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Analysis of colorectal adenocarcinoma tissue by desorption electrospray ionization mass spectrometric imaging

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Abstract

Negative ion desorption electrospray ionization (DESI) was used for the analysis of an ex vivo tissue sample set comprising primary colorectal adenocarcinoma samples and colorectal adenocarcinoma liver metastasis samples. Frozen sections (12 μm thick) were analyzed by means of DESI imaging mass spectrometry (IMS) with spatial resolution of 100 μm using a computer-controlled DESI imaging stage mounted on a high resolution Orbitrap mass spectrometer. DESI-IMS data were found to predominantly feature complex lipids, including phosphatidyl-inositols, phophatidyl-ethanolamines, phosphatidyl-serines, phosphatidyl-ethanolamine plasmalogens, phosphatidic acids, phosphatidyl-glycerols, ceramides, sphingolipids, and sulfatides among others. Molecular constituents were identified based on their exact mass and MS/MS fragmentation spectra. An identified set of molecules was found to be in good agreement with previously reported DESI imaging data. Different histological tissue types were found to yield characteristic mass spectrometric data in each individual section. Histological features were identified by comparison to hematoxylin–eosin stained neighboring sections. Ions specific to certain histological tissue types (connective tissue, smooth muscle, healthy mucosa, healthy liver parenchyma, and adenocarcinoma) were identified by semi-automated screening of data. While each section featured a number of tissue-specific species, no potential global biomarker was found in the full sample set for any of the tissue types. As an alternative approach, data were analyzed by principal component analysis (PCA) and linear discriminant analysis (LDA) which resulted in efficient separation of data points based on their histological types. A pixel-by-pixel tissue identification method was developed, featuring the PCA/LDA analysis of authentic data set, and localization of unknowns in the resulting 60D, histologically assigned LDA space. Novel approach was found to yield results which are in 95% agreement with the results of classical histology. KRAS mutation status was determined for each sample by standard molecular biology methods and a similar PCA/LDA approach was developed to assess the feasibility of the determination of this important parameter using solely DESI imaging data. Results showed that the mutant and wild-type samples fully separated. DESI-MS and molecular biology results were in agreement in 90% of the cases.

Mass spectrometric analysis of phospholipid distribution in colorectal adenocarcinoma using DESI-MS and multivariate statistical methods.

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References

  1. Caprioli RM, Farmer TB, Gile J (1997) Molecular imaging of biological samples: localization of peptides and proteins using MALDI-TOF MS. Anal Chem 69(23):4751–4760

    Article  CAS  Google Scholar 

  2. Stoeckli M, Farmer TB, Caprioli RM (1999) Automated mass spectrometry imaging with a matrix-assisted laser desorption ionization time-of-flight instrument. J Am Soc Mass Spectrom 10(1):67–71

    Article  CAS  Google Scholar 

  3. Makarov A (2000) Electrostatic axially harmonic orbital trapping: a high-performance technique of mass analysis. Anal Chem 72(6):1156–1162

    Article  CAS  Google Scholar 

  4. Rompp A, Guenther S, Takats Z, Spengler B (2011) 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

    Article  Google Scholar 

  5. Chaurand P, Schriver KE, Caprioli RM (2007) Instrument design and characterization for high resolution MALDI-MS imaging of tissue sections. J Mass Spectrom 42(4):476–489

    Article  CAS  Google Scholar 

  6. Spengler B, Hubert M (2002) 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

    Article  CAS  Google Scholar 

  7. Morrison G, Gay I, Chandra S (1994) Ion microscopy in biology. Scanning Microsc Suppl 8:359–370

    CAS  Google Scholar 

  8. Pacholski ML, Cannon DM, Ewing AG, Winograd N (1998) Static time-of-flight secondary ion mass spectrometry imaging of freeze-fractured, frozen-hydrated biological membranes. Rapid Commun Mass Spectrom 12(18):1232–1235

