Approaching clinical proteomics: Current state and future fields of application in cellular proteomics

Recent developments in proteomics technology offer new opportunities for clinical applications in hospital or specialized laboratories including the identification of novel biomarkers, monitoring of disease, detecting adverse effects of drugs, and environmental hazards. Advanced spectrometry technologies and the development of new protein array formats have brought these analyses to a standard, which now has the potential to be used in clinical diagnostics. Besides standardization of methodologies and distribution of proteomic data into public databases, the nature of the human body fluid proteome with its high dynamic range in protein concentrations, its quantitation problems, and its extreme complexity present enormous challenges. Molecular cell biology (cytomics) with its link to proteomics is a new fast moving scientific field, which addresses functional cell analysis and bioinformatic approaches to search for novel cellular proteomic biomarkers or their release products into body fluids that provide better insight into the enormous biocomplexity of disease processes and are suitable for patient stratification, therapeutic monitoring, and prediction of prognosis. Experience from studies of in vitro diagnostics and especially in clinical chemistry showed that the majority of errors occurs in the preanalytical phase and the setup of the diagnostic strategy. This is also true for clinical proteomics where similar preanalytical variables such as inter‐ and intra‐assay variability due to biological variations or proteolytical activities in the sample will most likely also influence the results of proteomics studies. However, before complex proteomic analysis can be introduced at a broader level into the clinic, standardization of the preanalytical phase including patient preparation, sample collection, sample preparation, sample storage, measurement, and data analysis is another issue which has to be improved. In this report, we discuss the recent advances and applications that fulfill the criteria for clinical proteomics with the focus on cellular proteomics (cytoproteomics) as related to preanalytical and analytical standardization and to quality control measures required for effective implementation of these technologies and analytes into routine laboratory testing to generate novel actionable health information. It will then be crucial to design and carry out clinical studies that can eventually identify novel clinical diagnostic strategies based on these techniques and validate their impact on clinical decision making. © 2009 International Society for Advancement of Cytometry

[1]  R. Wollman,et al.  High throughput microscopy: from raw images to discoveries , 2007, Journal of Cell Science.

[2]  G. Valet Cytomics as a new potential for drug discovery. , 2006, Drug discovery today.

[3]  Rolf Apweiler,et al.  The Proteomics Standards Initiative , 2003, Proteomics.

[4]  H. Meyer,et al.  Differential analysis of phosphorylated proteins in resting and thrombin-stimulated human platelets , 2003, Analytical and bioanalytical chemistry.

[5]  J. Szöllősi,et al.  Cytometry of raft and caveola membrane microdomains: From flow and imaging techniques to high throughput screening assays , 2008, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[6]  Neil Swainston,et al.  Capture and analysis of quantitative proteomic data , 2007, Proteomics.

[7]  J. Paul Robinson,et al.  Integrating Cytomics and Proteomics* , 2006, Molecular & Cellular Proteomics.

[8]  R. Nieuwland,et al.  Microparticles in cardiovascular diseases. , 2003, Cardiovascular research.

[9]  F. Sluse,et al.  Mitochondrial comparative proteomics: strengths and pitfalls. , 2008, Biochimica et biophysica acta.

[10]  F. Pontén,et al.  Analysis of Protein Expression in Cell Microarrays: A Tool for Antibody-based Proteomics , 2006, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.

[11]  R. Aebersold,et al.  Lipid raft proteins and their identification in T lymphocytes. , 2004, Sub-cellular biochemistry.

[12]  W. Hacke,et al.  State-of-the-Art Review: Anticoagulation: The Present and Future , 2001 .

[13]  F. von Eggeling,et al.  Microdissecting the proteome , 2007, Proteomics.

[14]  Ken Jacobson,et al.  A Role for Lipid Shells in Targeting Proteins to Caveolae, Rafts, and Other Lipid Domains , 2002, Science.

[15]  M M Morente,et al.  TuBaFrost 4: access rules and incentives for a European tumour bank. , 2006, European journal of cancer.

[16]  W. Schubert Exploring molecular networks directly in the cell , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[17]  L. Herzenberg,et al.  New approaches to fluorescence compensation and visualization of FACS data. , 2004, Clinical immunology.

