1
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Balvers M, Gordijn IF, Voskamp-Visser IA, Schelling MF, Schuurman R, Heikens E, Braakman R, Stingl C, van Leeuwen HC, Luider TM, Dekker LJ, Levin E, Paauw A. Proteome2virus: Shotgun mass spectrometry data analysis pipeline for virus identification. Journal of Clinical Virology Plus 2023. [DOI: 10.1016/j.jcvp.2023.100147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2023] Open
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2
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Zajec M, Kros JM, Dekker-Nijholt DAT, Dekker LJ, Stingl C, van der Weiden M, van den Bosch TPP, Mustafa DAM, Luider TM. Identification of Blood-Brain Barrier-Associated Proteins in the Human Brain. J Proteome Res 2020; 20:531-537. [PMID: 33226812 DOI: 10.1021/acs.jproteome.0c00551] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The blood-brain barrier (BBB) is essential for cerebral homeostasis and controls the selective passage of molecules traveling in and out of the brain. Despite the crucial role of the BBB in a variety of brain diseases and its relevance for the development of drugs, there is little known about its molecular architecture. In particular, the composition of the basal lamina between the astrocytic end-feet and the endothelial cells is only partly known. Here, we present a proteomic analysis of the basal lamina of the human BBB. We combined laser capture microdissection with shotgun proteomics for selective enrichment and identification of specific proteins present in the cerebral microvasculature and arachnoidal vessels collected from normal human brain tissue specimens. Proteins found to be associated with the blood-brain barrier were validated by immunohistochemistry. Expression of membrane protein MLC1 was found in all brain barriers. Phosphoglucomutase-like protein 5 appeared to be variably present along the outer part of intracerebral vessels, and multidrug resistance protein 1 was identified in both intracerebral, as well as arachnoidal blood vessels. The results demonstrate the presence of so far unidentified proteins in the human BBB and illustrate topic differences in their expression. In conclusion, we showed that sample purification by microdissection followed by shotgun proteomics provides a list of proteins identified in the BBB. Subsequent immunohistochemistry detailed the respective expression sites of membrane protein MLC1 and phosphoglucomutase-related protein 5. The role of the identified proteins in the functioning of the BBB needs further investigations.
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Affiliation(s)
- Marina Zajec
- Department of Neurology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Johan M Kros
- Department of Pathology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Diana A T Dekker-Nijholt
- Department of Neurology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Lennard J Dekker
- Department of Neurology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Christoph Stingl
- Department of Neurology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Marcel van der Weiden
- Department of Pathology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
| | | | - Dana A M Mustafa
- Department of Pathology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Theo M Luider
- Department of Neurology, Erasmus MC University Medical Center, 3015 GD Rotterdam, The Netherlands
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3
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Duijvesz D, Rodriguez‐Blanco G, Hoogland AM, Verhoef EI, Dekker LJ, Roobol MJ, van Leenders GJLH, Luider TM, Jenster G. Differential tissue expression of extracellular vesicle-derived proteins in prostate cancer. Prostate 2019; 79:1032-1042. [PMID: 31018022 PMCID: PMC6594141 DOI: 10.1002/pros.23813] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 04/03/2019] [Indexed: 12/28/2022]
Abstract
BACKGROUND Proteomic profiling of extracellular vesicles (EVs) from prostate cancer (PCa) and normal prostate cell lines, led to the identification of new candidate PCa markers. These proteins included the nuclear exportin proteins XPO1 (also known as CRM1), the EV-associated PDCD6IP (also known as ALIX), and the previously published fatty acid synthase FASN. In this study, we investigated differences in expression of XPO1 and PDCD6IP on well-characterized prostate cancer cohorts using mass spectrometry and tissue microarray (TMA) immunohistochemistry to determine their diagnostic and prognostic value. METHODS Protein fractions from 67 tissue samples (n = 33 normal adjacent prostate [NAP] and n = 34 PCa) were analyzed by mass spectrometry (nano-LC-MS-MS). Label-free quantification of EVs was performed to identify differentially expressed proteins between PCa and NAP. Prognostic evaluation of the candidate markers was performed with a TMA, containing 481 radical prostatectomy samples. Samples were stained for the candidate markers and correlated with patient information and clinicopathological outcome. RESULTS XPO1 was higher expressed in PCa compared to NAP in the MS data analysis (P > 0.0001). PDCD6IP was not significantly higher expressed (P = 0.0501). High cytoplasmic XPO1 staining in the TMA immunohistochemistry, correlated in a multivariable model with high Gleason scores (P = 0.002) and PCa-related death (P = 0.009). CONCLUSION High expression of cytoplasmic XPO1 shows correlation with prostate cancer and has added clinical value in tissue samples. Furthermore, as an extracellular vesicles-associated protein, it might be a novel relevant liquid biomarker.
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Affiliation(s)
- Diederick Duijvesz
- Department of UrologyErasmus Medical CenterRotterdamThe Netherlands
- Department of UrologyCanisius Wilhelmina HospitalNijmegenThe Netherlands
| | | | - A. Marije Hoogland
- Department of PathologyErasmus Medical CenterRotterdamThe Netherlands
- Department of PathologyIsala ClinicsZwolleThe Netherlands
| | - Esther I. Verhoef
- Department of PathologyErasmus Medical CenterRotterdamThe Netherlands
| | - Lennard J. Dekker
- Department of NeurologyErasmus Medical CenterRotterdamThe Netherlands
| | | | | | - Theo M. Luider
- Department of NeurologyErasmus Medical CenterRotterdamThe Netherlands
| | - Guido Jenster
- Department of UrologyErasmus Medical CenterRotterdamThe Netherlands
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4
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Venkatesan S, Hoogstraat M, Caljouw E, Pierson T, Spoor JKH, Zeneyedpour L, Dubbink HJ, Dekker LJ, van der Kaaij M, Kloezeman J, Berghauser Pont LME, Besselink NJM, Luider TM, Joore J, Martens JW, Lamfers MLM, Sleijfer S, Leenstra S. TP53 mutated glioblastoma stem-like cell cultures are sensitive to dual mTORC1/2 inhibition while resistance in TP53 wild type cultures can be overcome by combined inhibition of mTORC1/2 and Bcl-2. Oncotarget 2018; 7:58435-58444. [PMID: 27533080 PMCID: PMC5295441 DOI: 10.18632/oncotarget.11205] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2016] [Accepted: 07/26/2016] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Glioblastoma is the most malignant tumor of the central nervous system and still lacks effective treatment. This study explores mutational biomarkers of 11 drugs targeting either the RTK/Ras/PI3K, the p53 or the Rb pathway using 25 patient-derived glioblastoma stem-like cell cultures (GSCs). RESULTS We found that TP53 mutated GSCs were approximately 3.5 fold more sensitive to dual inhibition of mammalian target of rapamycin complex 1 and 2 (mTORC1/2) compared to wild type GSCs. We identified that Bcl-2(Thr56/Ser70) phosphorylation contributed to the resistance of TP53 wild type GSCs against dual mTORC1/2 inhibition. The Bcl-2 inhibitor ABT-263 (navitoclax) increased sensitivity to the mTORC1/2 inhibitor AZD8055 in TP53 wild type GSCs, while sensitivity to AZD8055 in TP53 mutated GSCs remained unchanged. CONCLUSION Our data suggest that Bcl-2 confers resistance to mTORC1/2 inhibitors in TP53 wild type GSCs and that combined inhibition of both mTORC1/2 and Bcl-2 is worthwhile to explore further in TP53 wild type glioblastomas, whereas in TP53 mutated glioblastomas dual mTORC1/2 inhibitors should be explored.
