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Zeng X, Lan Y, Xiao J, Hu L, Tan L, Liang M, Wang X, Lu S, Peng T, Long F. Advances in phosphoproteomics and its application to COPD. Expert Rev Proteomics 2022; 19:311-324. [PMID: 36730079 DOI: 10.1080/14789450.2023.2176756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
INTRODUCTION Chronic obstructive pulmonary disease (COPD) was the third leading cause of global death in 2019, causing a huge economic burden to society. Therefore, it is urgent to identify specific phenotypes of COPD patients through early detection, and to promptly treat exacerbations. The field of phosphoproteomics has been a massive advancement, compelled by the developments in mass spectrometry, enrichment strategies, algorithms, and tools. Modern mass spectrometry-based phosphoproteomics allows understanding of disease pathobiology, biomarker discovery, and predicting new therapeutic modalities. AREAS COVERED In this article, we present an overview of phosphoproteomic research and strategies for enrichment and fractionation of phosphopeptides, identification of phosphorylation sites, chromatographic separation and mass spectrometry detection strategies, and the potential application of phosphorylated proteomic analysis in the diagnosis, treatment, and prognosis of COPD disease. EXPERT OPINION The role of phosphoproteomics in COPD is critical for understanding disease pathobiology, identifying potential biomarkers, and predicting new therapeutic approaches. However, the complexity of COPD requires the more comprehensive understanding that can be achieved through integrated multi-omics studies. Phosphoproteomics, as a part of these multi-omics approaches, can provide valuable insights into the underlying mechanisms of COPD.
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Affiliation(s)
- Xiaoyin Zeng
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Yanting Lan
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Jing Xiao
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Longbo Hu
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Long Tan
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Mengdi Liang
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Xufei Wang
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Shaohua Lu
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
| | - Tao Peng
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China.,Guangdong South China Vaccine Co. Ltd, Guangzhou, China
| | - Fei Long
- Sino-French Hoffmann Institute, School of Basic Medical Science, State Key Laboratory of Respiratory Disease, Guangzhou Medical University, Guangzhou, China
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2
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Sürmen MG, Sürmen S, Ali A, Musharraf SG, Emekli N. Phosphoproteomic strategies in cancer research: a minireview. Analyst 2020; 145:7125-7149. [PMID: 32996481 DOI: 10.1039/d0an00915f] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Understanding the cellular processes is central to comprehend disease conditions and is also true for cancer research. Proteomic studies provide significant insight into cancer mechanisms and aid in the diagnosis and prognosis of the disease. Phosphoproteome is one of the most studied complements of the whole proteome given its importance in the understanding of cellular processes such as signaling and regulations. Over the last decade, several new methods have been developed for phosphoproteome analysis. A significant amount of these efforts pertains to cancer research. The current use of powerful analytical instruments in phosphoproteomic approaches has paved the way for deeper and sensitive investigations. However, these methods and techniques need further improvements to deal with challenges posed by the complexity of samples and scarcity of phosphoproteins in the whole proteome, throughput and reproducibility. This review aims to provide a comprehensive summary of the variety of steps used in phosphoproteomic methods applied in cancer research including the enrichment and fractionation strategies. This will allow researchers to evaluate and choose a better combination of steps for their phosphoproteome studies.
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Affiliation(s)
- Mustafa Gani Sürmen
- Department of Molecular Medicine, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Saime Sürmen
- Department of Molecular Medicine, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Arslan Ali
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi 75270, Pakistan.
| | - Syed Ghulam Musharraf
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical and Biological Sciences, University of Karachi, Karachi 75270, Pakistan.