    Article  CAS  Google Scholar 

  9. Touboul D, Halgand F, Brunelle A, Kersting R, Tallarek E, Hagenhoff B, Laprevote O (2004) Tissue molecular ion imaging by gold cluster ion bombardment. Anal Chem 76(6):1550–1559

    Article  CAS  Google Scholar 

  10. Altelaar AFM, Klinkert I, Jalink K, de Lange RPJ, Adan RAH, Heeren RMA, Piersma SR (2006) Gold-enhanced biomolecular surface imaging of cells and tissue by SIMS and MALDI mass spectrometry. Anal Chem 78(3):734–742

    Article  CAS  Google Scholar 

  11. Touboul D, Kollmer F, Niehuis E, Brunelle A, Laprevote O (2005) Improvement of biological time-of-flight-secondary ion mass spectrometry imaging with a bismuth cluster ion source. J Am Soc Mass Spectrom 16(10):1608–1618

    Article  CAS  Google Scholar 

  12. Brunelle A, Touboul D, Laprevote O (2005) Biological tissue imaging with time-of-flight secondary ion mass spectrometry and cluster ion sources. J Mass Spectrom 40(8):985–999

    Article  CAS  Google Scholar 

  13. Weibel D, Wong S, Lockyer N, Blenkinsopp P, Hill R, Vickerman JC (2003) A C-60 primary ion beam system for time of flight secondary ion mass spectrometry: its development and secondary ion yield characteristics. Anal Chem 75(7):1754–1764

    Article  CAS  Google Scholar 

  14. Takats Z, Wiseman JM, Gologan B, Cooks RG (2004) Mass spectrometry sampling under ambient conditions with desorption electrospray ionization. Science 306(5695):471–473

    Article  CAS  Google Scholar 

  15. Haddad R, Sparrapan R, Eberlin MN (2006) Desorption sonic spray ionization for (high) voltage-free ambient mass spectrometry. Rapid Commun Mass Spectrom 20(19):2901–2905

    Article  CAS  Google Scholar 

  16. Haddad R, Sparrapan R, Kotiaho T, Eberlin MN (2008) Easy ambient sonic-spray ionization-membrane interface mass spectrometry for direct analysis of solution constituents. Anal Chem 80(3):898–903

    Article  CAS  Google Scholar 

  17. Shiea J, Huang MZ, Hsu HJ, Lee CY, Yuan CH, Beech I, Sunner J (2005) Electrospray-assisted laser desorption/ionization mass spectrometry for direct ambient analysis of solids. Rapid Commun Mass Spectrom 19(24):3701–3704

    Article  CAS  Google Scholar 

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

    Article  CAS  Google Scholar 

  19. Cody RB, Laramee JA, Durst HD (2005) Versatile new ion source for the analysis of materials in open air under ambient conditions. Anal Chem 77(8):2297–2302

    Article  CAS  Google Scholar 

  20. Williams JP, Scrivens JH (2005) Rapid accurate mass desorption electrospray ionisation tandem mass spectrometry of pharmaceutical samples. Rapid Commun Mass Spectrom 19(24):3643–3650

    Article  CAS  Google Scholar 

  21. McEwen CN, McKay RG, Larsen BS (2005) Analysis of solids, liquids, and biological tissues using solids probe introduction at atmospheric pressure on commercial LC/MS instruments. Anal Chem 77(23):7826–7831

    Article  CAS  Google Scholar 

  22. Harper JD, Charipar NA, Mulligan CC, Zhang XR, Cooks RG, Ouyang Z (2008) Low-temperature plasma probe for ambient desorption ionization. Anal Chem 80(23):9097–9104

    Article  CAS  Google Scholar 

  23. Wiseman J, Puolitaival S, Takats Z, Cooks R, Caprioli R (2005) Mass spectrometric profiling of intact biological tissue by using desorption electrospray ionization. Angew Chem Int Ed 44(43):7094–7097

