Approaching clinical proteomics: current state and future fields of application in fluid proteomics

Abstract The field of clinical proteomics offers opportunities to identify new disease biomarkers in body fluids, cells and tissues. These biomarkers can be used in clinical applications for diagnosis, stratification of patients for specific treatment, or therapy monitoring. New protein array formats and improved spectrometry technologies have brought these analyses to a level with potential for use in clinical diagnostics. The nature of the human body fluid proteome with its large dynamic range of protein concentrations presents problems with quantitation. The extreme complexity of the proteome in body fluids presents enormous challenges and requires the establishment of standard operating procedures for handling of specimens, increasing sensitivity for detection and bioinformatical tools for distribution of proteomic data into the public domain. From studies of in vitro diagnostics, especially in clinical chemistry, it is evident that most errors occur in the preanalytical phase and during implementation of the diagnostic strategy. This is also true for clinical proteomics, and especially for fluid proteomics because of the multiple pretreatment processes. These processes include depletion of high-abundance proteins from plasma or enrichment processes for urine where biological variation or differences in proteolytic activities in the sample along with preanalytical variables such as inter- and intra-assay variability will likely influence the results of proteomics studies. However, before proteomic analysis can be introduced at a broader level into the clinical setting, standardization of the preanalytical phase including patient preparation, sample collection, sample preparation, sample storage, measurement and data analysis needs to be improved. In this review, we discuss the recent technological advances and applications that fulfil the criteria for clinical proteomics, with the focus on fluid proteomics. These advances relate to preanalytical factors, analytical standardization and quality-control measures required for effective implementation into routine laboratory testing in order to generate clinically useful information. With new disease biomarker candidates, it will be crucial to design and perform clinical studies that can identify novel diagnostic strategies based on these techniques, and to validate their impact on clinical decision-making. Clin Chem Lab Med 2009;47:724–44.

[1]  Kathryn L Kellar,et al.  Multiplexed microsphere-based flow cytometric immunoassays for human cytokines. , 2003, Journal of immunological methods.

[2]  John D Lambris,et al.  Structure and biology of complement protein C3, a connecting link between innate and acquired immunity , 2001, Immunological reviews.

[3]  Kathryn S Lilley,et al.  Two-dimensional gel electrophoresis: recent advances in sample preparation, detection and quantitation. , 2002, Current opinion in chemical biology.

[4]  Marvin J Fritzler,et al.  The emergence of multiplexed technologies as diagnostic platforms in systemic autoimmune diseases. , 2006, Current medicinal chemistry.

[5]  P. Schellhammer,et al.  Boosted decision tree analysis of surface-enhanced laser desorption/ionization mass spectral serum profiles discriminates prostate cancer from noncancer patients. , 2002, Clinical chemistry.

[6]  Ian Eardley,et al.  Urinary biomarker profiling in transitional cell carcinoma , 2006, International journal of cancer.

[7]  P. Nickerson,et al.  Urine protein profiling with surface-enhanced laser-desorption/ionization time-of-flight mass spectrometry. , 2004, Kidney international.

[8]  D. Schwartz,et al.  Allergen-induced airway disease is mouse strain dependent. , 2003, American journal of physiology. Lung cellular and molecular physiology.

[9]  Sen-Yung Hsieh,et al.  Systematical evaluation of the effects of sample collection procedures on low‐molecular‐weight serum/plasma proteome profiling , 2006, Proteomics.

[10]  M. Karas,et al.  Laser desorption ionization of proteins with molecular masses exceeding 10,000 daltons. , 1988, Analytical chemistry.

[11]  J. Schellens,et al.  Influence of variations in sample handling on SELDI‐TOF MS serum protein profiles for colorectal cancer , 2008, Proteomics. Clinical applications.

[12]  G. Wright,et al.  Development of a novel proteomic approach for the detection of transitional cell carcinoma of the bladder in urine. , 2001, The American journal of pathology.

