unified, end-to-end workflow for LC-MS based global metabolomics in the open-source R environment.
Read Full Literature

AI Semantic Synergy Context

Connecting this academic literature to real-world market discussions and products.

crossref.org › academic paper
17%

MetaboAnalyst 6.0: towards a unified platform for metabolomics data processing, analysis and interpretation

Abstract We introduce MetaboAnalyst version 6.0 as a unified platform for processing, analyzing, and interpreting data from targeted as well as untargeted metabolomics studies using ...

crossref.org › academic paper
0%

WebGestalt 2024: faster gene set analysis and new support for metabolomics and multi-omics

Abstract Enrichment analysis, crucial for interpreting genomic, transcriptomic, and proteomic data, is expanding into metabolomics. Furthermore, there is a rising demand for integrat...

crossref.org › academic paper
0%

Global Carbon Budget 2024

Abstract. Accurate assessment of anthropogenic carbon dioxide (CO2) emissions and their redistribution among the atmosphere, ocean, and terrestrial biosphere in a changing climate is critical to be...

openalex.org › research concept
0%

APPLICATION OF MACHINE LEARNING FOR MASS CYTOMETRY DATA ANALYSIS OF CHRONIC LYMPHOCYTIC LEUKAEMIA

Mass cytometry is a powerful technique for quantifying intracellular and membrane proteins at single-cell resolution. However, the vast amount of data it generates requires advanced analytical meth...

producthunt.com › comment
0%

Metabase Data Studio

This is my favorite project that Metabase launched, and I use it every day now. It's a set of tools to run your entire data stack inside Metabase: transforms, definitions, lineage, everything.Here'...

Frequently Asked Questions (FAQ)

Curated market intelligence mapped to this research.

What is the core focus of the research titled 'MetaboAnalystR 4.0: a unified LC-MS workflow for global metabolomics'?

This literature focuses on: AbstractThe wide applications of liquid chromatography - mass spectrometry (LC-MS) in untargeted metabolomics demand an easy-to-use, comprehensive computational workflow to support efficient and reproducible data analysis. However, current tools w...

Are there open-source GitHub repositories related to MetaboAnalystR 4.0: a unified LC-MS workflow for global metabolomics?

Yes, open-source projects like BigBodyCobain/Shadowbroker (Open-source intelligence for the global theater. Track everything from the corporate/private jets of the wealthy, and spy satellites, to seismic ev...) are actively building upon these concepts.

Which startups are commercializing the technology behind MetaboAnalystR 4.0: a unified LC-MS workflow for global metabolomics?

Products like Cursor 3 are bringing this to market. Their focus is: Unified workspace for parallel local/cloud agents and MCPs.

What other academic literature is closely related to 'MetaboAnalystR 4.0: a unified LC-MS workflow for global metabolomics'?

Yes, highly correlated activity was mapped. An entry titled 'MetaboAnalyst 6.0: towards a unified platform for metabolomics data processing, analysis and interpretation' discusses this: Abstract We introduce MetaboAnalyst version 6.0 as a unified platform for processing, analyzing, and interpreting data from targeted...

Cite this Market Intelligence Report

Reference our AI-mapped synergy between this research and the commercial market to instantly build authority.

Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

  • GitHub
    BigBodyCobain/Shadowbroker
    Open-source intelligence for the global theater. Track everything f...
  • GitHub
    jackwener/opencli
    Make Any Website & Tool Your CLI. A universal CLI Hub and AI-native...
  • Product Hunt
    Cursor 3
    Unified workspace for parallel local/cloud agents and MCPs
  • Product Hunt
    BundleUp
    One unified API to manage all your integrations.

Associated Media Narrative