[18]  M. Ferrari,et al.  Clinical proteomics: Written in blood , 2003, Nature.

[19]  J. Tissot,et al.  Recent advances in blood‐related proteomics , 2005, Proteomics.

[20]  A. Piccin,et al.  Circulating microparticles: pathophysiology and clinical implications. , 2007, Blood reviews.

[21]  S. Moestrup,et al.  Identification of the hemoglobin scavenger receptor/CD163 as a natural soluble protein in plasma. , 2002, Blood.

[22]  M. Peppelenbosch,et al.  Single cell proteomics for personalised medicine. , 2004, Trends in molecular medicine.

[23]  Philippe Amouyel,et al.  Two‐dimensional maps and databases of the human macrophage proteome and secretome , 2004, Proteomics.

[24]  Henri Wajcman,et al.  Human erythroid cells produced ex vivo at large scale differentiate into red blood cells in vivo , 2002, Nature Biotechnology.

[25]  R. Dwek,et al.  Extensive analysis of the human platelet proteome by two‐dimensional gel electrophoresis and mass spectrometry , 2004, Proteomics.

[26]  G. Schmitz,et al.  E‐LDL and Ox‐LDL differentially regulate ceramide and cholesterol raft microdomains in human Macrophages , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[27]  E. Krausz,et al.  Cell-based high-content screening of small-molecule libraries. , 2007, Current opinion in chemical biology.

[28]  G. Cagney,et al.  Characterization of the proteins released from activated platelets leads to localization of novel platelet proteins in human atherosclerotic lesions. , 2004, Blood.

[29]  A. Lamond,et al.  Structure and function in the nucleus. , 1998, Science.

[30]  J Philip McCoy,et al.  Basic principles of flow cytometry. , 2002, Hematology/oncology clinics of North America.

[31]  A. Shet Characterizing blood microparticles: Technical aspects and challenges , 2008, Vascular health and risk management.

[32]  M. Linial,et al.  PROCEED: A proteomic method for analysing plasma membrane proteins in living mammalian cells. , 2003, Briefings in functional genomics & proteomics.

[33]  D. Pisetsky,et al.  Microparticles as mediators of cellular cross-talk in inflammatory disease , 2006, Autoimmunity.

[34]  Wei-Yin Loh,et al.  Classification and regression trees , 2011, WIREs Data Mining Knowl. Discov..

[35]  F. Pontén,et al.  Antibody-based tissue profiling as a tool for clinical proteomics , 2004, Clinical Proteomics.

[36]  L. Matthews,et al.  Accurate Prediction of BRCA1 and BRCA2 Heterozygous Genotype Using Expression Profiling after Induced DNA Damage , 2006, Clinical Cancer Research.

[37]  Bo Mattiasson,et al.  Methods in cell separations. , 2007, Advances in biochemical engineering/biotechnology.

[38]  J. Fareed,et al.  Small-molecule direct antithrombins: argatroban. , 2004, Best practice & research. Clinical haematology.

[39]  Etienne Gagnon,et al.  The Phagosome Proteome: Insight into Phagosome Functions , 2001 .

[40]  H. Um,et al.  Proteomic analysis of the cellular proteins induced by adaptive concentrations of hydrogen peroxide in human U937 cells , 2002, Experimental & Molecular Medicine.

[41]  G. Schmitz,et al.  Ezetimib influences the expression of raft‐associated antigens in human monocytes† , 2006, Cytometry Part A.

[42]  J. Yates,et al.  Proteomics of organelles and large cellular structures , 2005, Nature Reviews Molecular Cell Biology.

[43]  R G Ashcroft,et al.  Commercial high speed machines open new opportunities in high throughput flow cytometry (HTFC). , 2000, Journal of immunological methods.

[44]  F. Pontén,et al.  Antibody-based Proteomics for Human Tissue Profiling , 2005, Molecular & Cellular Proteomics.

[45]  Rolf Apweiler,et al.  Common interchange standards for proteomics data: Public availability of tools and schema. Report on the Proteomic Standards Initiative Workshop, 2nd Annual HUPO Congress, Montreal, Canada, 8–11th October 2003 , 2004, Proteomics.