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Affiliation(s)
| | - Marlous Hoogstraat
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht, The Netherlands.,Center for Personalized Cancer Treatment (CPCT), University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Tessa Pierson
- Department of Neurosurgery, Brain Tumor Center Erasmus MC, Rotterdam, The Netherlands
| | - Jochem K H Spoor
- Department of Neurosurgery, Brain Tumor Center Erasmus MC, Rotterdam, The Netherlands
| | - Lona Zeneyedpour
- Department of Neurology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Hendrikus J Dubbink
- Department of Pathology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Lennard J Dekker
- Department of Neurology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | | | - Jenneke Kloezeman
- Department of Neurosurgery, Brain Tumor Center Erasmus MC, Rotterdam, The Netherlands
| | | | - Nicolle J M Besselink
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht, The Netherlands.,Center for Personalized Cancer Treatment (CPCT), University Medical Center Utrecht, Utrecht, The Netherlands.,Department of Genetics, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Theo M Luider
- Department of Neurology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Jos Joore
- Pepscope BV, Utrecht, The Netherlands
| | - John W Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands.,Cancer Genomics Netherlands, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Martine L M Lamfers
- Department of Neurosurgery, Brain Tumor Center Erasmus MC, Rotterdam, The Netherlands
| | - Stefan Sleijfer
- Center for Personalized Cancer Treatment (CPCT), University Medical Center Utrecht, Utrecht, The Netherlands.,Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands.,Cancer Genomics Netherlands, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Sieger Leenstra
- Department of Neurosurgery, Brain Tumor Center Erasmus MC, Rotterdam, The Netherlands.,Department of Neurosurgery, St. Elisabeth Hospital Tilburg, Tilburg, The Netherlands
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5
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VanDuijn MM, Dekker LJ, van IJcken WFJ, Sillevis Smitt PAE, Luider TM. Immune Repertoire after Immunization As Seen by Next-Generation Sequencing and Proteomics. Front Immunol 2017; 8:1286. [PMID: 29085363 PMCID: PMC5650670 DOI: 10.3389/fimmu.2017.01286] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Accepted: 09/25/2017] [Indexed: 01/24/2023] Open
Abstract
The immune system produces a diverse repertoire of immunoglobulins in response to foreign antigens. During B-cell development, VDJ recombination and somatic mutations generate diversity, whereas selection processes remove it. Using both proteomic and NGS approaches, we characterized the immune repertoires in groups of rats after immunization with purified antigens. Proteomics and NGS data on the repertoire are in qualitative agreement, but did show quantitative differences that may relate to differences between the biological niches that were sampled for these approaches. Both methods contributed complementary information in the characterization of the immune repertoire. It was found that the immune repertoires resulting from each antigen had many similarities that allowed samples to cluster together, and that mutated immunoglobulin peptides were shared among animals with a response to the same antigen significantly more than for different antigens. However, the number of shared sequences decreased in a log-linear fashion relative to the number of animals that share them, which may affect future applications. A phylogenetic analysis on the NGS reads showed that reads from different individuals immunized with the same antigen populated distinct branches of the phylogram, an indication that the repertoire had converged. Also, similar mutation patterns were found in branches of the phylogenetic tree that were associated with antigen-specific immunoglobulins through proteomics data. Thus, data from different analysis methods and different experimental platforms show that the immunoglobulin repertoires of immunized animals have overlapping and converging features. With additional research, this may enable interesting applications in biotechnology and clinical diagnostics.