    Article  CAS  Google Scholar 

  24. Nemes P, Woods AS, Vertes A (2010) Simultaneous imaging of small metabolites and lipids in rat brain tissues at atmospheric pressure by laser ablation electrospray ionization mass spectrometry. Anal Chem 82(3):982–988

    Article  CAS  Google Scholar 

  25. Liu Y, Ma X, Lin Z, He M, Han G, Yang C, Xing Z, Zhang S, Zhang X (2010) Imaging mass spectrometry with a low-temperature plasma probe for the analysis of works of art. Angew Chem Int Ed 49(26):4435–4437

    Article  CAS  Google Scholar 

  26. Takats Z, Wiseman J, Cooks R (2005) Ambient mass spectrometry using desorption electrospray ionization (DESI): instrumentation, mechanisms and applications in forensics, chemistry, and biology. J Mass Spectrom 40(10):1261–1275

    Article  CAS  Google Scholar 

  27. Fenn JB, Mann M, Meng CK, Wong SF, Whitehouse CM (1990) Electrospray ionization—principles and practice. Mass Spectrom Rev 9(1):37–70

    Article  CAS  Google Scholar 

  28. Wiseman JM, Ifa DR, Song QY, Cooks RG (2006) Tissue imaging at atmospheric pressure using desorption electrospray ionization (DESI) mass spectrometry. Angew Chem Int Ed 45(43):7188–7192

    Article  CAS  Google Scholar 

  29. Manicke NE, Dill AL, Ifa DR, Cooks RG (2010) High-resolution tissue imaging on an orbitrap mass spectrometer by desorption electrospray ionization mass spectrometry. J Mass Spectrom 45(2):223–226

    Article  CAS  Google Scholar 

  30. Thunig J, Hansen SH, Janfelt C (2011) Analysis of secondary plant metabolites by indirect desorption electrospray ionization imaging mass spectrometry. Anal Chem 83(9):3256–3259

    Article  CAS  Google Scholar 

  31. Kertesz V, Van Berkel GJ (2008) Improved imaging resolution in desorption electrospray ionization mass spectrometry. Rapid Commun Mass Spectrom 22(17):2639–2644

    Article  CAS  Google Scholar 

  32. Masterson TA, Dill AL, Eberlin LS, Mattarozzi M, Cheng L, Beck SDW, Bianchi F, Cooks RG (2011) Distinctive glycerophospholipid profiles of human seminoma and adjacent normal tissues by desorption electrospray ionization imaging mass spectrometry. J Am Soc Mass Spectrom 22(8):1326–1333

    Article  CAS  Google Scholar 

  33. Basile F, Sibray T, Belisle JT, Bowen RA (2011) Analysis of lipids from crude lung tissue extracts by desorption electrospray ionization mass spectrometry and pattern recognition. Anal Biochem 408(2):289–296

    Article  CAS  Google Scholar 

  34. Wiseman JM, Ifa DR, Zhu YX, Kissinger CB, Manicke NE, Kissinger PT, Cooks RG (2008) Desorption electrospray ionization mass spectrometry: imaging drugs and metabolites in tissues. Proc Natl Acad Sci USA 105(47):18120–18125

    Article  Google Scholar 

  35. Podo F (1999) Tumour phospholipid metabolism. NMR Biomed 12(7):413–439

    Article  CAS  Google Scholar 

  36. Chaurand P, Schwartz SA, Billheimer D, Xu BGJ, Crecelius A, Caprioli RM (2004) Integrating histology and imaging mass spectrometry. Anal Chem 76(4):1145–1155

    Article  CAS  Google Scholar 

  37. Jackson SN, Wang HYJ, Woods AS (2005) Direct profiling of lipid distribution in brain tissue using MALDI-TOFMS. Anal Chem 77(14):4523–4527