[13]  E. Marchiori,et al.  Sample handling for mass spectrometric proteomic investigations of human sera. , 2005, Analytical chemistry.

[14]  Thomas A Neubert,et al.  Sample preparation for serum/plasma profiling and biomarker identification by mass spectrometry , 2006, Journal of Chromatography A.

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

[16]  Jacques Colinge,et al.  Improved peptide charge state assignment , 2003, Proteomics.

[17]  H. Tammen,et al.  Peptidomic analysis of human blood specimens: Comparison between plasma specimens and serum by differential peptide display , 2005, Proteomics.

[18]  E. Kohn,et al.  SELDI-TOF mass spectrometry for cancer biomarker discovery and serum proteomic diagnostics. , 2005, Pharmacogenomics.

[19]  Xiaomei Yan,et al.  Multiplexed flow cytometric immunoassay for influenza virus detection and differentiation. , 2005, Analytical chemistry.

[20]  Justin C McArthur,et al.  Cleavage of cystatin C in the cerebrospinal fluid of patients with multiple sclerosis , 2006, Annals of neurology.

[21]  J. Yates,et al.  Similarity among tandem mass spectra from proteomic experiments: detection, significance, and utility. , 2003, Analytical chemistry.

[22]  R. MacGillivray,et al.  Proteomics: applications relevant to transfusion medicine. , 2006, Transfusion medicine reviews.

[23]  Mario Plebani,et al.  Haemolysis: an overview of the leading cause of unsuitable specimens in clinical laboratories , 2008, Clinical chemistry and laboratory medicine.

[24]  Mary T McBride,et al.  Multiplexed liquid arrays for simultaneous detection of simulants of biological warfare agents. , 2003, Analytical chemistry.

[25]  Joachim Klose,et al.  Two‐dimensional electrophoresis of proteins: An updated protocol and implications for a functional analysis of the genome , 1995, Electrophoresis.

[26]  Jean-Charles Sanchez,et al.  Truncated cystatin C in cerebrospiral fluid: Technical artefact or biological process? , 2005 .

[27]  G. Hortin The MALDI-TOF mass spectrometric view of the plasma proteome and peptidome. , 2006, Clinical chemistry.

[28]  E. Bargagli,et al.  Proteome analysis of bronchoalveolar lavage in lung diseases , 2006, Proteomics.

[29]  Peipei Ping,et al.  Cardiovascular‐related proteins identified in human plasma by the HUPO Plasma Proteome Project Pilot Phase , 2005, Proteomics.

[30]  Alfried Kohlschütter,et al.  Simultaneous determination of HIV antibodies, hepatitis C antibodies, and hepatitis B antigens in dried blood spots –a feasibility study using a multi-analyte immunoassay , 2005, Clinical chemistry and laboratory medicine.

[31]  A Eklund,et al.  Phenotypic analysis of lymphocytes and monocytes/macrophages in peripheral blood and bronchoalveolar lavage fluid from patients with pulmonary sarcoidosis , 1999, Thorax.

[32]  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.

[33]  D Grafmeyer,et al.  The Influence of Bilirubin, Haemolysis and Turbidity on 20 Analytical Tests Performed on Automatic Analysers , 1995, European journal of clinical chemistry and clinical biochemistry : journal of the Forum of European Clinical Chemistry Societies.

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

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

[36]  S. Baumann,et al.  Standardized peptidome profiling of human urine by magnetic bead separation and matrix-assisted laser desorption/ionization time-of-flight mass spectrometry. , 2007, Clinical chemistry.

[37]  Eugene A. Kapp,et al.  Overview of the HUPO Plasma Proteome Project: Results from the pilot phase with 35 collaborating laboratories and multiple analytical groups, generating a core dataset of 3020 proteins and a publicly‐available database , 2005, Proteomics.

[38]  C. Costello,et al.  Tandem mass spectrometry. , 1993, Methods in molecular biology.

