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

被引:184
作者
Deininger, Soeren-Oliver [1 ]
Cornett, Dale S. [2 ]
Paape, Rainer [1 ]
Becker, Michael [1 ]
Pineau, Charles [3 ]
Rauser, Sandra [4 ]
Walch, Axel [4 ]
Wolski, Eryk [1 ]
机构
[1] Univ Bremen, Bruker Daltonik GmbH, D-28359 Bremen, Germany
[2] Bruker Daltonics Inc, Billerica, MA 01821 USA
[3] INSERM, Prote Core Facil Biogenouest, U625, F-35042 Rennes, France
[4] German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Pathol, D-85764 Neuherberg, Germany
关键词
Bioanalytical methods; Biological samples; Genomics/proteomics; MALDI imaging; Normalization; Data processing; MASS-SPECTROMETRY DATA; ENHANCED LASER-DESORPTION; DIRECT TISSUE-ANALYSIS; METABOLOMICS DATA; SPECTRA; QUANTIFICATION; PROTEOMICS; CLASSIFICATION; IDENTIFICATION; IONIZATION;
D O I
10.1007/s00216-011-4929-z
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
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 beta-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.
引用
收藏
页码:167 / 181
页数:15
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