| | - Nesrin Emekli
- Department of Medical Biochemistry, Faculty of Medicine, Istanbul Medipol University, Istanbul, Turkey
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3
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Arrington JV, Hsu CC, Elder SG, Andy Tao W. Recent advances in phosphoproteomics and application to neurological diseases. Analyst 2018; 142:4373-4387. [PMID: 29094114 DOI: 10.1039/c7an00985b] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Phosphorylation has an incredible impact on the biological behavior of proteins, altering everything from intrinsic activity to cellular localization and complex formation. It is no surprise then that this post-translational modification has been the subject of intense study and that, with the advent of faster, more accurate instrumentation, the number of large-scale mass spectrometry-based phosphoproteomic studies has swelled over the past decade. Recent developments in sample preparation, phosphorylation enrichment, quantification, and data analysis strategies permit both targeted and ultra-deep phosphoproteome profiling, but challenges remain in pinpointing biologically relevant phosphorylation events. We describe here technological advances that have facilitated phosphoproteomic analysis of cells, tissues, and biofluids and note applications to neuropathologies in which the phosphorylation machinery may be dysregulated, much as it is in cancer.
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4
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Minic Z, Dahms TES, Babu M. Chromatographic separation strategies for precision mass spectrometry to study protein-protein interactions and protein phosphorylation. J Chromatogr B Analyt Technol Biomed Life Sci 2018; 1102-1103:96-108. [PMID: 30380468 DOI: 10.1016/j.jchromb.2018.10.022] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Revised: 10/19/2018] [Accepted: 10/22/2018] [Indexed: 11/30/2022]
Abstract
Investigating protein-protein interactions and protein phosphorylation can be of great significance when studying biological processes and human diseases at the molecular level. However, sample complexity, presence of low abundance proteins, and dynamic nature of the proteins often impede in achieving sufficient analytical depth in proteomics research. In this regard, chromatographic separation methodologies have played a vital role in the identification and quantification of proteins in complex sample mixtures. The combination of peptide and protein fractionation techniques with advanced high-performance mass spectrometry has allowed the researchers to successfully study the protein-protein interactions and protein phosphorylation. Several new fractionation strategies for large scale analysis of proteins and peptides have been developed to study protein-protein interactions and protein phosphorylation. These emerging chromatography methodologies have enabled the identification of several hundred protein complexes and even thousands of phosphorylation sites in a single study. In this review, we focus on current workflow strategies and chromatographic tools, highlighting their advantages and disadvantages, and examining their associated challenges and future potential.
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Affiliation(s)
- Zoran Minic
- Department of Chemistry and Biomolecular Science, University of Ottawa, John L. Holmes, Mass Spectrometry Facility, 10 Marie-Curie, Marion Hall, Room 02, Ottawa, ON K1N 1A2, Canada.
| | - Tanya E S Dahms
- Department of Chemistry and Biochemistry, University of Regina, 3737 Wascana Parkway, Regina, SK S4S 0A2, Canada
| | - Mohan Babu
- Department of Chemistry and Biochemistry, University of Regina, 3737 Wascana Parkway, Regina, SK S4S 0A2, Canada
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5
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ZrO2 doped magnetic mesoporous polyimide for the efficient enrichment of phosphopeptides. Talanta 2018; 188:385-392. [DOI: 10.1016/j.talanta.2018.05.069] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 05/15/2018] [Accepted: 05/20/2018] [Indexed: 11/23/2022]
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6
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Magnetic mesoporous carbon composites incorporating hydrophilic metallic nanoparticles for enrichment of phosphopeptides prior to their determination by MALDI-TOF mass spectrometry. Mikrochim Acta 2016. [DOI: 10.1007/s00604-016-2046-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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7
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Affiliation(s)
- Nicholas M. Riley
- Genome Center of Wisconsin, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - Joshua J. Coon
- Genome Center of Wisconsin, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
- Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
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8
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Hernandez-Hernandez O, Quintanilla-Lopez JE, Lebron-Aguilar R, Sanz ML, Moreno FJ. Characterization of post-translationally modified peptides by hydrophilic interaction and reverse phase liquid chromatography coupled to quadrupole-time-of-flight mass spectrometry. J Chromatogr A 2016; 1428:202-11. [DOI: 10.1016/j.chroma.2015.07.096] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2015] [Revised: 07/08/2015] [Accepted: 07/24/2015] [Indexed: 12/28/2022]
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Abstract
The comprehensive study of the phosphoproteome is heavily dependent on appropriate enrichment strategies that are most often, but not exclusively, carried out on the peptide level. In this chapter, I give an overview of the most widely used techniques. In addition to dedicated antibodies, phosphopeptides are enriched by their selective interaction with metals in the form of chelated metal ions or metal oxides. The negative charge of the phosphate group is also exploited in a variety of chromatographic fractionation methods that include different types of ion exchange chromatography, hydrophilic interaction chromatography (HILIC), and electrostatic repulsion HILIC (ERLIC) chromatography. Selected examples from the literature will demonstrate how a combination of these techniques with current high-performance mass spectrometry enables the identification of thousands of phosphorylation sites from various sample types.