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Affiliation(s)
| | | | | | | | - Theo M Luider
- Department of Neurology, Erasmus MC, Rotterdam, Netherlands
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6
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De Marchi T, Kuhn E, Dekker LJ, Stingl C, Braakman RBH, Opdam M, Linn SC, Sweep FCGJ, Span PN, Luider TM, Foekens JA, Martens JWM, Carr SA, Umar A. Targeted MS Assay Predicting Tamoxifen Resistance in Estrogen-Receptor-Positive Breast Cancer Tissues and Sera. J Proteome Res 2016; 15:1230-42. [DOI: 10.1021/acs.jproteome.5b01119] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Tommaso De Marchi
- Erasmus University Medical Center Rotterdam, Erasmus
MC Cancer Institute, Department of Medical Oncology, 3015 CN Rotterdam, The Netherlands
- Postgraduate
School of Molecular Medicine, Erasmus University Medical Center, 3015 CN Rotterdam, The Netherlands
| | - Erik Kuhn
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Lennard J. Dekker
- Erasmus University Medical Center Rotterdam, Department
of Neurology, 3015 CN Rotterdam, The Netherlands
| | - Christoph Stingl
- Erasmus University Medical Center Rotterdam, Department
of Neurology, 3015 CN Rotterdam, The Netherlands
| | - Rene B. H. Braakman
- Erasmus University Medical Center Rotterdam, Erasmus
MC Cancer Institute, Department of Medical Oncology, 3015 CN Rotterdam, The Netherlands
- Postgraduate
School of Molecular Medicine, Erasmus University Medical Center, 3015 CN Rotterdam, The Netherlands
| | - Mark Opdam
- Netherlands Cancer Institute − Antoni van Leeuwenhoek
Hospital, Division of Medical Oncology, 1066 CX Amsterdam, The Netherlands
| | - Sabine C. Linn
- Netherlands Cancer Institute − Antoni van Leeuwenhoek
Hospital, Division of Medical Oncology, 1066 CX Amsterdam, The Netherlands
| | - Fred C. G. J. Sweep
- Radboud University Medical Center, Department of
Laboratory Medicine, 6525
GA Nijmegen, The Netherlands
| | - Paul N. Span
- Radboud University Medical Center, Department of
Radiation Oncology, 6525
GA Nijmegen, The Netherlands
| | - Theo M. Luider
- Erasmus University Medical Center Rotterdam, Department
of Neurology, 3015 CN Rotterdam, The Netherlands
| | - John A. Foekens
- Erasmus University Medical Center Rotterdam, Erasmus
MC Cancer Institute, Department of Medical Oncology, 3015 CN Rotterdam, The Netherlands
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - John W. M. Martens
- Erasmus University Medical Center Rotterdam, Erasmus
MC Cancer Institute, Department of Medical Oncology, 3015 CN Rotterdam, The Netherlands
| | - Steven A. Carr
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Arzu Umar
- Erasmus University Medical Center Rotterdam, Erasmus
MC Cancer Institute, Department of Medical Oncology, 3015 CN Rotterdam, The Netherlands
- Postgraduate
School of Molecular Medicine, Erasmus University Medical Center, 3015 CN Rotterdam, The Netherlands
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7
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Hassing RJ, Goessens WH, Zeneyedpour L, Sultan S, van Kampen JJ, Verbon A, van Genderen PJ, Hays JP, Luider TM, Dekker LJ. Detection of amino acid substitutions in the GyrA protein of fluoroquinolone-resistant typhoidal Salmonella isolates using high-resolution mass spectrometry. Int J Antimicrob Agents 2016; 47:351-6. [PMID: 27132191 DOI: 10.1016/j.ijantimicag.2016.01.018] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2015] [Revised: 01/25/2016] [Accepted: 01/31/2016] [Indexed: 10/22/2022]
Abstract
Infections with typhoidal Salmonella isolates that are resistant to fluoroquinolone antibiotics have become very common in several Asian countries. In the majority of these cases, resistance to fluoroquinolone-based antibiotics is associated with genetic mutations in the quinolone resistance-determining region (QRDR) of the bacterial DNA gyrase gene gyrA. The objective of this study was to detect these amino acid substitutions by high-resolution mass spectrometry instead of sequencing of the gyrA gene. A liquid chromatography-mass spectrometry (LC-MS) methodology was developed and evaluated for the detection of amino acid substitutions in the GyrA protein of 23 typhoidal Salmonella isolates. These isolates included typhoidal Salmonella that possessed different antibiotic sensitivities to fluoroquinolone antibiotics. The LC-MS methodology correctly identified peptide sequences associated with phenotypic QRDR mutations of the GyrA protein in all 23 phenotypically diverse typhoidal Salmonella isolates tested. In conclusion, a reliable and rapid LC-MS methodology has been developed that is able to identify GyrA QRDR mutations that are involved in the development of fluoroquinolone resistance in typhoidal Salmonella spp. Furthermore, this 'proof of principle' study indicates the potential usefulness of LC-MS in future detection of antibiotic resistance.
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Affiliation(s)
- Robert-Jan Hassing
- Department of Internal Medicine and Infectious Diseases, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
| | - Wil H Goessens
- Department of Medical Microbiology and Infectious Diseases, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands.
| | - Lona Zeneyedpour
- Department of Neurology, Neuro-Oncology Laboratory, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
| | - Sadaf Sultan
- Department of Medical Microbiology and Infectious Diseases, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
| | - Jeroen J van Kampen
- Department of Medical Microbiology and Infectious Diseases, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
| | - Annelies Verbon
- Department of Medical Microbiology and Infectious Diseases, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
| | - Perry J van Genderen
- Institute for Tropical Diseases, Havenziekenhuis, Haringvliet 72, 3011 TG Rotterdam, The Netherlands
| | - John P Hays
- Department of Medical Microbiology and Infectious Diseases, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
| | - Theo M Luider
- Department of Neurology, Neuro-Oncology Laboratory, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
| | - Lennard J Dekker
- Department of Neurology, Neuro-Oncology Laboratory, Erasmus MC, University Medical Center Rotterdam, Wytemaweg 80, 3015 CN Rotterdam, The Netherlands
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Abstract
The search for biomarkers is driven by the increasing clinical importance of early diagnosis. Reliable biomarkers can also assist in directing therapy, monitoring disease activity and the efficacy of treatment. In addition, the discovery of novel biomarkers might provide clues to the pathogenesis of a disease. The dynamic range of protein concentrations in body fluids exceeds 10 orders of magnitude. These huge differences in concentrations complicate the detection of proteins with low expression levels. Since all classical biomarkers have low expression levels (e.g., prostate-specific antigen: 2-4 microg/l; and CA125: 20-35 U/ml), new developments with respect to identification and validation techniques of the low-abundance proteins are required. This review will discuss the current status of profiling cerebrospinal fluid using mass spectrometry-based techniques, and new developments in this area.
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Affiliation(s)
- Lennard J Dekker
- Erasmus University Medical Center, Department of Neurology, PO Box 1738, 3000 DR Rotterdam, The Netherlands.
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9
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Singh V, Stoop MP, Stingl C, Luitwieler RL, Dekker LJ, van Duijn MM, Kreft KL, Luider TM, Hintzen RQ. Cerebrospinal-fluid-derived immunoglobulin G of different multiple sclerosis patients shares mutated sequences in complementarity determining regions. Mol Cell Proteomics 2013; 12:3924-34. [PMID: 23970564 DOI: 10.1074/mcp.m113.030346] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
B lymphocytes play a pivotal role in multiple sclerosis pathology, possibly via both antibody-dependent and -independent pathways. Intrathecal immunoglobulin G in multiple sclerosis is produced by clonally expanded B-cell populations. Recent studies indicate that the complementarity determining regions of immunoglobulins specific for certain antigens are frequently shared between different individuals. In this study, our main objective was to identify specific proteomic profiles of mutated complementarity determining regions of immunoglobulin G present in multiple sclerosis patients but absent in healthy controls. To achieve this objective, we purified immunoglobulin G from the cerebrospinal fluid of 29 multiple sclerosis patients and 30 healthy controls and separated the corresponding heavy and light chains via SDS-PAGE. Subsequently, bands were excised, trypsinized, and measured with high-resolution mass spectrometry. We sequenced 841 heavy and 771 light chain variable region peptides. We observed 24 heavy and 26 light chain complementarity determining regions that were solely present in a number of multiple sclerosis patients. Using stringent criteria for the identification of common peptides, we found five complementarity determining regions shared in three or more patients and not in controls. Interestingly, one complementarity determining region with a single mutation was found in six patients. Additionally, one other patient carrying a similar complementarity determining region with another mutation was observed. In addition, we found a skew in the κ-to-λ ratio and in the usage of certain variable heavy regions that was previously observed at the transcriptome level. At the protein level, cerebrospinal fluid immunoglobulin G shares common characteristics in the antigen binding region among different multiple sclerosis patients. The indication of a shared fingerprint may indicate common antigens for B-cell activation.
