Spatial Segmentation of MALDI FT-ICR MSI Data: A Powerful Tool to Explore the Head and Neck Tumor In Situ Lipidome

被引:23
作者
Krasny, Lukas [1 ]
Hoffmann, Franziska [2 ]
Ernst, Guenther [2 ]
Trede, Dennis [3 ,4 ]
Alexandrov, Theodore [3 ,4 ,5 ]
Havlicek, Vladimir [1 ]
Guntinas-Lichius, Orlando [6 ]
von Eggeling, Ferdinand [2 ,6 ,7 ,8 ]
Crecelius, Anna C. [8 ,9 ]
机构
[1] Vvi, Inst Microbiol, CZ-14220 Prague 4, Czech Republic
[2] Univ Jena, Inst Phys Chem, D-07743 Jena, Germany
[3] SCiLS GmbH, D-28359 Bremen, Germany
[4] Steinbeis Innovat Ctr SCiLS Res, D-28359 Bremen, Germany
[5] Univ Bremen, Ctr Ind Math, D-28359 Bremen, Germany
[6] Jena Univ Hosp, Dept Otorhinolaryngol, D-07743 Jena, Germany
[7] Leibnitz Inst Photon Technol IPHT, D-07745 Jena, Germany
[8] Univ Jena, JCSM, D-07743 Jena, Germany
[9] Univ Jena, Lab Organ & Macromol Chem IOMC, D-07743 Jena, Germany
关键词
MALDI; MSI; FT-ICR; Head and neck; Cancer; MASS-SPECTROMETRY DATA; HIGH-RESOLUTION; PHOSPHATIDYLCHOLINE; CARCINOMA; PROTEINS; CANCER;
D O I
10.1007/s13361-014-1018-5
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Matrix-assisted laser desorption/ionization mass spectrometric imaging (MALDI MSI) is a well-established analytical technique for determining spatial localization of lipids in biological samples. The use of Fourier-transform ion cyclotron resonance (FT-ICR) mass spectrometers for the molecular imaging of endogenous compounds is gaining popularity, since the high mass accuracy and high mass resolving power enables accurate determination of exact masses and, consequently, a more confident identification of these molecules. The high mass resolution FT-ICR imaging datasets are typically large in size. In order to analyze them in an appropriate timeframe, the following approach has been employed: the FT-ICR imaging datasets were spatially segmented by clustering all spectra by their similarity. The resulted spatial segmentation maps were compared with the histologic annotation. This approach facilitates interpretation of the full datasets by providing spatial regions of interest. The application of this approach, which has originally been developed for MALDI-TOF MSI datasets, to the lipidomic analysis of head and neck tumor tissue revealed new insights into the metabolic organization of the carcinoma tissue.
引用
收藏
页码:36 / 43
页数:8
相关论文
共 21 条
[1]   MALDI-imaging segmentation is a powerful tool for spatial functional proteomic analysis of human larynx carcinoma [J].
Alexandrov, Theodore ;
Becker, Michael ;
Guntinas-Lichius, Orlando ;
Ernst, Guenther ;
von Eggeling, Ferdinand .
JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2013, 139 (01) :85-95
[2]   Spatial Segmentation of Imaging Mass Spectrometry Data with Edge-Preserving Image Denoising and Clustering [J].
Alexandrov, Theodore ;
Becker, Michael ;
Deininger, Soren-Oliver ;
Ernst, Gunther ;
Wehder, Liane ;
Grasmair, Markus ;
von Eggeling, Ferdinand ;
Thiele, Herbert ;
Maass, Peter .
JOURNAL OF PROTEOME RESEARCH, 2010, 9 (12) :6535-6546
[3]   Matrix-Assisted Laser Desorption Ionization Imaging Mass Spectrometry: In Situ Molecular Mapping [J].
Angel, Peggi M. ;
Caprioli, Richard M. .
BIOCHEMISTRY, 2013, 52 (22) :3818-3828
[4]   Molecular imaging of biological samples: Localization of peptides and proteins using MALDI-TOF MS [J].
Caprioli, RM ;
Farmer, TB ;
Gile, J .
ANALYTICAL CHEMISTRY, 1997, 69 (23) :4751-4760
[5]   Mass spectrometry images acylcarnitines, phosphatidylcholines, and sphingomyelin in MDA-MB-231 breast tumor models [J].
Chughtai, Kamila ;
Jiang, Lu ;
Greenwood, Tiffany R. ;
Glunde, Kristine ;
Heeren, Ron M. A. .
JOURNAL OF LIPID RESEARCH, 2013, 54 (02) :333-344
[6]  
FOLCH J, 1957, J BIOL CHEM, V226, P497
[7]   Lipid imaging by mass spectrometry - a review [J].
Gode, David ;
Volmer, Dietrich A. .
ANALYST, 2013, 138 (05) :1289-1315
[8]   Time-dependent evolution of tissue markers by MALDI-MS imaging [J].
Goodwin, Richard J. A. ;
Dungworth, Jessica C. ;
Cobb, Stuart R. ;
Pitt, Andrew R. .
PROTEOMICS, 2008, 8 (18) :3801-3808
[9]   Spatial Mapping of Lipids at Cellular Resolution in Embryos of Cotton [J].
Horn, Patrick J. ;
Korte, Andrew R. ;
Neogi, Purnima B. ;
Love, Ebony ;
Fuchs, Johannes ;
Strupat, Kerstin ;
Borisjuk, Ljudmilla ;
Shulaev, Vladimir ;
Lee, Young-Jin ;
Chapman, Kent D. .
PLANT CELL, 2012, 24 (02) :622-636
[10]   Chemical mapping of the colorectal cancer microenvironment via MALDI imaging mass spectrometry (MALDI-MSI) reveals novel cancer-associated field effects [J].
Mirnezami, R. ;
Spagou, K. ;
Vorkas, P. A. ;
Lewis, M. R. ;
Kinross, J. ;
Want, E. ;
Shion, H. ;
Goldin, R. D. ;
Darzi, A. ;
Takats, Z. ;
Holmes, E. ;
Cloarec, O. ;
Nicholson, J. K. .
MOLECULAR ONCOLOGY, 2014, 8 (01) :39-49