Articles producció científicaEnginyeria Electrònica, Elèctrica i Automàtica

rMSIcleanup: an open-source tool for matrix-related peak annotation in mass spectrometry imaging and its application to silver-assisted laser desorption/ionization

  • Identification data

    Identifier:  imarina:7473807
    Authors:  Baquer, Gerard; Semente, Lluc; Garcia-Altares, Maria; Lee, Young Jin; Chaurand, Pierre; Correig, Xavier; Rafols, Pere
    Abstract:
    Mass spectrometry imaging (MSI) has become a mature, widespread analytical technique to perform non-targeted spatial metabolomics. However, the compounds used to promote desorption and ionization of the analyte during acquisition cause spectral interferences in the low mass range that hinder downstream data processing in metabolomics applications. Thus, it is advisable to annotate and remove matrix-related peaks to reduce the number of redundant and non-biologically-relevant variables in the dataset. We have developed rMSIcleanup, an open-source R package to annotate and remove signals from the matrix, according to the matrix chemical composition and the spatial distribution of its ions. To validate the annotation method, rMSIcleanup was challenged with several images acquired using silver-assisted laser desorption ionization MSI (AgLDI MSI). The algorithm was able to correctly classify m/z signals related to silver clusters. Visual exploration of the data using Principal Component Analysis (PCA) demonstrated that annotation and removal of matrix-related signals improved spectral data post-processing. The results highlight the need for including matrix-related peak annotation tools such as rMSIcleanup in MSI workflows.
  • Others:

    Link to the original source: https://jcheminf.biomedcentral.com/articles/10.1186/s13321-020-00449-0
    APA: Baquer, Gerard; Semente, Lluc; Garcia-Altares, Maria; Lee, Young Jin; Chaurand, Pierre; Correig, Xavier; Rafols, Pere (2020). rMSIcleanup: an open-source tool for matrix-related peak annotation in mass spectrometry imaging and its application to silver-assisted laser desorption/ionization. Journal Of Cheminformatics, 12(1), 45-. DOI: 10.1186/s13321-020-00449-0
    Paper original source: Journal Of Cheminformatics. 12 (1): 45-
    Article's DOI: 10.1186/s13321-020-00449-0
    Journal publication year: 2020
    Entity: Universitat Rovira i Virgili
    Paper version: info:eu-repo/semantics/publishedVersion
    Record's date: 2024-11-09
    URV's Author/s: Baquer Gómez, Gerard Sergi / Correig Blanchar, Francesc Xavier / Garcia-Altares Pérez, Maria / Ràfols Soler, Pere / Sementé Fernández, Lluc
    Department: Enginyeria Electrònica, Elèctrica i Automàtica
    Licence document URL: https://repositori.urv.cat/ca/proteccio-de-dades/
    Publication Type: Journal Publications
    Author, as appears in the article.: Baquer, Gerard; Semente, Lluc; Garcia-Altares, Maria; Lee, Young Jin; Chaurand, Pierre; Correig, Xavier; Rafols, Pere
    licence for use: https://creativecommons.org/licenses/by/3.0/es/
    e-ISSN: 1758-2946
    Thematic Areas: Química, Physical and theoretical chemistry, Library and information sciences, Computer science, interdisciplinary applications, Computer science, information systems, Computer science applications, Computer graphics and computer-aided design, Ciencias sociales, Chemistry, multidisciplinary, Biotecnología
    Author's mail: maria.garcia-altares@urv.cat, pere.rafols@urv.cat, lluc.semente@estudiants.urv.cat, lluc.semente@estudiants.urv.cat, gerard.baquer@estudiants.urv.cat, gerard.baquer@estudiants.urv.cat, xavier.correig@urv.cat
  • Keywords:

    Spectral processing
    Spatial metabolomics
    Small-molecule analysis
    Silver-assisted laser/desorption ionization
    Resolution
    Overlapping-signal detection
    Ms
    Matrix annotation
    Mass spectrometry imaging
    Fingermarks
    Desorption-ionization
    Chemistry
    Multidisciplinary
    Computer Graphics and Computer-Aided Design
    Computer Science Applications
    Computer Science
    Information Systems
    Interdisciplinary Applications
    Library and Information Sciences
    Physical and Theoretical Chemistry
    Química
    Ciencias sociales
    Biotecnología
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