[39]  J. Nishihara,et al.  Quantitative evaluation of proteins in one‐ and two‐dimensional polyacrylamide gels using a fluorescent stain , 2002, Electrophoresis.

[40]  Walter A. Korfmacher,et al.  Investigation of matrix effects in bioanalytical high-performance liquid chromatography/tandem mass spectrometric assays: application to drug discovery. , 2003, Rapid communications in mass spectrometry : RCM.

[41]  Susumu Sugai,et al.  Diagnostic potential of tear proteomic patterns in Sjögren's syndrome. , 2005, Journal of proteome research.

[42]  Ileana M Cristea,et al.  Proteomics techniques and their application to hematology. , 2004, Blood.

[43]  T. Pohl,et al.  Two‐dimensional gel electrophoresis as tool for proteomics studies in combination with protein identification by mass spectrometry , 2006, Proteomics.

[44]  Dieter Stoll,et al.  Protein microarrays: applications and future challenges. , 2005, Current opinion in drug discovery & development.

[45]  Shin-Yoon Kim,et al.  Establishment of a near‐standard two‐dimensional human urine proteomic map , 2004, Proteomics.

[46]  M. Mann,et al.  Electrospray Ionization for Mass Spectrometry of Large Biomolecules , 1990 .

[47]  G. Morgan,et al.  Proteomics and the haematologist. , 2004, Clinical and laboratory haematology.

[48]  D Lafitte,et al.  Protein-ligand and protein-protein interactions studied by electrospray ionization and mass spectrometry. , 2003, Biochemical Society transactions.

[49]  W. Siqueira,et al.  Salivary Proteome and Its Genetic Polymorphisms , 2007, Annals of the New York Academy of Sciences.

[50]  S. Gammeltoft,et al.  Preanalytical and analytical variation of surface-enhanced laser desorption-ionization time-of-flight mass spectrometry of human serum , 2006, Clinical chemistry and laboratory medicine.

[51]  A. Masselot,et al.  OLAV: Towards high‐throughput tandem mass spectrometry data identification , 2003, Proteomics.

[52]  Tao Liu,et al.  Submitted to Molecular and Cellular Proteomics Advances and Challenges in Liquid Chromatography-Mass Spectrometry Based Proteomic Profiling for Clinical Applications , 2006 .

[53]  L. Huber,et al.  Zooming in: Fractionation strategies in proteomics , 2004, Proteomics.

[54]  Kong-Joo Lee,et al.  Post-translational modifications and their biological functions: proteomic analysis and systematic approaches. , 2004, Journal of biochemistry and molecular biology.

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

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

[57]  Marcus Macht,et al.  A robust approach for the analysis of peptides in the low femtomole range by capillary electrophoresis‐tandem mass spectrometry , 2002, Electrophoresis.

[58]  David Han,et al.  Systematic Comparison of a Two-dimensional Ion Trap and a Three-dimensional Ion Trap Mass Spectrometer in Proteomics*S , 2005, Molecular & Cellular Proteomics.

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

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

[61]  Graham B. I. Scott,et al.  HUPO Plasma Proteome Project specimen collection and handling: Towards the standardization of parameters for plasma proteome samples , 2005, Proteomics.

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

[63]  B E Statland,et al.  Factors contributing to intra-individual variation of serum constituents. 2. Effects of exercise and diet on variation of serum constituents in healthy subjects. , 1973, Clinical chemistry.

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

[65]  Yan Luo,et al.  Selectivity assessment of kinase inhibitors: strategies and challenges. , 2005, Current opinion in molecular therapeutics.

[66]  Pier Giorgio Righetti,et al.  Proteome analysis in the clinical chemistry laboratory: myth or reality? , 2005, Clinica chimica acta; international journal of clinical chemistry.

[67]  Min-Seok Kwon,et al.  Overview and introduction to clinical proteomics. , 2008, Methods in molecular biology.

[68]  W. Kolch,et al.  Capillary electrophoresis-mass spectrometry as a powerful tool in clinical diagnosis and biomarker discovery. , 2005, Mass spectrometry reviews.

