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Mirion—A Software Package for Automatic Processing of Mass Spectrometric Images

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Journal of The American Society for Mass Spectrometry

Abstract

Mass spectrometric imaging (MSI) techniques are of growing interest for the Life Sciences. In recent years, the development of new instruments employing ion sources that are tailored for spatial scanning allowed the acquisition of large data sets. A subsequent data processing, however, is still a bottleneck in the analytical process, as a manual data interpretation is impossible within a reasonable time frame. The transformation of mass spectrometric data into spatial distribution images of detected compounds turned out to be the most appropriate method to visualize the results of such scans, as humans are able to interpret images faster and easier than plain numbers. Image generation, thus, is a time-consuming and complex yet very efficient task. The free software package “Mirion,” presented in this paper, allows the handling and analysis of data sets acquired by mass spectrometry imaging. Mirion can be used for image processing of MSI data obtained from many different sources, as it uses the HUPO-PSI-based standard data format imzML, which is implemented in the proprietary software of most of the mass spectrometer companies. Different graphical representations of the recorded data are available. Furthermore, automatic calculation and overlay of mass spectrometric images promotes direct comparison of different analytes for data evaluation. The program also includes tools for image processing and image analysis.

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Reference

  1. Colin, W.: Information Visualization. Perception for Design. 2nd ed. Morgan Kaufmann Publishers, San Francisco, pp. 1–27 (2004)

    Google Scholar 

  2. Spengler, B., Hubert, M., Kaufmann, R.: MALDI ion imaging and biological ion imaging with a new scanning UV-laser microprobe. In: Proceedings of the 42nd Annual Conference on Mass Spectrometry and Allied Topics, Chicago, IL, 29 May–3 June 1994, p. 1041

  3. Stoeckli, M., Chaurand, P., Hallahan, D.E., Caprioli, R.M.: Imaging mass spectrometry: a new technology for the analysis of protein expression in mammalian tissues. Nature Med. 7(4), 493–496 (2001)

    Article  CAS  Google Scholar 

  4. Kaletas, B.K., van der Wiel, I.M., Stauber, J., Dekker, L.J., Guzel, C., Kros, J.M., Luider, T.M., Heeren, R.M.A.: Sample preparation issues for tissue imaging by imaging MS. Proteomics 9(10), 2622–2633 (2009)

    Article  CAS  Google Scholar 

  5. Bouschen, W., Schulz, O., Eikel, D., Spengler, B.: Matrix vapor deposition/recrystallization and dedicated spray preparation for high-resolution scanning microprobe matrix-assisted laser desorption/ionization imaging mass spectrometry (SMALDI-MS) of tissue and single cells. Rapid Commun. Mass Spectrom. 24(3), 355–364 (2010)

    Article  CAS  Google Scholar 

  6. Takats, Z., Wiseman, J.M., Gologan, B., Cooks, R.G.: Mass spectrometry sampling under ambient conditions with desorption electrospray ionization. Science 306(5695), 471–473 (2004)

    Article  CAS  Google Scholar 

  7. Franck, J., Arafah, K., Elayed, M., Bonnel, D., Vergara, D., Jacquet, A., Vinatier, D., Wisztorski, M., Day, R., Fournier, I., Salzet, M.: MALDI imaging mass spectrometry. Mol. Cell. Proteom. 8(9), 2023–2033 (2009)

    Article  CAS  Google Scholar 

  8. Boxer, S.G., Kraft, M.L., Weber, P.K.: Advances in imaging secondary ion mass spectrometry for biological samples. Annu. Rev. Biophys. 38, 53–74 (2009)

    Article  CAS  Google Scholar 

  9. Manicke, N.E., Dill, A.L., Ifa, D.R., Cooks, R.G.: High-resolution tissue imaging on an Orbitrap mass spectrometer by desorption electrospray ionization mass spectrometry. J. Mass Spectrom. 45(2), 223–226 (2010)

    Article  CAS  Google Scholar 

  10. Klinkert, I., McDonnell, L.A., Luxembourg, S.L., Altelaar, A.F.M., Amstalden, E.R., Piersma, S.R., Heeren, R.M.A.: Tools and strategies for visualization of large image data sets in high-resolution imaging mass spectrometry. Rev. Sci. Instrum. 78(5), 53716 (2007)

    Google Scholar 

  11. Rompp, A., Guenther, S., Schober, Y., Schulz, O., Takats, Z., Kummer, W., Spengler, B.: Histology by mass spectrometry: label-free tissue characterization obtained from high-accuracy bioanalytical imaging. Angew. Chem. Int. Ed. 49(22), 3834–3838 (2010)