[46]  Kai Simons,et al.  Cholesterol, lipid rafts, and disease. , 2002, The Journal of clinical investigation.

[47]  G. Janossy,et al.  Stabilised cellular immuno-fluorescence assay: CD45 expression as a calibration standard for human leukocytes. , 2002, Journal of immunological methods.

[48]  O. Illoh,et al.  Current applications of flow cytometry in the diagnosis of primary immunodeficiency diseases. , 2004, Archives of pathology & laboratory medicine.

[49]  O. Perez,et al.  Phospho‐proteomic immune analysis by flow cytometry: from mechanism to translational medicine at the single‐cell level , 2006, Immunological reviews.

[50]  Arsi T Rosengren,et al.  Proteome profiling of interleukin‐12 treated human T helper cells , 2005, Proteomics.

[51]  Lennart Martens,et al.  Automated reprocessing pipeline for searching heterogeneous mass spectrometric data of the HUPO Brain Proteome Project pilot phase , 2006, Proteomics.

[52]  C. Dunphy,et al.  Applications of flow cytometry and immunohistochemistry to diagnostic hematopathology. , 2004, Archives of pathology & laboratory medicine.

[53]  S. Bergeson,et al.  Sindbis viral-mediated expression of eGFP-dopamine D1 receptors in situ with real-time two-photon microscopic detection , 2004, Journal of Neuroscience Methods.

[54]  M. Basik,et al.  Microarrays as validation strategies in clinical samples: tissue and protein microarrays. , 2006, Omics : a journal of integrative biology.

[55]  J. C. BurgesChristopher A Tutorial on Support Vector Machines for Pattern Recognition , 1998 .

[56]  Ruedi Aebersold,et al.  Challenges and Opportunities in Proteomics Data Analysis* , 2006, Molecular & Cellular Proteomics.

[57]  Giuseppe Lippi,et al.  Reliability of the thrombin-generation assay in frozen-thawed platelet-rich plasma. , 2006, Clinical chemistry.

[58]  Ovidiu Daescu,et al.  The Human Red Blood Cell Proteome and Interactome , 2007, Experimental biology and medicine.

[59]  C. D. de Koster,et al.  Comparative proteomics of human endothelial cell caveolae and rafts using two‐dimensional gel electrophoresis and mass spectrometry , 2004, Electrophoresis.

[60]  Martina Uray,et al.  TAMEE: data management and analysis for tissue microarrays , 2007, BMC Bioinformatics.

[61]  Etienne Gagnon,et al.  Phagosomes are competent organelles for antigen cross-presentation , 2003, Nature.

[62]  F. Pontén,et al.  Towards a human proteome atlas: High‐throughput generation of mono‐specific antibodies for tissue profiling , 2005, Proteomics.

[63]  G. Klöppel,et al.  Application of fluorescence difference gel electrophoresis saturation labelling for the analysis of microdissected precursor lesions of pancreatic ductal adenocarcinoma , 2005, Proteomics.

[64]  Attila Tarnok,et al.  Cytomics goes 3D: Toward tissomics , 2005, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[65]  Attila Tárnok,et al.  Comparison of immunophenotyping by slide-based cytometry and by flow cytometry. , 2006, Journal of immunological methods.

[66]  Nan Zhang,et al.  Lipid raft proteomics: Analysis of in‐solution digest of sodium dodecyl sulfate‐solubilized lipid raft proteins by liquid chromatography‐matrix‐assisted laser desorption/ionization tandem mass spectrometry , 2004, Proteomics.

[67]  A. Michelson Evaluation Of Platelet Function By Flow Cytometry , 2006, Pathophysiology of Haemostasis and Thrombosis.

[68]  H. Meyer,et al.  Two-dimensional polyacrylamide gel electrophoresis for platelet proteomics. , 2004, Methods in molecular biology.

[69]  Z. Kaleem,et al.  Flow cytometric analysis of lymphomas: current status and usefulness. , 2006, Archives of pathology & laboratory medicine.

[70]  M. Lisanti,et al.  Role of caveolae and caveolins in health and disease. , 2004, Physiological reviews.

[71]  D. Hochstrasser,et al.  Automatic classification of two‐dimensional gel electrophoresis pictures by heuristic clustering analysis: A step toward machine learning , 1988, Electrophoresis.