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Affiliation(s)
- Alexander Leitner
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.
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10
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Fast and easy phosphopeptide fractionation by combinatorial ERLIC-SCX solid-phase extraction for in-depth phosphoproteome analysis. Nat Protoc 2015; 11:37-45. [DOI: 10.1038/nprot.2015.134] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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11
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Wakabayashi M, Kyono Y, Sugiyama N, Ishihama Y. Extended Coverage of Singly and Multiply Phosphorylated Peptides from a Single Titanium Dioxide Microcolumn. Anal Chem 2015; 87:10213-21. [DOI: 10.1021/acs.analchem.5b01216] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Masaki Wakabayashi
- Graduate School of Pharmaceutical
Sciences, Kyoto University, 46-29, Yoshida-Shimo-Adachi-Cho,
Sakyo-ku, Kyoto, 606-8501, Japan
| | - Yutaka Kyono
- Graduate School of Pharmaceutical
Sciences, Kyoto University, 46-29, Yoshida-Shimo-Adachi-Cho,
Sakyo-ku, Kyoto, 606-8501, Japan
| | - Naoyuki Sugiyama
- Graduate School of Pharmaceutical
Sciences, Kyoto University, 46-29, Yoshida-Shimo-Adachi-Cho,
Sakyo-ku, Kyoto, 606-8501, Japan
| | - Yasushi Ishihama
- Graduate School of Pharmaceutical
Sciences, Kyoto University, 46-29, Yoshida-Shimo-Adachi-Cho,
Sakyo-ku, Kyoto, 606-8501, Japan
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12
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Sajic T, Varesio E, Szanto I, Hopfgartner G. Comparison of fractionation strategies for offline two-dimensional liquid chromatography tandem mass spectrometry analysis of proteins from mouse adipose tissue. Anal Biochem 2015; 484:122-32. [DOI: 10.1016/j.ab.2015.05.015] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2014] [Revised: 03/26/2015] [Accepted: 05/22/2015] [Indexed: 12/22/2022]
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13
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Large-scale label-free phosphoproteomics: from technology to data interpretation. Bioanalysis 2015; 6:2403-20. [PMID: 25384593 DOI: 10.4155/bio.14.188] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Protein phosphorylation plays a central role in the dynamic intracellular signaling and the control of biochemical pathways in all living cells. Recent advances in high-performance MS/MS-based technology make the large-scale identification and quantification of phosphorylation sites possible. Here, we review the full data generation pipeline, starting from sample preparation methods and LC-MS detection procedures, through to data processing and analysis software tools that facilitate the systematic comparative profiling of thousands of phosphoproteins in different biological specimens in a single experiment. We emphasize current challenges and promising avenues for the mechanistic interpretation and visualization of global phosphorylation networks and their relevance to human health and disease.