[69]  H. Mischak,et al.  Urine protein patterns can serve as diagnostic tools in patients with IgA nephropathy. , 2005, Kidney international.

[70]  Guder Wg Haemolysis as an influence and interference factor in clinical chemistry. , 1986 .

[71]  Jean-Charles Sanchez,et al.  PARK7 and nucleoside diphosphate kinase A as plasma markers for the early diagnosis of stroke. , 2005, Clinical chemistry.

[72]  R Bellisario,et al.  Simultaneous measurement of antibodies to three HIV-1 antigens in newborn dried blood-spot specimens using a multiplexed microsphere-based immunoassay. , 2001, Early human development.

[73]  E. Fung,et al.  Sample handling for mass spectrometric proteomic investigations of human urine , 2008, Proteomics. Clinical applications.

[74]  D. Chan,et al.  Evaluation of serum protein profiling by surface-enhanced laser desorption/ionization time-of-flight mass spectrometry for the detection of prostate cancer: I. Assessment of platform reproducibility. , 2005, Clinical chemistry.

[75]  N. Anderson,et al.  The Human Plasma Proteome , 2002, Molecular & Cellular Proteomics.

[76]  Jian Liu,et al.  Finding Cancer Biomarkers from Mass Spectrometry Data by Decision Lists , 2005, J. Comput. Biol..

[77]  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.

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

[79]  Stephen O. David,et al.  A novel experimental design for comparative two‐dimensional gel analysis: Two‐dimensional difference gel electrophoresis incorporating a pooled internal standard , 2003, Proteomics.

[80]  Wayne F. Patton,et al.  An improved formulation of SYPRO Ruby protein gel stain: Comparison with the original formulation and with a ruthenium II tris (bathophenanthroline disulfonate) formulation , 2002, Proteomics.

[81]  Yu-Fen Huang,et al.  Capillary electrophoresis‐based separation techniques for the analysis of proteins , 2006, Electrophoresis.

[82]  G. Lippi,et al.  Preanalytical variability in laboratory testing: influence of the blood drawing technique , 2005, Clinical chemistry and laboratory medicine.

[83]  J. Yates,et al.  Method to correlate tandem mass spectra of modified peptides to amino acid sequences in the protein database. , 1995, Analytical chemistry.

[84]  D. N. Perkins,et al.  Probability‐based protein identification by searching sequence databases using mass spectrometry data , 1999, Electrophoresis.

[85]  A. Semjonow,et al.  Pilot study of capillary electrophoresis coupled to mass spectrometry as a tool to define potential prostate cancer biomarkers in urine , 2005, Electrophoresis.

[86]  E. Petricoin,et al.  Serum proteomic patterns for detection of prostate cancer. , 2002, Journal of the National Cancer Institute.

[87]  Marco Crescenzi,et al.  Mass spectrometry for protein identification and the study of post translational modifications. , 2005, Annali dell'Istituto superiore di sanita.

[88]  Weimin Zhu,et al.  Processing of serum proteins underlies the mass spectral fingerprinting of myocardial infarction. , 2003, Journal of proteome research.

[89]  J. Koziol,et al.  Autoimmune thrombocytopenia: flow cytometric determination of platelet‐associated autoantibodies against platelet‐specific receptors , 2005, Journal of thrombosis and haemostasis : JTH.

[90]  Uwe Völker,et al.  Proteomics of blood-based therapeutics: a promising tool for quality assurance in transfusion medicine. , 2007, BioDrugs : clinical immunotherapeutics, biopharmaceuticals and gene therapy.

[91]  G. Nicol,et al.  Reversed-phase high-performance liquid chromatographic prefractionation of immunodepleted human serum proteins to enhance mass spectrometry identification of lower-abundant proteins. , 2005, Journal of proteome research.

[92]  M. Girolami,et al.  Clinical proteomics: A need to define the field and to begin to set adequate standards , 2007, Proteomics. Clinical applications.