[72]  F. Poirier,et al.  Proteomic map and database of lymphoblastoid proteins. , 2002, Journal of chromatography. B, Analytical technologies in the biomedical and life sciences.

[73]  A. Mittag,et al.  Iterative restaining as a pivotal tool for n‐color immunophenotyping by slide‐based cytometry , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[74]  Attila Tárnok,et al.  Clinical applications of laser scanning cytometry. , 2002, Cytometry.

[75]  Ning Zhang,et al.  High Throughput Proteome Screening for Biomarker Detection* , 2005, Molecular & Cellular Proteomics.

[76]  K. Howell,et al.  Membrane traffic in endocytosis: insights from cell-free assays. , 1989, Annual review of cell biology.

[77]  S. Moestrup,et al.  Identification of the haemoglobin scavenger receptor , 2001, Nature.

[78]  R. Appel,et al.  Popitam: Towards new heuristic strategies to improve protein identification from tandem mass spectrometry data , 2003, Proteomics.

[79]  Paul A Johnston,et al.  Requirements, features, and performance of high content screening platforms. , 2007, Methods in molecular biology.

[80]  Attila Tárnok,et al.  Slide‐based cytometry for cytomics—A minireview , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[81]  R. Nieuwland,et al.  Measuring circulating cell‐derived microparticles , 2004, Journal of thrombosis and haemostasis : JTH.

[82]  Mark Girolami,et al.  Variational Bayesian Multinomial Probit Regression with Gaussian Process Priors , 2006, Neural Computation.

[83]  R. Heilker High content screening to monitor G protein-coupled receptor internalisation. , 2006, Ernst Schering Foundation symposium proceedings.

[84]  Albert Sickmann,et al.  The proteome of Saccharomyces cerevisiae mitochondria , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[85]  B. Seliger,et al.  Design of proteome‐based studies in combination with serology for the identification of biomarkers and novel targets , 2002, Proteomics.

[86]  M. Mann,et al.  Organellar proteomics: turning inventories into insights , 2006, EMBO reports.

[87]  Etienne Gagnon,et al.  Organelle proteomics: looking at less to see more. , 2003, Trends in cell biology.

[88]  M. Mann,et al.  Unbiased quantitative proteomics of lipid rafts reveals high specificity for signaling factors , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[89]  Thomas Meitinger,et al.  MITOP, the mitochondrial proteome database: 2000 update , 2000, Nucleic Acids Res..

[90]  U. Walter,et al.  The Human Platelet Membrane Proteome Reveals Several New Potential Membrane Proteins*S , 2005, Molecular & Cellular Proteomics.

[91]  M. Mann,et al.  In-depth analysis of the membrane and cytosolic proteome of red blood cells. , 2006, Blood.

[92]  E. Krausz,et al.  High-content siRNA screening. , 2007, Molecular bioSystems.

[93]  D. Hochstrasser,et al.  Proteomics meets cell biology: The establishment of subcellular proteomes , 2000, Electrophoresis.

[94]  Francesca M. Buffa,et al.  Multiple biomarker tissue microarrays: bioinformatics and practical approaches , 2008, Cancer and Metastasis Reviews.

[95]  S. Hanash,et al.  Integrated Genomic and Proteomic Analysis of Signaling Pathways in Dendritic Cell Differentiation and Maturation , 2002, Annals of the New York Academy of Sciences.

[96]  S. Alexander,et al.  Proteomics Opens Doors to the Mechanisms of Developmentally Regulated Secretion* , 2003, Molecular & Cellular Proteomics.

[97]  F. George Microparticles in vascular diseases. , 2008, Thrombosis research.

[98]  Attila Tárnok,et al.  Hyperchromatic cytometry principles for cytomics using slide based cytometry , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[99]  G. van den Engh,et al.  High-speed cell sorting: fundamentals and recent advances. , 2003, Current opinion in biotechnology.

[100]  G.B. Singh,et al.  Functional proteomics with biolinguistic methods , 2005, IEEE Engineering in Medicine and Biology Magazine.

[101]  T. Nielsen,et al.  Tissue microarrays in clinical oncology. , 2008, Seminars in radiation oncology.