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14
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Alpert AJ, Hudecz O, Mechtler K. Anion-exchange chromatography of phosphopeptides: weak anion exchange versus strong anion exchange and anion-exchange chromatography versus electrostatic repulsion-hydrophilic interaction chromatography. Anal Chem 2015; 87:4704-11. [PMID: 25827581 PMCID: PMC4423237 DOI: 10.1021/ac504420c] [Citation(s) in RCA: 64] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2014] [Accepted: 03/31/2015] [Indexed: 02/08/2023]
Abstract
Most phosphoproteomics experiments rely on prefractionation of tryptic digests before online liquid chromatography-mass spectrometry. This study compares the potential and limitations of electrostatic repulsion-hydrophilic interaction chromatography (ERLIC) and anion-exchange chromatography (AEX). At a pH higher than 5, phosphopeptides have two negative charges per residue and are well-retained in AEX. However, peptides with one or two phosphate groups are not separated from peptides with multiple Asp or Glu residues, interfering with the identification of phosphopeptides. At a pH of 2, phosphate residues have just a single negative charge but Asp and Glu are uncharged. This facilitates the separation of phosphopeptides from unmodified acidic peptides. Singly phosphorylated peptides are retained weakly under these conditions, due to electrostatic repulsion, unless hydrophilic interaction is superimposed in the ERLIC mode. Weak anion-exchange (WAX) and strong anion-exchange (SAX) columns were compared, with both peptide standards and a HeLa cell tryptic digest. The SAX column exhibited greater retention at pH 6 than did the WAX column. However, only about 60% as many phosphopeptides were identified with SAX at pH 6 than via ERLIC at pH 2. In one ERLIC run, 12 467 phosphopeptides were identified, including 4233 with more than one phosphate. We conclude that chromatography of phosphopeptides is best performed at low pH in the ERLIC mode. Under those conditions, the performances of the SAX and WAX materials were comparable. The data have been deposited with the ProteomeXchange with identifier PXD001333.
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Affiliation(s)
- Andrew J. Alpert
- PolyLC
Inc., 9151 Rumsey Road,
Ste. 175, Columbia, Maryland 21045, United States
| | - Otto Hudecz
- Research
Institute of Molecular Pathology (IMP), Dr. Bohr-Gasse 7, 1030 Vienna, Austria
- Institute
of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Dr. Bohr-Gasse 3, 1030 Vienna, Austria
| | - Karl Mechtler
- Research
Institute of Molecular Pathology (IMP), Dr. Bohr-Gasse 7, 1030 Vienna, Austria
- Institute
of Molecular Biotechnology of the Austrian Academy of Sciences (IMBA), Dr. Bohr-Gasse 3, 1030 Vienna, Austria
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15
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Welinder C, Pawłowski K, Sugihara Y, Yakovleva M, Jönsson G, Ingvar C, Lundgren L, Baldetorp B, Olsson H, Rezeli M, Jansson B, Laurell T, Fehniger T, Döme B, Malm J, Wieslander E, Nishimura T, Marko-Varga G. A protein deep sequencing evaluation of metastatic melanoma tissues. PLoS One 2015; 10:e0123661. [PMID: 25874936 PMCID: PMC4395420 DOI: 10.1371/journal.pone.0123661] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2014] [Accepted: 02/21/2015] [Indexed: 12/13/2022] Open
Abstract
Malignant melanoma has the highest increase of incidence of malignancies in the western world. In early stages, front line therapy is surgical excision of the primary tumor. Metastatic disease has very limited possibilities for cure. Recently, several protein kinase inhibitors and immune modifiers have shown promising clinical results but drug resistance in metastasized melanoma remains a major problem. The need for routine clinical biomarkers to follow disease progression and treatment efficacy is high. The aim of the present study was to build a protein sequence database in metastatic melanoma, searching for novel, relevant biomarkers. Ten lymph node metastases (South-Swedish Malignant Melanoma Biobank) were subjected to global protein expression analysis using two proteomics approaches (with/without orthogonal fractionation). Fractionation produced higher numbers of protein identifications (4284). Combining both methods, 5326 unique proteins were identified (2641 proteins overlapping). Deep mining proteomics may contribute to the discovery of novel biomarkers for metastatic melanoma, for example dividing the samples into two metastatic melanoma "genomic subtypes", ("pigmentation" and "high immune") revealed several proteins showing differential levels of expression. In conclusion, the present study provides an initial version of a metastatic melanoma protein sequence database producing a total of more than 5000 unique protein identifications. The raw data have been deposited to the ProteomeXchange with identifiers PXD001724 and PXD001725.