[93]  O Sonntag,et al.  Haemolysis as an interference factor in clinical chemistry. , 1986, Journal of clinical chemistry and clinical biochemistry. Zeitschrift fur klinische Chemie und klinische Biochemie.

[94]  Thorsten Kaiser,et al.  Determination of peptides and proteins in human urine with capillary electrophoresis-mass spectrometry, a suitable tool for the establishment of new diagnostic markers. , 2003, Journal of chromatography. A.

[95]  H. Frierson,et al.  Discovery and validation of new protein biomarkers for urothelial cancer: a prospective analysis. , 2006, The Lancet. Oncology.

[96]  H. Mischak,et al.  Predicting the clinical outcome of congenital unilateral ureteropelvic junction obstruction in newborn by urinary proteome analysis , 2006, Nature Medicine.

[97]  Thorsten Kaiser,et al.  Proteomic analysis for the assessment of diabetic renal damage in humans. , 2004, Clinical science.

[98]  P. Brown,et al.  Autoantigen microarrays for multiplex characterization of autoantibody responses , 2002, Nature Medicine.

[99]  D. Vignali Multiplexed particle-based flow cytometric assays. , 2000, Journal of immunological methods.

[100]  Alejandro Cifuentes,et al.  On‐line capillary electrophoresis‐mass spectrometry for the analysis of biomolecules , 2004, Electrophoresis.

[101]  Juan Manuel Maler,et al.  Effect of sample collection tubes on cerebrospinal fluid concentrations of tau proteins and amyloid beta peptides. , 2006, Clinical chemistry.

[102]  J. Barrett,et al.  Influences of blood sample processing on low-molecular-weight proteome identified by surface-enhanced laser desorption/ionization mass spectrometry. , 2005, Clinical chemistry.

[103]  G. Lippi,et al.  Influence of hemolysis on routine clinical chemistry testing , 2006, Clinical chemistry and laboratory medicine.

[104]  B. Lanne,et al.  Protein staining influences the quality of mass spectra obtained by peptide mass fingerprinting after separation on 2-d gels. A comparison of staining with coomassie brilliant blue and sypro ruby. , 2005, Journal of proteome research.

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

[106]  G. Pruijn,et al.  Autoantibodies to citrullinated antigens in (early) rheumatoid arthritis. , 2006, Autoimmunity reviews.

[107]  D. Nedelkov Population proteomics: addressing protein diversity in humans , 2005, Expert review of proteomics.

[108]  H. Mischak,et al.  Capillary electrophoresis coupled to mass spectrometer for automated and robust polypeptide determination in body fluids for clinical use , 2004, Electrophoresis.

[109]  Jonas Bergquist,et al.  Monomer surface modifications for rapid peptide analysis by capillary electrophoresis and capillary electrochromatography coupled to electrospray ionization‐mass spectrometry , 2004, Electrophoresis.

[110]  M H Kroll,et al.  Interference with clinical laboratory analyses. , 1994, Clinical chemistry.

[111]  S. Hoving,et al.  Towards high performance two‐dimensional gel electrophoresis using ultrazoom gels , 2000, Electrophoresis.

[112]  Axel Kowald,et al.  Profiling of Alopecia Areata Autoantigens Based on Protein Microarray Technology* , 2005, Molecular & Cellular Proteomics.

[113]  B E Statland,et al.  Factors contributing to intra-individual variation of serum constituents. 1. Within-day variation of serum constituents in healthy subjects. , 1973, Clinical chemistry.

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

[115]  S. Baumann,et al.  Standardized approach to proteome profiling of human serum based on magnetic bead separation and matrix-assisted laser desorption/ionization time-of-flight mass spectrometry. , 2005, Clinical chemistry.

[116]  P. Schellhammer,et al.  Serum protein fingerprinting coupled with a pattern-matching algorithm distinguishes prostate cancer from benign prostate hyperplasia and healthy men. , 2002, Cancer research.