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Affiliation(s)
- Vaibhav Singh
- Department of Neurology, Erasmus University Medical Center, Rotterdam CA 3000, The Netherlands
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10
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Stoop MP, Rosenling T, Attali A, Meesters RJW, Stingl C, Dekker LJ, van Aken H, Suidgeest E, Hintzen RQ, Tuinstra T, van Gool A, Luider TM, Bischoff R. Minocycline effects on the cerebrospinal fluid proteome of experimental autoimmune encephalomyelitis rats. J Proteome Res 2012; 11:4315-25. [PMID: 22768796 DOI: 10.1021/pr300428e] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
To identify response biomarkers for pharmaceutical treatment of multiple sclerosis, we induced experimental autoimmune encephalomyelitis (EAE) in rats and treated symptomatic animals with minocycline. Cerebrospinal fluid (CSF) samples were collected 14 days after EAE induction at the peak of neurological symptoms, and proteomics analysis was performed using nano-LC-Orbitrap mass spectrometry. Additionally, the minocycline concentration in CSF was determined using quantitative matrix-assisted laser desorption/ionization-triple-quadrupole tandem mass spectrometry (MALDI-MS/MS) in the selected reaction monitoring (SRM) mode. Fifty percent of the minocycline-treated EAE animals did not show neurological symptoms on day 14 ("responders"), while the other half displayed neurological symptoms ("nonresponders"), indicating that minocycline delayed disease onset and attenuated disease severity in some, but not all, animals. Neither CSF nor plasma minocycline concentrations correlated with the onset of symptoms or disease severity. Analysis of the proteomics data resulted in a list of 20 differentially abundant proteins between the untreated animals and the responder group of animals. Two of these proteins, complement C3 and carboxypeptidase B2, were validated by quantitative LC-MS/MS in the SRM mode. Differences in the CSF proteome between untreated EAE animals and minocycline-treated responders were similar to the differences between minocycline-treated responders and nonresponders (70% overlap). Six proteins that remained unchanged in the minocycline-treated animals but were elevated in untreated EAE animals may be related to the mechanism of action of minocycline.
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Affiliation(s)
- Marcel P Stoop
- Department of Neurology, Erasmus University Medical Center, Rotterdam, The Netherlands
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11
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vanDuijn MM, Maat P, Dekker LJ, Luider TM, Smitt PAS. Abstract 1277: Antigen-specific markers for paraneoplastic neurological syndromes obtained by proteomic analysis of patient immunoglobulins. Cancer Res 2012. [DOI: 10.1158/1538-7445.am2012-1277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
In the antibody response, as occurs in antitumor immunity, germline sequences are rearranged and mutated to generate a sequence with specificity for an antigen. In earlier work, it was shown that the antigen specificity of immune sera from rats can be distinguished by the proteomic analysis of immunoglobulins. It is hypothesized that the sequence of the antigen binding sites converges to a similar subset in individuals exposed to a given antigen. We therefore tested the applicability of our approach in patients with Paraneoplastic Neurological Syndrome (PNS). In these patients, a tumor triggers a well-characterized auto-immune response against onconeural antigens expressed in tumor and the affected part of the nervous system. These antibodies serve as markers for both the underlying tumor and specific neurological syndromes. Sera of 60 patients with PNS associated with paraneoplastic antibodies were analysed: 20 anti-HuD (18 lung cancer), 20 anti-Yo (6 breast, 9 gynecological and one other cancer), 10 anti-amphiphysin (4 lung, one breast and one other cancer), and anti-CV2 (6 lung cancer) antibodies. Antigen-specific immunoglobulins were collected by affinity enrichment on beads coated with recombinant antigen. The antigen-specific immunoglobulins were digested with trypsin and analyzed by nano-LC and mass spectrometry. From the resulting dataset, peptides were selected that uniquely identified one of the patient groups, and the peptide sequence was deduced from fragmentation spectra. 28 specific and unique peptides were found; 0 specific for amphiphysin, 2 specific for CV2, 11 for HuD and 15 for Yo. Several marker peptide sequences showed homology to known immunoglobulin sequences, and no relations were found to other known proteins from the NCBInr protein database. The data show that immunoglobulin-derived biomarkers can indeed be found in samples from patients and can serve as early markers of cancer and auto-immunity.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 1277. doi:1538-7445.AM2012-1277
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Affiliation(s)
| | - Peter Maat
- 1Erasmus Medical Center, Rotterdam, Netherlands
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12
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Mustafa DAM, Dekker LJ, Stingl C, Kremer A, Stoop M, Sillevis Smitt PAE, Kros JM, Luider TM. A proteome comparison between physiological angiogenesis and angiogenesis in glioblastoma. Mol Cell Proteomics 2012; 11:M111.008466. [PMID: 22278369 DOI: 10.1074/mcp.m111.008466] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The molecular pathways involved in neovascularization of regenerating tissues and tumor angiogenesis resemble each other. However, the regulatory mechanisms of neovascularization under neoplastic circumstances are unbalanced leading to abnormal protein expression patterns resulting in the formation of defective and often abortive tumor vessels. Because gliomas are among the most vascularized tumors, we compared the protein expression profiles of proliferating vessels in glioblastoma with those in tissues in which physiological angiogenesis takes place. By using a combination of laser microdissection and LTQ Orbitrap mass spectrometry comparisons of protein profiles were made. The approach yielded 29 and 12 differentially expressed proteins for glioblastoma and endometrium blood vessels, respectively. The aberrant expression of five proteins, i.e. periostin, tenascin-C, TGF-beta induced protein, integrin alpha-V, and laminin subunit beta-2 were validated by immunohistochemistry. In addition, pathway analysis of the differentially expressed proteins was performed and significant differences in the usage of angiogenic pathways were found. We conclude that there are essential differences in protein expression profiles between tumor and normal physiological angiogenesis.