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Affiliation(s)
- Charlotte Welinder
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
- Centre of Excellence in Biological and Medical Mass Spectrometry “CEBMMS”, Biomedical Centre D13, Lund University, Lund, Sweden
| | | | - Yutaka Sugihara
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
| | - Maria Yakovleva
- National Korányi Institute of Pulmonology, Budapest, Hungary
- Clinical Protein Science & Imaging, Biomedical Centre, Dept. of Biomedical Engineering, Lund University, Lund, Sweden
| | - Göran Jönsson
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
| | - Christian Ingvar
- Surgery, Dept. of Clinical Sciences, Lund University, Skåne University Hospital, Lund, Sweden
| | - Lotta Lundgren
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
- Skåne University Hospital, Lund, Sweden
| | - Bo Baldetorp
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
| | - Håkan Olsson
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
- Skåne University Hospital, Lund, Sweden
- Cancer Epidemiology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
| | - Melinda Rezeli
- Clinical Protein Science & Imaging, Biomedical Centre, Dept. of Biomedical Engineering, Lund University, Lund, Sweden
| | - Bo Jansson
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
| | - Thomas Laurell
- Centre of Excellence in Biological and Medical Mass Spectrometry “CEBMMS”, Biomedical Centre D13, Lund University, Lund, Sweden
- Clinical Protein Science & Imaging, Biomedical Centre, Dept. of Biomedical Engineering, Lund University, Lund, Sweden
| | - Thomas Fehniger
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
- Centre of Excellence in Biological and Medical Mass Spectrometry “CEBMMS”, Biomedical Centre D13, Lund University, Lund, Sweden
| | - Balazs Döme
- National Korányi Institute of Pulmonology, Budapest, Hungary
- Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
| | - Johan Malm
- Section for Clinical Chemistry, Dept. of Laboratory Medicine, Lund University, Skåne University Hospital in Malmö, Malmö, Sweden
| | - Elisabet Wieslander
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
| | - Toshihide Nishimura
- Oncology and Pathology, Dept. of Clinical Sciences, Lund University, Lund, Sweden
- Centre of Excellence in Biological and Medical Mass Spectrometry “CEBMMS”, Biomedical Centre D13, Lund University, Lund, Sweden
- First Dept. of Surgery, Tokyo Medical University, Tokyo, Japan
| | - György Marko-Varga
- Centre of Excellence in Biological and Medical Mass Spectrometry “CEBMMS”, Biomedical Centre D13, Lund University, Lund, Sweden
- Clinical Protein Science & Imaging, Biomedical Centre, Dept. of Biomedical Engineering, Lund University, Lund, Sweden
- First Dept. of Surgery, Tokyo Medical University, Tokyo, Japan
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16
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Stuart SA, Houel S, Lee T, Wang N, Old WM, Ahn NG. A Phosphoproteomic Comparison of B-RAFV600E and MKK1/2 Inhibitors in Melanoma Cells. Mol Cell Proteomics 2015; 14:1599-615. [PMID: 25850435 DOI: 10.1074/mcp.m114.047233] [Citation(s) in RCA: 81] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2014] [Indexed: 11/06/2022] Open
Abstract
Inhibitors of oncogenic B-RAF(V600E) and MKK1/2 have yielded remarkable responses in B-RAF(V600E)-positive melanoma patients. However, the efficacy of these inhibitors is limited by the inevitable onset of resistance. Despite the fact that these inhibitors target the same pathway, combination treatment with B-RAF(V600E) and MKK1/2 inhibitors has been shown to improve both response rates and progression-free survival in B-RAF(V600E) melanoma patients. To provide insight into the molecular nature of the combinatorial response, we used quantitative mass spectrometry to characterize the inhibitor-dependent phosphoproteome of human melanoma cells treated with the B-RAF(V600E) inhibitor PLX4032 (vemurafenib) or the MKK1/2 inhibitor AZD6244 (selumetinib). In three replicate experiments, we quantified changes at a total of 23,986 phosphosites on 4784 proteins. This included 1317 phosphosites that reproducibly decreased in response to at least one inhibitor. Phosphosites that responded to both inhibitors grouped into networks that included the nuclear pore complex, growth factor signaling, and transcriptional regulators. Although the majority of phosphosites were responsive to both inhibitors, we identified 16 sites that decreased only in response to PLX4032, suggesting rare instances where oncogenic B-RAF signaling occurs in an MKK1/2-independent manner. Only two phosphosites were identified that appeared to be uniquely responsive to AZD6244. When cells were treated with the combination of AZD6244 and PLX4032 at subsaturating concentrations (30 nm), responses at nearly all phosphosites were additive. We conclude that AZD6244 does not substantially widen the range of phosphosites inhibited by PLX4032 and that the benefit of the drug combination is best explained by their additive effects on suppressing ERK1/2 signaling. Comparison of our results to another recent ERK1/2 phosphoproteomics study revealed a surprising degree of variability in the sensitivity of phosphosites to MKK1/2 inhibitors in human cell lines, revealing unexpected cell specificity in the molecular responses to pathway activation.