[117]  Visith Thongboonkerd,et al.  Proteomic analysis of normal human urinary proteins isolated by acetone precipitation or ultracentrifugation. , 2002, Kidney international.

[118]  Rembert Pieper,et al.  Characterization of the human urinary proteome: A method for high‐resolution display of urinary proteins on two‐dimensional electrophoresis gels with a yield of nearly 1400 distinct protein spots , 2004, Proteomics.

[119]  R. de Waal Malefyt,et al.  Flow cytometric analysis of immunoprecipitates: high-throughput analysis of protein phosphorylation and protein-protein interactions. , 2000, Cytometry.

[120]  H. Mischak,et al.  Proteomic patterns established with capillary electrophoresis and mass spectrometry for diagnostic purposes. , 2004, Kidney international.

[121]  C. Borrebaeck,et al.  Antibody microarrays: current status and key technological advances. , 2006, Omics : a journal of integrative biology.

[122]  M. Ünlü,et al.  Difference gel electrophoresis. A single gel method for detecting changes in protein extracts , 1997, Electrophoresis.

[123]  Christopher J. C. Burges,et al.  A Tutorial on Support Vector Machines for Pattern Recognition , 1998, Data Mining and Knowledge Discovery.

[124]  G. Hortin,et al.  Potential interferences from blood collection tubes in mass spectrometric analyses of serum polypeptides. , 2004, Clinical chemistry.

[125]  Giuseppe Lippi,et al.  Influence of the needle bore size on platelet count and routine coagulation testing , 2006, Blood coagulation & fibrinolysis : an international journal in haemostasis and thrombosis.

[126]  R. Baughman,et al.  Report of ERS Task Force: guidelines for measurement of acellular components and standardization of BAL. , 1999, The European respiratory journal.

[127]  Hans-Jürgen Thiesen,et al.  Mass spectrometric proteome analyses of synovial fluids and plasmas from patients suffering from rheumatoid arthritis and comparison to reactive arthritis or osteoarthritis , 2002, Electrophoresis.

[128]  Daehee Hwang,et al.  From proteomics toward systems biology: integration of different types of proteomics data into network models. , 2008, BMB reports.

[129]  Terence C W Poon,et al.  Opportunities and limitations of SELDI-TOF-MS in biomedical research: practical advices , 2007, Expert review of proteomics.

[130]  Jean-Charles Sanchez,et al.  Truncated cystatin C in cerebrospiral fluid: Technical [corrected] artefact or biological process? , 2005, Proteomics.

[131]  Hans Lehrach,et al.  Profiling humoral autoimmune repertoire of dilated cardiomyopathy (DCM) patients and development of a disease‐associated protein chip , 2006, Proteomics.

[132]  Hilla Peretz,et al.  The , 1966 .

[133]  Harald Mischak,et al.  Advances in urinary proteome analysis and biomarker discovery. , 2007, Journal of the American Society of Nephrology : JASN.

[134]  Denis Hochstrasser,et al.  Bronchoalveolar lavage fluid protein composition in patients with sarcoidosis and idiopathic pulmonary fibrosis: A two‐dimensional electrophoretic study , 2002, Electrophoresis.

[135]  Harald Mischak,et al.  Capillary electrophoresis coupled to mass spectrometry for clinical diagnostic purposes , 2005, Electrophoresis.

[136]  Howard M. Goodman,et al.  High resolution two-dimensional electrophoresis of basic as well as acidic proteins , 1977, Cell.

[137]  Thorsten Kaiser,et al.  Capillary electrophoresis coupled to mass spectrometry to establish polypeptide patterns in dialysis fluids. , 2003, Journal of chromatography. A.

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

[139]  J. Landers,et al.  A simple, bead-based approach for multi-SNP molecular haplotyping. , 2005, Nucleic acids research.