[102]  D Barnett,et al.  Flow cytometric quantitation of immunofluorescence intensity: problems and perspectives. European Working Group on Clinical Cell Analysis. , 1998, Cytometry.

[103]  G. Schmitz,et al.  Molecular defects in the ABCA1 pathway affect platelet function. , 2005, Pathophysiology of haemostasis and thrombosis.

[104]  W. Hacke,et al.  Anticoagulation: the present and future. , 2001, Clinical and applied thrombosis/hemostasis : official journal of the International Academy of Clinical and Applied Thrombosis/Hemostasis.

[105]  T. Veenstra,et al.  Sampling and analytical strategies for biomarker discovery using mass spectrometry. , 2006, BioTechniques.

[106]  Enrique Viguera,et al.  Multitissue array review: a chronological description of tissue array techniques, applications and procedures. , 2006, Pathology, research and practice.

[107]  E. Gratton,et al.  Lipid--protein interactions revealed by two-photon microscopy and fluorescence correlation spectroscopy. , 2005, Accounts of chemical research.

[108]  G. Schmitz,et al.  High density lipoprotein modulates platelet function , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[109]  Attila Tárnok,et al.  Laser scanning cytometry in human brain slices , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[110]  E. Petricoin,et al.  Serum peptidome for cancer detection: spinning biologic trash into diagnostic gold. , 2005, The Journal of clinical investigation.

[111]  G. Schmitz,et al.  Monocyte cholesterol homeostasis correlates with the presence of detergent resistant membrane microdomains , 2007, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[112]  T. Dandekar,et al.  Understanding platelets , 2005, Thrombosis and Haemostasis.

[113]  J. Lam,et al.  Tissue Array-Based Predictions of Pathobiology, Prognosis, and Response to Treatment for Renal Cell Carcinoma Therapy , 2004, Clinical Cancer Research.

[114]  A. Tárnok,et al.  Potential and challenges of a human cytome project. , 2004, Journal of biological regulators and homeostatic agents.

[115]  Toshio Hayashi,et al.  Anticoagulant mechanism of sulfonated polyisoprenes. , 2002, Biomaterials.

[116]  R. F. Cook,et al.  Characterization of caveolin-rich membrane domains isolated from an endothelial-rich source: implications for human disease , 1994, The Journal of cell biology.

[117]  Erik K. Malm,et al.  A Human Protein Atlas for Normal and Cancer Tissues Based on Antibody Proteomics* , 2005, Molecular & Cellular Proteomics.

[118]  G. Schmitz,et al.  A flow cytometric screening test for detergent‐resistant surface antigens in monocytes , 2006, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[119]  Denis Hochstrasser,et al.  Discovery of proteins related to coronary artery disease using industrial-scale proteomics analysis of pooled plasma. , 2006, American heart journal.

[120]  Anthony K. L. Leung,et al.  Nucleolar proteome dynamics , 2005, Nature.

[121]  D. Sgroi,et al.  Proteomic analysis of ductal carcinoma of the breast using laser capture microdissection, LC-MS, and 16O/18O isotopic labeling. , 2004, Journal of proteome research.

[122]  Riitta Lahesmaa,et al.  Proteome characterization of human T helper 1 and 2 cells , 2004, Proteomics.

[123]  A Schwartz,et al.  Standardizing flow cytometry: a classification system of fluorescence standards used for flow cytometry. , 1998, Cytometry.

[124]  J. Yates,et al.  Proteasomal proteomics: identification of nucleotide-sensitive proteasome-interacting proteins by mass spectrometric analysis of affinity-purified proteasomes. , 2000, Molecular biology of the cell.

[125]  G. Proimos Platelet Aggregation Inhibition with Glycoprotein IIb–IIIa Inhibitors , 2001, Journal of Thrombosis and Thrombolysis.

[126]  A Tárnok,et al.  Cytomics—New technologies: Towards a human cytome project , 2004, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[127]  Adeline R. Whitney,et al.  Maturation of Human Neutrophil Phagosomes Includes Incorporation of Molecular Chaperones and Endoplasmic Reticulum Quality Control Machinery *S , 2006, Molecular & Cellular Proteomics.