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MS-DIAL: data-independent MS/MS deconvolution for comprehensive metabolome analysis.

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TLDR
For a reversed-phase LC-MS/MS analysis of nine algal strains, MS-DIAL using an enriched LipidBlast library identified 1,023 lipid compounds, highlighting the chemotaxonomic relationships between theAlgal strains.
Abstract
Data-independent acquisition (DIA) in liquid chromatography (LC) coupled to tandem mass spectrometry (MS/MS) provides comprehensive untargeted acquisition of molecular data. We provide an open-source software pipeline, which we call MS-DIAL, for DIA-based identification and quantification of small molecules by mass spectral deconvolution. For a reversed-phase LC-MS/MS analysis of nine algal strains, MS-DIAL using an enriched LipidBlast library identified 1,023 lipid compounds, highlighting the chemotaxonomic relationships between the algal strains.

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References
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PLS-regression: a basic tool of chemometrics

TL;DR: PLS-regression (PLSR) as mentioned in this paper is the PLS approach in its simplest, and in chemistry and technology, most used form (two-block predictive PLS) is a method for relating two data matrices, X and Y, by a linear multivariate model.

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Metabolomics analysis using MS-DIAL?

MS-DIAL is an open-source software pipeline for data-independent acquisition (DIA)-based identification and quantification of small molecules by mass spectral deconvolution. It was used for a reversed-phase LC-MS/MS analysis of nine algal strains, identifying 1,023 lipid compounds.