MRI-compatible pipeline for three-dimensional MALDI imaging mass spectrometry using PAXgene fixation.

UNLABELLED MALDI imaging mass spectrometry (MALDI-imaging) has emerged as a spatially-resolved label-free bioanalytical technique for direct analysis of biological samples and was recently introduced for analysis of 3D tissue specimens. We present a new experimental and computational pipeline for molecular analysis of tissue specimens which integrates 3D MALDI-imaging, magnetic resonance imaging (MRI), and histological staining and microscopy, and evaluate the pipeline by applying it to analysis of a mouse kidney. To ensure sample integrity and reproducible sectioning, we utilized the PAXgene fixation and paraffin embedding and proved its compatibility with MRI. Altogether, 122 serial sections of the kidney were analyzed using MALDI-imaging, resulting in a 3D dataset of 200GB comprised of 2million spectra. We show that elastic image registration better compensates for local distortions of tissue sections. The computational analysis of 3D MALDI-imaging data was performed using our spatial segmentation pipeline which determines regions of distinct molecular composition and finds m/z-values co-localized with these regions. For facilitated interpretation of 3D distribution of ions, we evaluated isosurfaces providing simplified visualization. We present the data in a multimodal fashion combining 3D MALDI-imaging with the MRI volume rendering and with light microscopic images of histologically stained sections. BIOLOGICAL SIGNIFICANCE Our novel experimental and computational pipeline for 3D MALDI-imaging can be applied to address clinical questions such as proteomic analysis of the tumor morphologic heterogeneity. Examining the protein distribution as well as the drug distribution throughout an entire tumor using our pipeline will facilitate understanding of the molecular mechanisms of carcinogenesis.

[1]  Kristina Schwamborn,et al.  Molecular imaging by mass spectrometry — looking beyond classical histology , 2010, Nature Reviews Cancer.

[2]  Benoit M Dawant,et al.  Integrating spatially resolved three-dimensional MALDI IMS with in vivo magnetic resonance imaging , 2008, Nature Methods.

[3]  Benoit M Dawant,et al.  Three-dimensional visualization of protein expression in mouse brain structures using imaging mass spectrometry , 2005, Journal of the American Society for Mass Spectrometry.

[4]  Richard M Caprioli,et al.  Molecular imaging of proteins in tissues by mass spectrometry , 2008, Proceedings of the National Academy of Sciences.

[5]  Pieter C. Dorrestein,et al.  Translating metabolic exchange with imaging mass spectrometry , 2009, Nature chemical biology.

[6]  R. Caprioli,et al.  High-Speed MALDI-TOF Imaging Mass Spectrometry: Rapid Ion Image Acquisition and Considerations for Next Generation Instrumentation , 2011, Journal of the American Society for Mass Spectrometry.

[7]  Detlev Suckau,et al.  Approaching MALDI molecular imaging for clinical proteomic research: current state and fields of application , 2010, Expert review of proteomics.

[8]  P. Chaurand,et al.  From Whole-body Sections Down to Cellular Level, Multiscale Imaging of Phospholipids by MALDI Mass Spectrometry* , 2010, Molecular & Cellular Proteomics.

[9]  Detlev Suckau,et al.  Classification of HER2 receptor status in breast cancer tissues by MALDI imaging mass spectrometry. , 2010, Journal of proteome research.

[10]  Stefan Heldmann,et al.  Exploring three-dimensional matrix-assisted laser desorption/ionization imaging mass spectrometry data: three-dimensional spatial segmentation of mouse kidney. , 2012, Analytical chemistry.

[11]  Michelle L. Reyzer,et al.  MALDI imaging mass spectrometry: molecular snapshots of biochemical systems , 2007, Nature Methods.

[12]  Theodore Alexandrov,et al.  Spatial segmentation of imaging mass spectrometry data with edge-preserving image denoising and clustering. , 2010, Journal of proteome research.

[13]  R. Caprioli,et al.  Molecular imaging of biological samples: localization of peptides and proteins using MALDI-TOF MS. , 1997, Analytical chemistry.

[14]  M. Stoeckli,et al.  Imaging mass spectrometry: A new technology for the analysis of protein expression in mammalian tissues , 2001, Nature Medicine.

[15]  A. Svatoš Mass spectrometric imaging of small molecules. , 2010, Trends in biotechnology.

[16]  A. S. Attia,et al.  Monitoring the inflammatory response to infection through the integration of MALDI IMS and MRI. , 2012, Cell host & microbe.

[17]  Lisa H Cazares,et al.  Imaging Mass Spectrometry of a Specific Fragment of Mitogen-Activated Protein Kinase/Extracellular Signal-Regulated Kinase Kinase Kinase 2 Discriminates Cancer from Uninvolved Prostate Tissue , 2009, Clinical Cancer Research.

[18]  Michelle L. Reyzer,et al.  MALDI-MS-based imaging of small molecules and proteins in tissues. , 2007, Current opinion in chemical biology.

[19]  Lingjun Li,et al.  Three dimensional mapping of neuropeptides and lipids in crustacean brain by mass spectral imaging , 2009, Journal of the American Society for Mass Spectrometry.

[20]  L. McDonnell,et al.  Peptide and protein imaging mass spectrometry in cancer research. , 2010, Journal of proteomics.

[21]  Sung-Liang Yu,et al.  Pretreatment epidermal growth factor receptor (EGFR) T790M mutation predicts shorter EGFR tyrosine kinase inhibitor response duration in patients with non-small-cell lung cancer. , 2012, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[22]  Jeramie D Watrous,et al.  The evolving field of imaging mass spectrometry and its impact on future biological research. , 2011, Journal of mass spectrometry : JMS.

[23]  Sandra Rauser,et al.  MALDI imaging mass spectrometry for direct tissue analysis: a new frontier for molecular histology , 2008, Histochemistry and Cell Biology.

[24]  Kurt Zatloukal,et al.  Proteomic analysis of PAXgene-fixed tissues. , 2010, Journal of proteome research.

[25]  Andrea Matros,et al.  MALDI‐imaging mass spectrometry – An emerging technique in plant biology , 2011, Proteomics.

[26]  I. Fournier,et al.  Direct analysis and MALDI imaging of formalin-fixed, paraffin-embedded tissue sections. , 2007, Journal of proteome research.

[27]  P. Dorrestein,et al.  Microbial metabolic exchange in 3D , 2013, The ISME Journal.

[28]  Mats Borén,et al.  Stopping the clock on proteomic degradation by heat treatment at the point of tissue excision , 2010, Proteomics.

[29]  Bernd Schneider,et al.  Symbiotic Streptomycetes provide antibiotic combination prophylaxis for wasp offspring. , 2010, Nature chemical biology.

[30]  Ariel Y Deutch,et al.  Imaging mass spectrometry of proteins and peptides: 3D volume reconstruction , 2008, Nature Methods.

[31]  J. Fletcher,et al.  Heterogeneity of kinase inhibitor resistance mechanisms in GIST , 2008, The Journal of pathology.

[32]  Maxence Wisztorski,et al.  MALDI Imaging Mass Spectrometry , 2009, Molecular & Cellular Proteomics.

[33]  Richard M. Caprioli,et al.  3D imaging by mass spectrometry: a new frontier. , 2012, Analytical chemistry.