[140]  Fei Ye,et al.  Protein tyrosine phosphatase 1B regulates TGF beta 1-induced Smad2 activation through PI3 kinase-dependent pathway. , 2006, Cytokine.

[141]  Yuhua Song,et al.  Cystic fibrosis carrier screening: Validation of a novel method using BeadChip technology , 2004, Genetics in Medicine.

[142]  T. Griffin,et al.  Gel‐free mass spectrometry‐based high throughput proteomics: Tools for studying biological response of proteins and proteomes , 2006, Proteomics.

[143]  Heidi S Erickson,et al.  Layered peptide arrays: high-throughput antibody screening of clinical samples. , 2005, The Journal of molecular diagnostics : JMD.

[144]  D. Hochstrasser,et al.  Impact of preanalytical variables on the analysis of biological fluids in proteomic studies , 2007, Proteomics. Clinical applications.

[145]  David G. Spiller,et al.  Encoded Microcarriers for High‐Throughput Multiplexed Detection , 2007 .

[146]  M. Mann,et al.  Proteomic analysis of post-translational modifications , 2003, Nature Biotechnology.

[147]  A. Olshen,et al.  Differential exoprotease activities confer tumor-specific serum peptidome patterns. , 2005, The Journal of clinical investigation.

[148]  J. Yates,et al.  Large-scale analysis of the yeast proteome by multidimensional protein identification technology , 2001, Nature Biotechnology.

[149]  M. Mann,et al.  The human urinary proteome contains more than 1500 proteins, including a large proportion of membrane proteins , 2006, Genome Biology.

[150]  Robert Tonge,et al.  Evaluation of saturation labelling two‐dimensional difference gel electrophoresis fluorescent dyes , 2003, Proteomics.

[151]  Gerard Steen,et al.  Multicenter evaluation of the interference of hemoglobin, bilirubin and lipids on Synchron LX-20 assays , 2006, Clinical chemistry and laboratory medicine.

[152]  D. Jay,et al.  Characterization and mathematical correction of hemolysis interference in selected Hitachi 717 assays. , 1993, Clinical chemistry.

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

[154]  J. Yates,et al.  Direct analysis of protein complexes using mass spectrometry , 1999, Nature Biotechnology.

[155]  Marie A. Iannone,et al.  Multiplexed Microsphere‐Based Flow Cytometric Assays , 2003 .

[156]  W. Wodzig,et al.  Standardization of calibration and quality control using surface enhanced laser desorption ionization-time of flight-mass spectrometry. , 2006, Clinica chimica acta; international journal of clinical chemistry.

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

[158]  Fei Ye,et al.  Protein tyrosine phosphatase 1B regulates TGF beta 1-induced Smad2 activation through PI3 kinase-dependent pathway. , 2006, Cytokine.

[159]  D. Hochstrasser,et al.  A panel of cerebrospinal fluid potential biomarkers for the diagnosis of Alzheimer's disease , 2003, Proteomics.

[160]  Robertson Craig,et al.  TANDEM: matching proteins with tandem mass spectra. , 2004, Bioinformatics.

[161]  Min-Seok Kwon,et al.  Biomarker discovery from the plasma proteome using multidimensional fractionation proteomics. , 2006, Current opinion in chemical biology.

[162]  Anders Wallin,et al.  Cystatin C in cerebrospinal fluid and multiple sclerosis , 2007, Annals of neurology.

[163]  W. Kolch,et al.  Mass spectrometry for the detection of differentially expressed proteins: a comparison of surface-enhanced laser desorption/ionization and capillary electrophoresis/mass spectrometry. , 2004, Rapid communications in mass spectrometry : RCM.

[164]  R Bellisario,et al.  Simultaneous measurement of thyroxine and thyrotropin from newborn dried blood-spot specimens using a multiplexed fluorescent microsphere immunoassay. , 2000, Clinical chemistry.

[165]  Cheng-Kang Chiang,et al.  Nanoparticle‐Based Mass Spectrometry for the Analysis of Biomolecules , 2011 .