MetaboAnalyst 5.0: narrowing the gap between raw spectra and functional insights.
Zhiqiang PangJasmine ChongGuangyan ZhouDavid Anderson de Lima MoraisLe ChangMichel BarretteCarol GauthierPierre-Étienne JacquesShuzhao LiJianguo XiaPublished in: Nucleic acids research (2021)
Since its first release over a decade ago, the MetaboAnalyst web-based platform has become widely used for comprehensive metabolomics data analysis and interpretation. Here we introduce MetaboAnalyst version 5.0, aiming to narrow the gap from raw data to functional insights for global metabolomics based on high-resolution mass spectrometry (HRMS). Three modules have been developed to help achieve this goal, including: (i) a LC-MS Spectra Processing module which offers an easy-to-use pipeline that can perform automated parameter optimization and resumable analysis to significantly lower the barriers to LC-MS1 spectra processing; (ii) a Functional Analysis module which expands the previous MS Peaks to Pathways module to allow users to intuitively select any peak groups of interest and evaluate their enrichment of potential functions as defined by metabolic pathways and metabolite sets; (iii) a Functional Meta-Analysis module to combine multiple global metabolomics datasets obtained under complementary conditions or from similar studies to arrive at comprehensive functional insights. There are many other new functions including weighted joint-pathway analysis, data-driven network analysis, batch effect correction, merging technical replicates, improved compound name matching, etc. The web interface, graphics and underlying codebase have also been refactored to improve performance and user experience. At the end of an analysis session, users can now easily switch to other compatible modules for a more streamlined data analysis. MetaboAnalyst 5.0 is freely available at https://www.metaboanalyst.ca.
Keyphrases
- data analysis
- network analysis
- mass spectrometry
- systematic review
- high resolution mass spectrometry
- multiple sclerosis
- density functional theory
- liquid chromatography
- magnetic resonance imaging
- randomized controlled trial
- risk assessment
- computed tomography
- deep learning
- contrast enhanced
- electronic health record
- climate change
- simultaneous determination
- protein kinase