Literature DB >> 34902154

Extract Metabolomic Information from Mass Spectrometry Images Using Advanced Data Analysis.

Xiang Tian1,2, Zhu Zou1, Zhibo Yang3.   

Abstract

Mass spectrometry imaging (MSI) data generally contains large sizes and high-dimensional structures due to their inherent complex chemical and spatial information. A variety of data analysis methods have been developed to comprehensively analyze the MSI experimental results and extract essential information. Here, we describe the protocols of data preprocessing and emerging methods for data analyses, including multivariate analysis, machine learning, and image fusion, that have been applied to the data generated from the Single-probe MSI technique. These strategies and methods can be potentially applied to handling data produced from other MSI techniques.
© 2022. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.

Entities:  

Keywords:  Image fusion; Machine learning; Multivariate data analysis; Single-probe mass spectrometry imaging

Mesh:

Substances:

Year:  2022        PMID: 34902154     DOI: 10.1007/978-1-0716-2030-4_18

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  36 in total

1.  Nanospray desorption electrospray ionization: an ambient method for liquid-extraction surface sampling in mass spectrometry.

Authors:  Patrick J Roach; Julia Laskin; Alexander Laskin
Journal:  Analyst       Date:  2010-06-30       Impact factor: 4.616

2.  Spatial segmentation of imaging mass spectrometry data with edge-preserving image denoising and clustering.

Authors:  Theodore Alexandrov; Michael Becker; Sren-Oliver Deininger; Günther Ernst; Liane Wehder; Markus Grasmair; Ferdinand von Eggeling; Herbert Thiele; Peter Maass
Journal:  J Proteome Res       Date:  2010-11-15       Impact factor: 4.466

3.  Spatial and spectral correlations in MALDI mass spectrometry images by clustering and multivariate analysis.

Authors:  Gregor McCombie; Dieter Staab; Markus Stoeckli; Richard Knochenmuss
Journal:  Anal Chem       Date:  2005-10-01       Impact factor: 6.986

4.  High-throughput mode liquid microjunction surface sampling probe.

Authors:  Gary J Van Berkel; Vilmos Kertesz; Richard C King
Journal:  Anal Chem       Date:  2009-08-15       Impact factor: 6.986

Review 5.  A concise review of mass spectrometry imaging.

Authors:  Erika R Amstalden van Hove; Donald F Smith; Ron M A Heeren
Journal:  J Chromatogr A       Date:  2010-02-02       Impact factor: 4.759

6.  High Resolution Tissue Imaging Using the Single-probe Mass Spectrometry under Ambient Conditions.

Authors:  Wei Rao; Ning Pan; Zhibo Yang
Journal:  J Am Soc Mass Spectrom       Date:  2015-03-25       Impact factor: 3.109

7.  Mass spectrometry sampling under ambient conditions with desorption electrospray ionization.

Authors:  Zoltán Takáts; Justin M Wiseman; Bogdan Gologan; R Graham Cooks
Journal:  Science       Date:  2004-10-15       Impact factor: 47.728

Review 8.  Matrix-assisted laser desorption ionization imaging mass spectrometry: in situ molecular mapping.

Authors:  Peggi M Angel; Richard M Caprioli
Journal:  Biochemistry       Date:  2013-01-16       Impact factor: 3.162

Review 9.  Mass Spectrometry Imaging: A Review of Emerging Advancements and Future Insights.

Authors:  Amanda Rae Buchberger; Kellen DeLaney; Jillian Johnson; Lingjun Li
Journal:  Anal Chem       Date:  2017-12-13       Impact factor: 6.986

10.  Laser ablation electrospray ionization for atmospheric pressure, in vivo, and imaging mass spectrometry.

Authors:  Peter Nemes; Akos Vertes
Journal:  Anal Chem       Date:  2007-09-27       Impact factor: 6.986

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