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Affiliation(s)
| | | | - Thomas Lee
- From the ‡Department of Chemistry and Biochemistry
| | - Nan Wang
- From the ‡Department of Chemistry and Biochemistry
| | | | - Natalie G Ahn
- From the ‡Department of Chemistry and Biochemistry, §BioFrontiers Institute, University of Colorado, Boulder, Colorado 80309
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17
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Loroch S, Zahedi RP, Sickmann A. Highly Sensitive Phosphoproteomics by Tailoring Solid-Phase Extraction to Electrostatic Repulsion-Hydrophilic Interaction Chromatography. Anal Chem 2015; 87:1596-604. [DOI: 10.1021/ac502708m] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Stefan Loroch
- Leibniz-Institut für Analytische Wissenschaften−ISAS−e.V., Otto-Hahn-Straße 6b, 44227 Dortmund, Germany
| | - René Peiman Zahedi
- Leibniz-Institut für Analytische Wissenschaften−ISAS−e.V., Otto-Hahn-Straße 6b, 44227 Dortmund, Germany
| | - Albert Sickmann
- Leibniz-Institut für Analytische Wissenschaften−ISAS−e.V., Otto-Hahn-Straße 6b, 44227 Dortmund, Germany
- School of Natural & Computing Sciences, University of Aberdeen, Meston Building, Meston Walk, Old Aberdeen AB24 3UE, United Kingdom
- Medizinische
Fakultät, Ruhr-Universität Bochum, Universitätsstraße
150, 44801 Bochum, Germany
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18
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Periat A, Krull IS, Guillarme D. Applications of hydrophilic interaction chromatography to amino acids, peptides, and proteins. J Sep Sci 2015; 38:357-67. [PMID: 25413716 DOI: 10.1002/jssc.201400969] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Revised: 11/10/2014] [Accepted: 11/12/2014] [Indexed: 12/25/2022]
Abstract
This review summarizes the recent advances in the analysis of amino acids, peptides, and proteins using hydrophilic interaction chromatography. Various reports demonstrate the successful analysis of amino acids under such conditions. However, a baseline resolution of the 20 natural amino acids has not yet been published and for this reason, there is often a need to use mass spectrometry for detection to further improve selectivity. Hydrophilic interaction chromatography is also recognized as a powerful technique for peptide analysis, and there are a lot of papers showing its applicability for proteomic applications (peptide mapping). It is expected that its use for peptide mapping will continue to grow in the future, particularly because this analytical strategy can be combined with reversed-phase liquid chromatography, in a two-dimensional setup, to reach very high resolving power. Finally, the interest in hydrophilic interaction chromatography for intact proteins analysis is less evident due to possible solubility issues and a lack of suitable hydrophilic interaction chromatography stationary phases. To date, it has been successfully employed only for the characterization of membrane proteins, histones, and the separation of glycosylated isoforms of an intact glycoprotein. From our point of view, the number of hydrophilic interaction chromatography columns compatible with intact proteins (higher upper temperature limit, large pore size, etc.) is still too limited.