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Affiliation(s)
- Dana A M Mustafa
- Department of Pathology, Erasmus Medical Center, Rotterdam, The Netherlands
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Güzel C, Ursem NTC, Dekker LJ, Derkx P, Joore J, van Dijk E, Ligtvoet G, Steegers EAP, Luider TM. Multiple reaction monitoring assay for pre-eclampsia related calcyclin peptides in formalin fixed paraffin embedded placenta. J Proteome Res 2011; 10:3274-82. [PMID: 21329384 DOI: 10.1021/pr1010795] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Although the cause of pre-eclampsia during pregnancy has not been elucidated yet, it is evident that placental and maternal endothelial dysfunction is involved. We previously demonstrated that in early onset pre-eclampsia placental calcyclin (S100A6) expression is significantly higher compared to controls ( De Groot , C. J. ; Clin. Proteomics 2007 , 1 , 325 ). In the current study, the results were confirmed and relatively quantified by using multiple reaction monitoring (MRM) on two peptide fragments of calcyclin. Cells were obtained from control (n = 5) and pre-eclamptic placental (n = 5) tissue collected by laser capture microdissection from formalin-fixed paraffin-embedded (FFPE) material treated with a solution to reverse formalin fixation. Two calcyclin peptides with an extra glycine inserted in the middle of the amino acid sequence were synthesized and used as an internal reference. Data presented show that MRM on laser microdissected material from FFPE tissue material is possible. The developed MRM assay to study quantitative levels of proteins in FFPE laser microdissected cells using nonisotopic-labeled chemical analogs of mass tagged internal references showed that in pre-eclamptic patients elevated levels of calcyclin is observed in placental trophoblast cells compared to normal trophoblast cells. By immunohistochemistry, we were able to confirm this observation in a qualitative manner.
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Affiliation(s)
- Coşkun Güzel
- Department of Neurology, Erasmus MC, Rotterdam, The Netherlands
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Titulaer MK, de Costa D, Stingl C, Dekker LJ, Sillevis Smitt PAE, Luider TM. Label-free peptide profiling of Orbitrap™ full mass spectra. BMC Res Notes 2011; 4:21. [PMID: 21272362 PMCID: PMC3042405 DOI: 10.1186/1756-0500-4-21] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2010] [Accepted: 01/27/2011] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND We developed a new version of the open source software package Peptrix that can yet compare large numbers of Orbitrap™ LC-MS data. The peptide profiling results for Peptrix on MS1 spectra were compared with those obtained from a small selection of open source and commercial software packages: msInspect, Sieve™ and Progenesis™. The properties compared in these packages were speed, total number of detected masses, redundancy of masses, reproducibility in numbers and CV of intensity, overlap of masses, and differences in peptide peak intensities. Reproducibility measurements were taken for the different MS1 software applications by measuring in triplicate a complex peptide mixture of immunoglobulin on the Orbitrap™ mass spectrometer. Values of peptide masses detected from the high intensity peaks of the MS1 spectra by peptide profiling were verified with values of the MS2 fragmented and sequenced masses that resulted in protein identifications with a significant score. FINDINGS Peptrix finds about the same number of peptide features as the other packages, but peptide masses are in some cases approximately 5 to 10 times less redundant present in the peptide profile matrix. The Peptrix profile matrix displays the largest overlap when comparing the number of masses in a pair between two software applications. The overlap of peptide masses between software packages of low intensity peaks in the spectra is remarkably low with about 50% of the detected masses in the individual packages. Peptrix does not differ from the other packages in detecting 96% of the masses that relate to highly abundant sequenced proteins. MS1 peak intensities vary between the applications in a non linear way as they are not processed using the same method. CONCLUSIONS Peptrix is capable of peptide profiling using Orbitrap™ files and finding differential expressed peptides in body fluid and tissue samples. The number of peptide masses detected in Orbitrap™ files can be increased by using more MS1 peptide profiling applications, including Peptrix, since it appears from the comparison of Peptrix with the other applications that all software packages have likely a high false negative rate of low intensity peptide peaks (missing peptides).
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Affiliation(s)
- Mark K Titulaer
- Laboratory of Neuro-Oncology and Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Center, Dr. Molewaterplein 50, P.O. Box 2040, 3000 CA Rotterdam, The Netherlands
- Academic Medical Center, University of Amsterdam, Meibergdreef 9, P.O. Box 22660, 1100 DD Amsterdam, The Netherlands
| | - Dominique de Costa
- Department of Pulmonology, Erasmus University Medical Center, Dr. Molewaterplein 50, P.O. Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Christoph Stingl
- Laboratory of Neuro-Oncology and Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Center, Dr. Molewaterplein 50, P.O. Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Lennard J Dekker
- Laboratory of Neuro-Oncology and Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Center, Dr. Molewaterplein 50, P.O. Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Peter AE Sillevis Smitt
- Laboratory of Neuro-Oncology and Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Center, Dr. Molewaterplein 50, P.O. Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Theo M Luider
- Laboratory of Neuro-Oncology and Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Center, Dr. Molewaterplein 50, P.O. Box 2040, 3000 CA Rotterdam, The Netherlands
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15
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Stoop MP, Singh V, Dekker LJ, Titulaer MK, Stingl C, Burgers PC, Sillevis Smitt PAE, Hintzen RQ, Luider TM. Proteomics comparison of cerebrospinal fluid of relapsing remitting and primary progressive multiple sclerosis. PLoS One 2010; 5:e12442. [PMID: 20805994 PMCID: PMC2929207 DOI: 10.1371/journal.pone.0012442] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2010] [Accepted: 08/03/2010] [Indexed: 01/16/2023] Open
Abstract
Background Based on clinical representation of disease symptoms multiple sclerosis (MScl) patients can be divided into two major subtypes; relapsing remitting (RR) MScl (85–90%) and primary progressive (PP) MScl (10–15%). Proteomics analysis of cerebrospinal fluid (CSF) has detected a number of proteins that were elevated in MScl patients. Here we specifically aimed to differentiate between the PP and RR subtypes of MScl by comparing CSF proteins. Methodology/Principal Findings CSF samples (n = 31) were handled according to the same protocol for quantitative mass spectrometry measurements we reported previously. In the comparison of PP MScl versus RR MScl we observed a number of differentially abundant proteins, such as protein jagged-1 and vitamin D-binding protein. Protein jagged-1 was over three times less abundant in PP MScl compared to RR MScl. Vitamin D-binding protein was only detected in the RR MScl samples. These two proteins were validated by independent techniques (western blot and ELISA) as differentially abundant in the comparison between both MScl types. Conclusions/Significance The main finding of this comparative study is the observation that the proteome profiles of CSF in PP and RR MScl patients overlap to a large extent. Still, a number of differences could be observed. Protein jagged-1 is a ligand for multiple Notch receptors and involved in the mediation of Notch signaling. It is suggested in literature that the Notch pathway is involved in the remyelination of MScl lesions. Aberration of normal homeostasis of Vitamin D, of which approximately 90% is bound to vitamin D-binding protein, has been widely implicated in MScl for some years now. Vitamin D directly and indirectly regulates the differentiation, activation of CD4+ T-lymphocytes and can prevent the development of autoimmune processes, and so it may be involved in neuroprotective elements in MScl.
