MetaboAnalyst 6.0: towards a unified platform for metabolomics data processing, analysis and interpretation.
Zhiqiang PangYao LuGuangyan ZhouFiona HuiLei XuCharles ViauAliya F SpigelmanPatrick E MacDonaldDavid S WishartShuzhao LiJianguo XiaPublished in: Nucleic acids research (2024)
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 liquid chromatography - mass spectrometry (LC-MS). The two main objectives in developing version 6.0 are to support tandem MS (MS2) data processing and annotation, as well as to support the analysis of data from exposomics studies and related experiments. Key features of MetaboAnalyst 6.0 include: (i) a significantly enhanced Spectra Processing module with support for MS2 data and the asari algorithm; (ii) a MS2 Peak Annotation module based on comprehensive MS2 reference databases with fragment-level annotation; (iii) a new Statistical Analysis module dedicated for handling complex study design with multiple factors or phenotypic descriptors; (iv) a Causal Analysis module for estimating metabolite - phenotype causal relations based on two-sample Mendelian randomization, and (v) a Dose-Response Analysis module for benchmark dose calculations. In addition, we have also improved MetaboAnalyst's visualization functions, updated its compound database and metabolite sets, and significantly expanded its pathway analysis support to around 130 species. MetaboAnalyst 6.0 is freely available at https://www.metaboanalyst.ca.
Keyphrases
- mass spectrometry
- liquid chromatography
- ms ms
- electronic health record
- multiple sclerosis
- machine learning
- high performance liquid chromatography
- capillary electrophoresis
- gas chromatography
- high resolution
- data analysis
- liquid chromatography tandem mass spectrometry
- artificial intelligence
- rna seq
- protein kinase
- drug induced
- case control
- solid phase extraction