Fast mass spectrometry search and clustering of untargeted metabolomics data.
Mihir MongiaTyler M YasakaYudong LiuMustafa GulerLiang LuAditya BhagwatBahar BehsazMingxun WangPieter C DorresteinHosein MohimaniPublished in: Nature biotechnology (2024)
The throughput of mass spectrometers and the amount of publicly available metabolomics data are growing rapidly, but analysis tools such as molecular networking and Mass Spectrometry Search Tool do not scale to searching and clustering billions of mass spectral data in metabolomics repositories. To address this limitation, we designed MASST+ and Networking+, which can process datasets that are up to three orders of magnitude larger than those processed by state-of-the-art tools.
Keyphrases
- mass spectrometry
- liquid chromatography
- electronic health record
- gas chromatography
- capillary electrophoresis
- high performance liquid chromatography
- big data
- high resolution
- rna seq
- single cell
- high resolution mass spectrometry
- data analysis
- tandem mass spectrometry
- machine learning
- computed tomography
- magnetic resonance
- solid phase extraction
- gas chromatography mass spectrometry
- contrast enhanced