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Affiliation(s)
- Marcel P. Stoop
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Vaibhav Singh
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Lennard J. Dekker
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Mark K. Titulaer
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Christoph Stingl
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Peter C. Burgers
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Peter A. E. Sillevis Smitt
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Rogier Q. Hintzen
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Theo M. Luider
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
- * E-mail:
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Stoop MP, Dekker LJ, Titulaer MK, Lamers RJAN, Burgers PC, Sillevis Smitt PAE, van Gool AJ, Luider TM, Hintzen RQ. Quantitative matrix-assisted laser desorption ionization-fourier transform ion cyclotron resonance (MALDI-FT-ICR) peptide profiling and identification of multiple-sclerosis-related proteins. J Proteome Res 2009; 8:1404-14. [PMID: 19159215 DOI: 10.1021/pr8010155] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We introduce a matrix-assisted laser desorption ionization-Fourier transform ion cyclotron resonance (MALDI-FT-ICR) method for quantitative peptide profiling, using peak height as a measure for abundance. Relative standard deviations in peak height of peptides spiked over 3 orders of magnitude in concentration were below 10% and allowed for accurate comparisons between multiple sclerosis and controls. Application on a set of 163 cerebrospinal fluid (CSF) samples showed significantly differential abundant peptides, which were subsequently identified into proteins (e.g., chromogranin A, clusterin, and complement C3).
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Affiliation(s)
- Marcel P Stoop
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam 3000 DR, The Netherlands
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17
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Jansen FH, Krijgsveld J, van Rijswijk A, van den Bemd GJ, van den Berg MS, van Weerden WM, Willemsen R, Dekker LJ, Luider TM, Jenster G. Exosomal secretion of cytoplasmic prostate cancer xenograft-derived proteins. Mol Cell Proteomics 2009; 8:1192-205. [PMID: 19204029 DOI: 10.1074/mcp.m800443-mcp200] [Citation(s) in RCA: 83] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Novel markers for prostate cancer (PCa) are needed because current established markers such as prostate-specific antigen lack diagnostic specificity and prognostic value. Proteomics analysis of serum from mice grafted with human PCa xenografts resulted in the identification of 44 tumor-derived proteins. Besides secreted proteins we identified several cytoplasmic proteins, among which were most subunits of the proteasome. Native gel electrophoresis and sandwich ELISA showed that these subunits are present as proteasome complexes in the serum from xenograft-bearing mice. We hypothesized that the presence of proteasome subunits and other cytoplasmic proteins in serum of xenografted mice could be explained by the secretion of small vesicles by cancer cells, so-called exosomes. Therefore, mass spectrometry and Western blotting analyses of the protein content of exosomes isolated from PCa cell lines was performed. This resulted in the identification of mainly cytoplasmic proteins of which several had previously been identified in the serum of xenografted mice, including proteasome subunits. The isolated exosomes also contained RNA, including the gene fusion TMPRSS2-ERG product. These observations suggest that although their function is not clearly defined cancer-derived exosomes offer possibilities for the identification of novel biomarkers for PCa.
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Affiliation(s)
- Flip H Jansen
- Department of Urology, Erasmus Medical Center, 3000 CA Rotterdam, The Netherlands
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18
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Stoop MP, Dekker LJ, Titulaer MK, Burgers PC, Sillevis Smitt PAE, Luider TM, Hintzen RQ. Multiple sclerosis-related proteins identified in cerebrospinal fluid by advanced mass spectrometry. Proteomics 2008; 8:1576-85. [PMID: 18351689 DOI: 10.1002/pmic.200700446] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
A total of 164 cerebrospinal fluid (CSF) samples taken from neurological patients were classed into four groups according to the clinical diagnosis: multiple sclerosis (MScl, n = 44), clinically isolated syndrome of demyelination (CIS, n = 40), other inflammatory neurological disease (OIND, n = 26) and other neurological disease (OND, n = 54). After tryptic digestion, the samples were measured by MALDI-TOF MS. Spectra were analyzed using the R-project software package, in which a peak detection algorithm was developed. Subsequently, the peak lists were compared based on ranked data (non-parametric). Significant differences were observed in the comparisons of MScl vs. OND and CIS vs. OND. The comparisons of MScl vs. OIND, and CIS vs. OIND showed fewer significant differences. No significant differences were found in comparisons MScl vs. CIS and OIND vs. OND. MScl and CIS had strikingly similar profiles, probably a reflection of common pathological mechanisms. Three differentially expressed proteins in the comparison of MScl vs. OND were identified: chromogranin A, a potential marker for neurodegeneration; and two important factors in complement-mediated inflammatory reaction, clusterin and complement C3. CSF chromogranin A levels were confirmed to be significantly elevated in the MScl group using an ELISA.
