Literature DB >> 21479971

Normalization in MALDI-TOF imaging datasets of proteins: practical considerations.

Sören-Oliver Deininger1, Dale S Cornett, Rainer Paape, Michael Becker, Charles Pineau, Sandra Rauser, Axel Walch, Eryk Wolski.   

Abstract

Normalization is critically important for the proper interpretation of matrix-assisted laser desorption/ionization (MALDI) imaging datasets. The effects of the commonly used normalization techniques based on total ion count (TIC) or vector norm normalization are significant, and they are frequently beneficial. In certain cases, however, these normalization algorithms may produce misleading results and possibly lead to wrong conclusions, e.g. regarding to potential biomarker distributions. This is typical for tissues in which signals of prominent abundance are present in confined areas, such as insulin in the pancreas or β-amyloid peptides in the brain. In this work, we investigated whether normalization can be improved if dominant signals are excluded from the calculation. Because manual interaction with the data (e.g., defining the abundant signals) is not desired for routine analysis, we investigated two alternatives: normalization on the spectra noise level or on the median of signal intensities in the spectrum. Normalization on the median and the noise level was found to be significantly more robust against artifact generation compared to normalization on the TIC. Therefore, we propose to include these normalization methods in the standard "toolbox" of MALDI imaging for reliable results under conditions of automation.

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Year:  2011        PMID: 21479971      PMCID: PMC3124646          DOI: 10.1007/s00216-011-4929-z

Source DB:  PubMed          Journal:  Anal Bioanal Chem        ISSN: 1618-2642            Impact factor:   4.142


  21 in total

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Journal:  Anal Chem       Date:  2001-10-15       Impact factor: 6.986

2.  Direct tissue analysis using matrix-assisted laser desorption/ionization mass spectrometry: practical aspects of sample preparation.

Authors:  Sarah A Schwartz; Michelle L Reyzer; Richard M Caprioli
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3.  Feature extraction and quantification for mass spectrometry in biomedical applications using the mean spectrum.

Authors:  Jeffrey S Morris; Kevin R Coombes; John Koomen; Keith A Baggerly; Ryuji Kobayashi
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Review 4.  Quantification of immunohistochemistry--issues concerning methods, utility and semiquantitative assessment I.

Authors:  R A Walker
Journal:  Histopathology       Date:  2006-10       Impact factor: 5.087

5.  Processing MALDI Mass Spectra to Improve Mass Spectral Direct Tissue Analysis.

Authors:  Jeremy L Norris; Dale S Cornett; James A Mobley; Malin Andersson; Erin H Seeley; Pierre Chaurand; Richard M Caprioli
Journal:  Int J Mass Spectrom       Date:  2007-02-01       Impact factor: 1.986

6.  Protocols for disease classification from mass spectrometry data.

Authors:  Michael Wagner; Dayanand Naik; Alex Pothen
Journal:  Proteomics       Date:  2003-09       Impact factor: 3.984

7.  A comprehensive approach to the analysis of matrix-assisted laser desorption/ionization-time of flight proteomics spectra from serum samples.

Authors:  Keith A Baggerly; Jeffrey S Morris; Jing Wang; David Gold; Lian-Chun Xiao; Kevin R Coombes
Journal:  Proteomics       Date:  2003-09       Impact factor: 3.984

8.  Mass spectrometry image correlation: quantifying colocalization.

Authors:  Liam A McDonnell; Alexandra van Remoortere; René J M van Zeijl; André M Deelder
Journal:  J Proteome Res       Date:  2008-06-21       Impact factor: 4.466

9.  Comparison of statistical methods for classification of ovarian cancer using mass spectrometry data.

Authors:  Baolin Wu; Tom Abbott; David Fishman; Walter McMurray; Gil Mor; Kathryn Stone; David Ward; Kenneth Williams; Hongyu Zhao
Journal:  Bioinformatics       Date:  2003-09-01       Impact factor: 6.937

10.  MALDI imaging combined with hierarchical clustering as a new tool for the interpretation of complex human cancers.

Authors:  Sören-Oliver Deininger; Matthias P Ebert; Arne Fütterer; Marc Gerhard; Christoph Röcken
Journal:  J Proteome Res       Date:  2008-12       Impact factor: 4.466

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  47 in total

Review 1.  MALDI imaging mass spectrometry: spatial molecular analysis to enable a new age of discovery.

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Journal:  J Proteomics       Date:  2014-03-29       Impact factor: 4.044

2.  Automatic 3D Nonlinear Registration of Mass Spectrometry Imaging and Magnetic Resonance Imaging Data.

Authors:  Walid M Abdelmoula; Michael S Regan; Begona G C Lopez; Elizabeth C Randall; Sean Lawler; Ann C Mladek; Michal O Nowicki; Bianca M Marin; Jeffrey N Agar; Kristin R Swanson; Tina Kapur; Jann N Sarkaria; William Wells; Nathalie Y R Agar
Journal:  Anal Chem       Date:  2019-04-22       Impact factor: 6.986

3.  Functional Characterization of a 28-Kilobase Catabolic Island from Pseudomonas sp. Strain M1 Involved in Biotransformation of β-Myrcene and Related Plant-Derived Volatiles.

Authors:  Pedro Soares-Castro; Pedro Montenegro-Silva; Hermann J Heipieper; Pedro M Santos
Journal:  Appl Environ Microbiol       Date:  2017-04-17       Impact factor: 4.792

4.  Analysis of the lipidome of xenografts using MALDI-IMS and UHPLC-ESI-QTOF.

Authors:  Roberto Fernández; Sergio Lage; Beatriz Abad-García; Gwendolyn Barceló-Coblijn; Silvia Terés; Daniel H López; Francisca Guardiola-Serrano; M Laura Martín; Pablo V Escribá; José A Fernández
Journal:  J Am Soc Mass Spectrom       Date:  2014-04-24       Impact factor: 3.109

Review 5.  MALDI imaging mass spectrometry for direct tissue analysis: technological advancements and recent applications.

Authors:  Benjamin Balluff; Cedrik Schöne; Heinz Höfler; Axel Walch
Journal:  Histochem Cell Biol       Date:  2011-07-30       Impact factor: 4.304

Review 6.  Correlated imaging--a grand challenge in chemical analysis.

Authors:  Rachel Masyuko; Eric J Lanni; Jonathan V Sweedler; Paul W Bohn
Journal:  Analyst       Date:  2013-02-21       Impact factor: 4.616

7.  High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue.

Authors:  Alice Ly; Achim Buck; Benjamin Balluff; Na Sun; Karin Gorzolka; Annette Feuchtinger; Klaus-Peter Janssen; Peter J K Kuppen; Cornelis J H van de Velde; Gregor Weirich; Franziska Erlmeier; Rupert Langer; Michaela Aubele; Horst Zitzelsberger; Liam McDonnell; Michaela Aichler; Axel Walch
Journal:  Nat Protoc       Date:  2016-07-14       Impact factor: 13.491

Review 8.  Unsupervised machine learning for exploratory data analysis in imaging mass spectrometry.

Authors:  Nico Verbeeck; Richard M Caprioli; Raf Van de Plas
Journal:  Mass Spectrom Rev       Date:  2019-10-11       Impact factor: 10.946

Review 9.  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

10.  MALDI Imaging Mass Spectrometry Spatially Maps Age-Related Deamidation and Truncation of Human Lens Aquaporin-0.

Authors:  Jamie L Wenke; Kristie L Rose; Jeffrey M Spraggins; Kevin L Schey
Journal:  Invest Ophthalmol Vis Sci       Date:  2015-11       Impact factor: 4.799

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