Literature DB >> 27862147

Signal preprocessing, multivariate analysis and software tools for MA(LDI)-TOF mass spectrometry imaging for biological applications.

Pere Ràfols1,2, Dídac Vilalta1,2, Jesús Brezmes1,2, Nicolau Cañellas1,2, Esteban Del Castillo2, Oscar Yanes1,2, Noelia Ramírez1,2, Xavier Correig1,2.   

Abstract

Mass spectrometry imaging (MSI) is a label-free analytical technique capable of molecularly characterizing biological samples, including tissues and cell lines. The constant development of analytical instrumentation and strategies over the previous decade makes MSI a key tool in clinical research. Nevertheless, most MSI studies are limited to targeted analysis or the mere visualization of a few molecular species (proteins, peptides, metabolites, or lipids) in a region of interest without fully exploiting the possibilities inherent in the MSI technique, such as tissue classification and segmentation or the identification of relevant biomarkers from an untargeted approach. MSI data processing is challenging due to several factors. The large volume of mass spectra involved in a MSI experiment makes choosing the correct computational strategies critical. Furthermore, pixel to pixel variation inherent in the technique makes choosing the correct preprocessing steps critical. The primary aim of this review was to provide an overview of the data-processing steps and tools that can be applied to an MSI experiment, from preprocessing the raw data to the more advanced strategies for image visualization and segmentation. This review is particularly aimed at researchers performing MSI experiments and who are interested in incorporating new data-processing features, improving their computational strategy, and/or desire access to data-processing tools currently available.
© 2016 Wiley Periodicals, Inc. Mass Spec Rev 37:281-306, 2018. © 2016 Wiley Periodicals, Inc.

Entities:  

Keywords:  MSI computational requirements; MSI multivariate analysis; MSI preprocessing; MSI software tools; mass spectrometry imaging (MSI)

Mesh:

Year:  2016        PMID: 27862147     DOI: 10.1002/mas.21527

Source DB:  PubMed          Journal:  Mass Spectrom Rev        ISSN: 0277-7037            Impact factor:   10.946


  15 in total

1.  Mass spectrometry imaging of lipids: untargeted consensus spectra reveal spatial distributions in Niemann-Pick disease type C1.

Authors:  Fernando Tobias; Matthew T Olson; Stephanie M Cologna
Journal:  J Lipid Res       Date:  2018-09-28       Impact factor: 5.922

2.  MSiReader v1.0: Evolving Open-Source Mass Spectrometry Imaging Software for Targeted and Untargeted Analyses.

Authors:  Mark T Bokhart; Milad Nazari; Kenneth P Garrard; David C Muddiman
Journal:  J Am Soc Mass Spectrom       Date:  2017-09-20       Impact factor: 3.109

3.  Data parsing in mass spectrometry imaging using R Studio and Cardinal: A tutorial.

Authors:  Cameron J Shedlock; Katherine A Stumpo
Journal:  J Mass Spectrom Adv Clin Lab       Date:  2021-12-20

4.  IR-MALDESI Mass Spectrometry Imaging at 50 Micron Spatial Resolution.

Authors:  Mark T Bokhart; Jeffrey Manni; Kenneth P Garrard; Måns Ekelöf; Milad Nazari; David C Muddiman
Journal:  J Am Soc Mass Spectrom       Date:  2017-07-18       Impact factor: 3.109

5.  M2aia-Interactive, fast, and memory-efficient analysis of 2D and 3D multi-modal mass spectrometry imaging data.

Authors:  Jonas Cordes; Thomas Enzlein; Christian Marsching; Marven Hinze; Sandy Engelhardt; Carsten Hopf; Ivo Wolf
Journal:  Gigascience       Date:  2021-07-20       Impact factor: 6.524

6.  Validation of MALDI-MS imaging data of selected membrane lipids in murine brain with and without laser postionization by quantitative nano-HPLC-MS using laser microdissection.

Authors:  Fabian B Eiersbrock; Julian M Orthen; Jens Soltwisch
Journal:  Anal Bioanal Chem       Date:  2020-07-25       Impact factor: 4.142

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

Authors:  Gerard Baquer; Lluc Sementé; María García-Altares; Young Jin Lee; Pierre Chaurand; Xavier Correig; Pere Ràfols
Journal:  J Cheminform       Date:  2020-07-22       Impact factor: 5.514

Review 8.  Mass spectrometry-based chemical mapping and profiling toward molecular understanding of diseases in precision medicine.

Authors:  Yechen Hu; Zhongcheng Wang; Liang Liu; Jianhua Zhu; Dongxue Zhang; Mengying Xu; Yuanyuan Zhang; Feifei Xu; Yun Chen
Journal:  Chem Sci       Date:  2021-05-25       Impact factor: 9.825

9.  Spatial visualization of comprehensive brain neurotransmitter systems and neuroactive substances by selective in situ chemical derivatization mass spectrometry imaging.

Authors:  Reza Shariatgorji; Anna Nilsson; Elva Fridjonsdottir; Nicole Strittmatter; Andreas Dannhorn; Per Svenningsson; Richard J A Goodwin; Luke R Odell; Per E Andrén
Journal:  Nat Protoc       Date:  2021-06-02       Impact factor: 13.491

Review 10.  Matrix-Assisted Laser Desorption/Ionisation Mass Spectrometry Imaging in the Study of Gastric Cancer: A Mini Review.

Authors:  Andrew Smith; Isabella Piga; Manuel Galli; Martina Stella; Vanna Denti; Marina Del Puppo; Fulvio Magni
Journal:  Int J Mol Sci       Date:  2017-12-01       Impact factor: 5.923

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