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Affiliation(s)
- Marcel P Stoop
- Laboratories of Neuro-Oncology/Clinical and Cancer Proteomics, Department of Neurology, Erasmus University Medical Centre, Rotterdam, The Netherlands
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19
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Dihal AA, van der Woude H, Hendriksen PJM, Charif H, Dekker LJ, IJsselstijn L, de Boer VCJ, Alink GM, Burgers PC, Rietjens IMCM, Woutersen RA, Stierum RH. Transcriptome and proteome profiling of colon mucosa from quercetin fed F344 rats point to tumor preventive mechanisms, increased mitochondrial fatty acid degradation and decreased glycolysis. Proteomics 2008; 8:45-61. [DOI: 10.1002/pmic.200700364] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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20
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Mustafa DAN, Burgers PC, Dekker LJ, Charif H, Titulaer MK, Smitt PAES, Luider TM, Kros JM. Identification of Glioma Neovascularization-related Proteins by Using MALDI-FTMS and Nano-LC Fractionation to Microdissected Tumor Vessels. Mol Cell Proteomics 2007; 6:1147-57. [PMID: 17360931 DOI: 10.1074/mcp.m600295-mcp200] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The identification of angiogenesis-related proteins is important for the development of new antiangiogenic therapies, and such proteins are potential new biomarkers for gliomas. The aim of this study was to identify proteins that are exclusively present in glioma neovasculature and not in the vasculature of normal brain. We combined advanced proteomics techniques to compare the expression profiles of microdissected blood vessels from glioma with blood vessels of normal control brain samples. We measured the enzymatic generated peptide profiles from these microdissected samples by MALDI-FTMS. Subsequently, the samples were fractionated by nano-LC prior to MALDI-TOF/TOF. This combined approach enabled us to identify four proteins that appeared to be exclusively expressed in the glioma blood vessels. Two of these proteins, fibronectin and colligin 2, were validated on tissue sections using specific antibodies. We found that both proteins are present in active angiogenesis in glioma, other neoplasms, and reactive conditions in which neoangiogenesis takes place. This work proves that gel-free mass spectrometric techniques can be used on relatively small numbers of cells generated by microdissection procedures to successfully identify differentially expressed proteins.
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Affiliation(s)
- Dana A N Mustafa
- Department of Pathology, Erasmus Medical Center, Dr. Molewaterplein 50, 3015 GD Rotterdam, The Netherlands
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21
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Dekker LJ, Bosman J, Burgers PC, van Rijswijk A, Freije R, Luider T, Bischoff R. Depletion of high-abundance proteins from serum by immunoaffinity chromatography: A MALDI-FT-MS study. J Chromatogr B Analyt Technol Biomed Life Sci 2007; 847:65-9. [PMID: 17049934 DOI: 10.1016/j.jchromb.2006.09.038] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2006] [Revised: 09/13/2006] [Accepted: 09/20/2006] [Indexed: 11/28/2022]
Abstract
Immunodepletion of high-abundance proteins from serum is a widely used initial step in biomarker discovery studies. In the present work we have investigated the reproducibility of the depletion step by comparing 250 serum samples from prostate cancer patients. All samples were depleted on a single immunoaffinity column over a time period of 6 weeks with automated peak detection and fraction collection. Reproducibility in terms of surface area of the depleted serum protein peak at 280nm was below 7% relative standard deviation (R.S.D.) and the collected volume of the relevant fraction was 0.97mL (4.5% R.S.D.). Proteins in the depleted serum fraction were subsequently digested with trypsin and analyzed by MALDI-FT-MS. The degree of the depletion of albumin, transferrin and alpha-1-antitrypsin was determined by comparing the intensity of peptide peaks before and after depletion of 11 samples taken at regular time intervals from amongst the 250 depleted, randomized samples. As a positive control we evaluated peaks of apolipoprotein A1 (the most abundant serum protein remaining after depleteion) showing a clear increase in intensity of these peaks in the depleted samples. From this study we conclude that the depletion of the 250 serum samples was complete and reproducible over a period of 6 weeks.
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22
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Dekker LJ, Burgers PC, Guzel C, Luider TM. FTMS and TOF/TOF mass spectrometry in concert: Identifying peptides with high reliability using matrix prespotted MALDI target plates. J Chromatogr B Analyt Technol Biomed Life Sci 2007; 847:62-4. [PMID: 16963321 DOI: 10.1016/j.jchromb.2006.08.031] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2006] [Revised: 08/11/2006] [Accepted: 08/20/2006] [Indexed: 11/19/2022]
Abstract
In this paper we describe a combination of the mass spectrometric techniques MALDI-TOF/TOF and MALDI-FTMS to identify proteins in complex samples using prespotted MALDI target plates. By this procedure accurate FTMS mass measurements and TOF/TOF data are obtained from the same spot. We have found that this combination of techniques leads to more reliable identification of peptides.
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Affiliation(s)
- Lennard J Dekker
- Laboratory for Neuro-Oncology, Department of Neurology, Room AE312, Erasmus Medical Center, P.O. Box 1738, 3000DR Rotterdam, The Netherlands
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23
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Titulaer MK, Siccama I, Dekker LJ, van Rijswijk ALCT, Heeren RMA, Sillevis Smitt PA, Luider TM. A database application for pre-processing, storage and comparison of mass spectra derived from patients and controls. BMC Bioinformatics 2006; 7:403. [PMID: 16953879 PMCID: PMC1594579 DOI: 10.1186/1471-2105-7-403] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2006] [Accepted: 09/05/2006] [Indexed: 11/10/2022] Open
Abstract
Background Statistical comparison of peptide profiles in biomarker discovery requires fast, user-friendly software for high throughput data analysis. Important features are flexibility in changing input variables and statistical analysis of peptides that are differentially expressed between patient and control groups. In addition, integration the mass spectrometry data with the results of other experiments, such as microarray analysis, and information from other databases requires a central storage of the profile matrix, where protein id's can be added to peptide masses of interest. Results A new database application is presented, to detect and identify significantly differentially expressed peptides in peptide profiles obtained from body fluids of patient and control groups. The presented modular software is capable of central storage of mass spectra and results in fast analysis. The software architecture consists of 4 pillars, 1) a Graphical User Interface written in Java, 2) a MySQL database, which contains all metadata, such as experiment numbers and sample codes, 3) a FTP (File Transport Protocol) server to store all raw mass spectrometry files and processed data, and 4) the software package R, which is used for modular statistical calculations, such as the Wilcoxon-Mann-Whitney rank sum test. Statistic analysis by the Wilcoxon-Mann-Whitney test in R demonstrates that peptide-profiles of two patient groups 1) breast cancer patients with leptomeningeal metastases and 2) prostate cancer patients in end stage disease can be distinguished from those of control groups. Conclusion The database application is capable to distinguish patient Matrix Assisted Laser Desorption Ionization (MALDI-TOF) peptide profiles from control groups using large size datasets. The modular architecture of the application makes it possible to adapt the application to handle also large sized data from MS/MS- and Fourier Transform Ion Cyclotron Resonance (FT-ICR) mass spectrometry experiments. It is expected that the higher resolution and mass accuracy of the FT-ICR mass spectrometry prevents the clustering of peaks of different peptides and allows the identification of differentially expressed proteins from the peptide profiles.