    Article  CAS  Google Scholar 

  38. Gemoll T, Roblick UJ, Habermann JK (2011) MALDI mass spectrometry imaging in oncology (Review). Mol Med Rep 4(6):1045–1051

    CAS  Google Scholar 

  39. Thiel V, Sjovall P (2011) Using time-of-flight secondary ion mass spectrometry to study biomarkers. Annu Rev Earth Planet Sci 39:125–156

    Article  CAS  Google Scholar 

  40. Eberlin LS, Dill AL, Costa AB, Ifa DR, Cheng L, Masterson T, Koch M, Ratliff TL, Cooks RG (2010) Cholesterol sulfate imaging in human prostate cancer tissue by desorption electrospray ionization mass spectrometry. Anal Chem 82(9):3430–3434

    Article  CAS  Google Scholar 

  41. Eberlin LS, Dill AL, Golby AJ, Ligon KL, Wiseman JM, Cooks RG, Agar NYR (2010) Discrimination of human astrocytoma subtypes by lipid analysis using desorption electrospray ionization imaging mass spectrometry. Angew Chem Int Ed 49(34):5953–5956

    CAS  Google Scholar 

  42. Manicke NE, Nefliu M, Wu C, Woods JW, Reiser V, Hendrickson RC, Cooks RG (2009) Imaging of lipids in atheroma by desorption electrospray ionization mass spectrometry. Anal Chem 81(21):8702–8707

    Article  CAS  Google Scholar 

  43. Dill AL, Eberlin LS, Costa AB, Zheng C, Ifa DR, Cheng LA, Masterson TA, Koch MO, Vitek O, Cooks RG (2011) Multivariate statistical identification of human bladder carcinomas using ambient ionization imaging mass spectrometry. Chem-Eur J 17(10):2897–2902

    Article  CAS  Google Scholar 

  44. Dill AL, Eberlin LS, Zheng C, Costa AB, Ifa DR, Cheng LA, Masterson TA, Koch MO, Vitek O, Cooks RG (2010) Multivariate statistical differentiation of renal cell carcinomas based on lipidomic analysis by ambient ionization imaging mass spectrometry. Anal Bioanal Chem 398(7–8):2969–2978

    Article  CAS  Google Scholar 

  45. Cooks RG, Manicke NE, Dill AL, Ifa DR, Eberlin LS, Costa AB, Wang H, Huang G, Zheng O (2011) New ionization methods and miniature mass spectrometers for biomedicine: DESI imaging for cancer diagnostics and paper spray ionization for therapeutic drug monitoring. Faraday Discuss 149:247–267

    Article  CAS  Google Scholar 

  46. Merchant TE, Kasimos JN, Vroom T, de Bree E, Iwata JL, de Graaf PW, Glonek T (2002) Malignant breast tumor phospholipid profiles using P-31 magnetic resonance. Cancer Lett 176(2):159–167

    Article  CAS  Google Scholar 

  47. Daly PF, Lyon RC, Faustino PJ, Cohen JS (1987) Phospholipid-metabolism in cancer-cells monitored by P-31 NMR-spectroscopy. J Biol Chem 262(31):14875–14878

    CAS  Google Scholar 

  48. Schaefer K-C, Denes J, Albrecht K, Szaniszlo T, Balog J, Skoumal R, Katona M, Toth M, Balogh L, Takats Z (2009) In vivo, in situ tissue analysis using rapid evaporative ionization mass spectrometry. Angew Chem Int Ed 48(44):8240–8242

    Article  CAS  Google Scholar 

  49. Balog J, Szaniszlo T, Schaefer KC, Denes J, Lopata A, Godorhazy L, Szalay D, Balogh L, Sasi-Szabo L, Toth M, Takats Z (2010) Identification of biological tissues by rapid evaporative ionization mass spectrometry. Anal Chem 82(17):7343–7350