    Article  Google Scholar 

  12. Spengler, B., Hubert, M.: Scanning microprobe matrix-assisted laser desorption ionization (SMALDI) mass spectrometry: instrumentation for sub-micrometer resolved LDI and MALDI surface analysis. J. Am. Soc. Mass Spectrom. 13(6), 735–748 (2002)

    Article  CAS  Google Scholar 

  13. Nemes, P., Barton, A.A., Vertes, A.: Three-dimensional imaging of metabolites in tissues under ambient conditions by laser ablation electrospray ionization mass spectrometry. Anal. Chem. 81(16), 6668–6675 (2009)

    Article  CAS  Google Scholar 

  14. Wucher, A., Cheng, J., Zheng, L., Winograd, N.: Three-dimensional depth profiling of molecular structures. Anal. Bioanal. Chem. 393(8), 1835–1842 (2009)

    Article  CAS  Google Scholar 

  15. Schramm, T., Hester, A., Klinkert, I., Both, J.-P., Heeren, R., Brunelle, A., Laprevote, O., Desbenoit, N., Robbe, M.-F., Stoeckli, M., Spengler, B., Roempp, A.: imzML—a common data format for the flexible exchange and processing of mass spectrometry imaging data. J. Proteom. 75, 5106–5110 (2012)

    Google Scholar 

  16. Stoeckli, M., Staab, D., Staufenbiel, M., Wiederhold, K.H., Signor, L.: Molecular imaging of amyloid beta peptides in mouse brain sections using mass spectrometry. Anal. Biochem. 311(1), 33–39 (2002)

    Article  CAS  Google Scholar 

  17. Stoeckl, M.: imzML—a common data format for MS imaging. Available at: http://www.maldi-msi.org/index.php?option=com_content&view=article&id=188&Itemid=63. Accessed: December 4, 2010

  18. Römpp, A., Schramm, T., Hester, A., Klinkert, I., Both, J.-P., Heeren, R.M.A., Stöckli, M., Spengler, B.: imzML: Imaging Mass Spectrometry Markup Language: a common data format for mass spectrometry imaging. In: Methods in Molecular Biology, Vol. 696. Springer, Clifton, NJ, pp. 205–224 (2011)

  19. Shneiderman, B.: Designing The User Interface: Strategies for Effective Human–Computer Interaction, Vol. 85. Addison Wesley Longman, Boston (1998)

  20. Koestler, M., Kirsch, D., Hester, A., Leisner, A., Guenther, S., Spengler, B.: A high-resolution scanning microprobe matrix-assisted laser desorption/ionization ion source for imaging analysis on an ion trap/Fourier transform ion cyclotron resonance mass spectrometer. Rapid Commun. Mass Spectrom. 22(20), 3275–3285 (2008)

    Article  CAS  Google Scholar 

  21. Rompp, A., Guenther, S., Takats, Z., Spengler, B.: Mass spectrometry imaging with high resolution in mass and space [HR(2) MSI] for reliable investigation of drug compound distributions on the cellular level. Anal. Bioanal. Chem. 401(1), 65–73 (2011)

    Article  Google Scholar 

  22. Guenther, S., Römpp, A., Kummer, W., Spengler, B.: AP-MALDI imaging of neuropeptides in mouse pituitary gland with 5 μm spatial resolution and high mass accuracy. Int. J. Mass Spectrom. 305(2/3), 228–237 (2011)

    CAS  Google Scholar 

  23. Kaufman, M., Nikitin, A.Y., Sundberg, J.P.: Histologic basis of mouse endocrine system development: a comparative analysis. CRC Press, Taylor & Francis Group, Boca Ration, FL (2010)

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Acknowledgment

Financial support by the State of Hesse (LOEWE research focus AmbiProbe), by the Bundesministerium für Bildung und Forschung (NGFN project 0313442), by the Deutsche Forschungsgemeinschaft (Sp314/12-1, Sp314/13-1), by the European Union (STREP project LSHG-CT-2005-518194), and by Thermo Fisher Scientific (Bremen) GmbH are gratefully acknowledged.

This publication represents a component of the doctoral (Dr. rer. nat.) thesis of C.P. at the Faculty of Biology and Chemistry, Justus Liebig University Giessen, Germany.

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Correspondence to B. Spengler.

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Paschke, C., Leisner, A., Hester, A. et al. Mirion—A Software Package for Automatic Processing of Mass Spectrometric Images. J. Am. Soc. Mass Spectrom. 24, 1296–1306 (2013). https://doi.org/10.1007/s13361-013-0667-0

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  • DOI: https://doi.org/10.1007/s13361-013-0667-0

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