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Affiliation(s)
- Mark K Titulaer
- Department of Neurology, Erasmus MC, Dr. Molewaterplein 40, P.O. Box 1738, 3000 DR Rotterdam, The Netherlands
| | - Ivar Siccama
- Department of Neurology, Erasmus MC, Dr. Molewaterplein 40, P.O. Box 1738, 3000 DR Rotterdam, The Netherlands
| | - Lennard J Dekker
- Department of Neurology, Erasmus MC, Dr. Molewaterplein 40, P.O. Box 1738, 3000 DR Rotterdam, The Netherlands
| | - Angelique LCT van Rijswijk
- Department of Urology, Erasmus MC, Dr. Molewaterplein 40, P.O. Box 1738, 3000 DR Rotterdam, The Netherlands
| | - Ron MA Heeren
- FOM-institute for Atomic and Molecular Physics, Kruislaan 407, 1098 SJ Amsterdam, The Netherlands
| | - Peter A Sillevis Smitt
- Department of Neurology, Erasmus MC, Dr. Molewaterplein 40, P.O. Box 1738, 3000 DR Rotterdam, The Netherlands
| | - Theo M Luider
- Department of Neurology, Erasmus MC, Dr. Molewaterplein 40, P.O. Box 1738, 3000 DR Rotterdam, The Netherlands
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Dekker LJ, Boogerd W, Stockhammer G, Dalebout JC, Siccama I, Zheng P, Bonfrer JM, Verschuuren JJ, Jenster G, Verbeek MM, Luider TM, Smitt PAS. MALDI-TOF mass spectrometry analysis of cerebrospinal fluid tryptic peptide profiles to diagnose leptomeningeal metastases in patients with breast cancer. Mol Cell Proteomics 2005; 4:1341-9. [PMID: 15970584 DOI: 10.1074/mcp.m500081-mcp200] [Citation(s) in RCA: 71] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Leptomeningeal metastasis (LM) is a devastating complication that occurs in 5% of patients with breast cancer. Early diagnosis and initiation of treatment are essential to prevent neurological deterioration. However, early diagnosis of LM remains challenging because 25% of cerebrospinal fluid (CSF) samples produce false-negative results at first cytological examination. We developed a new, MS-based method to investigate the protein expression patterns present in the CSF from patients with breast cancer with and without LM. CSF samples from 106 patients with active breast cancer (54 with LM and 52 without LM) and 45 control subjects were digested with trypsin. The resulting peptides were measured by MALDI-TOF MS. Then, the mass spectra were analyzed and compared between patient groups using newly developed bioinformatics tools. A total of 895 possible peak positions was detected, and 164 of these peaks discriminated between the patient groups (Kruskal-Wallis, p<0.01). The discriminatory masses were clustered, and a classifier was built to distinguish patients with breast cancer with and without LM. After bootstrap validation, the classifier had a maximum accuracy of 77% with a sensitivity of 79% and a specificity of 76%. Direct MALDI-TOF analysis of tryptic digests of CSF gives reproducible peptide profiles that can assist in diagnosing LM in patients with breast cancer. The same method can be used to develop diagnostic assays for other neurological disorders.
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Affiliation(s)
- Lennard J Dekker
- Laboratory of Neuro-oncology, Department of Neurology, Dr Molewaterplein 40, 3015 GD, Erasmus MC, Rotterdam, The Netherlands
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Dekker LJ, Dalebout JC, Siccama I, Jenster G, Sillevis Smitt PA, Luider TM. A new method to analyze matrix-assisted laser desorption/ionization time-of-flight peptide profiling mass spectra. Rapid Commun Mass Spectrom 2005; 19:865-870. [PMID: 15724237 DOI: 10.1002/rcm.1864] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
In protein and peptide mass spectrometry in which profiling of peaks is involved, their masses and intensities are important characteristics. Because of the relative low reproducibility of peak intensities associated with complex samples in matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOFMS), it is difficult to accurately assess the number of peaks and their intensities. In this study we evaluate these two characteristics for tryptic digests of cerebro-spinal fluid. We observed that the reproducibility of peak intensities was relatively poor (CV = 42%) and that additional normalization or spiking did not lead to a large improvement (CV = 30%). Moreover, at least seven mass spectra per sample were required to obtain a reliable peak list. An improvement of the sensitivity (i.e., eventually more peaks are detected) is observed if more replicates per sample are measured. We conclude that the reproducibility and sensitivity of peptide profiling can be significantly improved by a combination of measuring at least seven spectra per sample with a dichotomous scoring of the intensities. This approach will aid the analysis of large numbers of mass spectra of patient samples in a reproducible way for the detection and validation of candidate biomarkers.
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Zielhuis GA, Gerritsen AA, Gorissen WH, Dekker LJ, Rovers MM, van der Wilt GJ, Ingels K. Hearing deficits at school age; the predictive value of otitis media in infants. Int J Pediatr Otorhinolaryngol 1998; 44:227-34. [PMID: 9780068 DOI: 10.1016/s0165-5876(98)00068-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Abstract
AIM To evaluate the long-term predictive value of persistent/recurrent otitis media with effusion (OME) in infants in relation with hearing levels at (early) school age. DESIGN A case-cohort study among a population-based sample of school-age children screened for hearing deficits. POPULATION AND METHODS Schoolchildren (second grade, 5-6 years of age) in the city of Utrecht, the Netherlands, who failed the hearing screening test and a sample of children invited for this screening. History of otitis media (serosa and acute) was assessed using three sources of information: a self-completion questionnaire mailed to the parents; medical records of otolaryngology visits; data from the (Ewing) hearing screening test at 9 months of age. RESULTS Children who failed the primary Ewing test and children with recurrent and or persistent OME in the first 2 years of life showed an increased risk of failing school audiometry compared to children without such an OME history (OR=1.6 and 2.3, respectively). In a logistic model, the results of the primary Ewing test and the frequency of acute otitis media, proved to be moderately predictive for the screening test result at school age. CONCLUSION OME in infants is a prognostic factor for hearing performance in the early school years.
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Affiliation(s)
- G A Zielhuis
- Department of Epidemiology, University of Nijmegen, The Netherlands
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