    Article  CAS  Google Scholar 

  50. Schaefer KC, Szaniszlo T, Guenther S, Balog J, Denes J, Keseru M, Dezso B, Toth M, Spengler B, Takats Z (2011) In situ, real-time identification of biological tissues by ultraviolet and infrared laser desorption ionization mass spectrometry. Anal Chem 83(5):1632–1640

    Article  Google Scholar 

  51. Merchant TE, Kasimos JB, Degraaf PW, Minsky BD, Gierke LW, Glonek T (1991) Phospholipid profile of human colorectal cancer using P-31 magnetic-resonance spectroscopy. Int J Colorectal Dis 6:121–126

    Article  CAS  Google Scholar 

  52. Dueck D-A, Chan M, Tran K, Wong JT, Jay FT, Littman C, Stimpson R, Choy PC (1996) The modulation of choline phosphoglyceride metabolism in human colon cancer. Mol Cell Biochem 162(2):97–103

    Article  CAS  Google Scholar 

  53. Dobrzynska I, Szachowicz-Petelska B, Sulkowski S, Figaszewski Z (2005) Changes in electric charge and phospholipids composition in human colorectal cancer cells. Mol Cell Biochem 276(1–2):113–119

    Article  CAS  Google Scholar 

  54. Dill AL, Eberlin LS, Costa AB, Ifa DR, Cooks RG (2011) Data quality in tissue analysis using desorption electrospray ionization. Anal Bioanal Chem 401(6):1949–1961

    Article  CAS  Google Scholar 

  55. Malumbres M, Barbacid M (2003) Timeline—RAS oncogenes: the first 30 years. Nat Rev Cancer 3(6):459–465

    Article  CAS  Google Scholar 

  56. Ogino S, Meyerhardt JA, Irahara N, Niedzwiecki D, Hollis D, Saltz LB, Mayer RJ, Schaefer P, Whittom R, Hantel A, Benson AB III, Goldberg RM, Bertagnolli MM, Fuchs CS, Canadian Canc Soc Res I (2009) KRAS Mutation in Stage III colon cancer and clinical outcome following intergroup trial CALGB 89803. Clin Cancer Res 15(23):7322–7329

    Article  CAS  Google Scholar 

  57. Normanno N, Tejpar S, Morgillo F, De Luca A, Van Cutsem E, Ciardiello F (2009) Implications for KRAS status and EGFR-targeted therapies in metastatic CRC. Nat Rev Clin Oncol 6(9):519–527

    Article  CAS  Google Scholar 

  58. Siddiqui AD, Piperdi B (2010) KRAS Mutation in Colon Cancer: A Marker of Resistance to EGFR-I Therapy. Ann Surg Oncol 17(4):1168–1176

    Article  Google Scholar 

  59. Sjolander A, Yamamoto K, Huber BE, Lapetina EG (1991) Association of P21RAS with phosphatidylinositol 3-kinase. Proc Natl Acad Sci USA 88(18):7908–7912

    Article  CAS  Google Scholar 

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Acknowledgments

This work was supported by TAMOP-4.2.1B-09/1/KMR-2010-0001 and OTKA-CNK77649, the European Research Council under Starting Grant scheme (Contract No. 210356), and Hessisches Ministerium für Wissenschaft und Kunst (LOEWE Schwerpunkt “AmbiProbe”). The work was supported in parts by National Innovation Office, Hungary (NKFP_07_A2-NANODRUG).

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Correspondence to Zoltan Takats.

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Published in the special issue Young Investigators in Analytical and Bioanalytical Science with guest editors S. Daunert, J. Bettmer, T. Hasegawa, Q. Wang and Y. Wei.

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Gerbig, S., Golf, O., Balog, J. et al. Analysis of colorectal adenocarcinoma tissue by desorption electrospray ionization mass spectrometric imaging. Anal Bioanal Chem 403, 2315–2325 (2012). https://doi.org/10.1007/s00216-012-5841-x

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  • DOI: https://doi.org/10.1007/s00216-012-5841-x

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