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Affiliation(s)
- Aurélie Periat
- School of Pharmaceutical Sciences, University of Geneva, University of Lausanne, Geneva, Switzerland
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19
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Yang C, Zhong X, Li L. Recent advances in enrichment and separation strategies for mass spectrometry-based phosphoproteomics. Electrophoresis 2014; 35:3418-29. [PMID: 24687451 PMCID: PMC4849134 DOI: 10.1002/elps.201400017] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2014] [Revised: 03/21/2014] [Accepted: 03/21/2014] [Indexed: 12/29/2022]
Abstract
Due to the significance of protein phosphorylation in various biological processes and signaling events, new analytical techniques for enhanced phosphoproteomics have been rapidly introduced in the recent years. The combinatorial use of the phospho-specific enrichment techniques and prefractionation methods prior to MS analysis enable comprehensive profiling of the phosphoproteome and facilitate deciphering the critical roles that phosphorylation plays in signaling pathways in various biological systems. This review places special emphasis on the recent five-year (2009-2013) advances for enrichment and separation techniques that have been utilized for phosphopeptides prior to MS analysis.
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Affiliation(s)
- Chenxi Yang
- Department of Chemistry, University of Wisconsin, 1101 University Avenue, Madison, Wisconsin 53706, United States
| | - Xuefei Zhong
- School of Pharmacy, University of Wisconsin, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Lingjun Li
- Department of Chemistry, University of Wisconsin, 1101 University Avenue, Madison, Wisconsin 53706, United States
- School of Pharmacy, University of Wisconsin, 777 Highland Avenue, Madison, Wisconsin 53705, United States
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Huang J, Wang F, Ye M, Zou H. Enrichment and separation techniques for large-scale proteomics analysis of the protein post-translational modifications. J Chromatogr A 2014; 1372C:1-17. [DOI: 10.1016/j.chroma.2014.10.107] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2014] [Revised: 10/31/2014] [Accepted: 10/31/2014] [Indexed: 12/16/2022]
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21
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Ruprecht B, Koch H, Medard G, Mundt M, Kuster B, Lemeer S. Comprehensive and reproducible phosphopeptide enrichment using iron immobilized metal ion affinity chromatography (Fe-IMAC) columns. Mol Cell Proteomics 2014; 14:205-15. [PMID: 25394399 DOI: 10.1074/mcp.m114.043109] [Citation(s) in RCA: 97] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Advances in phosphopeptide enrichment methods enable the identification of thousands of phosphopeptides from complex samples. Current offline enrichment approaches using TiO(2), Ti, and Fe immobilized metal ion affinity chromatography (IMAC) material in batch or microtip format are widely used, but they suffer from irreproducibility and compromised selectivity. To address these shortcomings, we revisited the merits of performing phosphopeptide enrichment in an HPLC column format. We found that Fe-IMAC columns enabled the selective, comprehensive, and reproducible enrichment of phosphopeptides out of complex lysates. Column enrichment did not suffer from bead-to-sample ratio issues and scaled linearly from 100 μg to 5 mg of digest. Direct measurements on an Orbitrap Velos mass spectrometer identified >7500 unique phosphopeptides with 90% selectivity and good quantitative reproducibility (median cv of 15%). The number of unique phosphopeptides could be increased to more than 14,000 when the IMAC eluate was subjected to a subsequent hydrophilic strong anion exchange separation. Fe-IMAC columns outperformed Ti-IMAC and TiO(2) in batch or tip mode in terms of phosphopeptide identification and intensity. Permutation enrichments of flow-throughs showed that all materials largely bound the same phosphopeptide species, independent of physicochemical characteristics. However, binding capacity and elution efficiency did profoundly differ among the enrichment materials and formats. As a result, the often quoted orthogonality of the materials has to be called into question. Our results strongly suggest that insufficient capacity, inefficient elution, and the stochastic nature of data-dependent acquisition in mass spectrometry are the causes of the experimentally observed complementarity. The Fe-IMAC enrichment workflow using an HPLC format developed here enables rapid and comprehensive phosphoproteome analysis that can be applied to a wide range of biological systems.
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Affiliation(s)
- Benjamin Ruprecht
- From the * Chair of Proteomics and Bioanalytics, Technische Universität München, Emil Erlenmeyer Forum 5, 85354 Freising, Germany, ¶ Center for Integrated Protein Science Munich, Emil Erlenmeyer Forum 5, 85354 Freising, Germany
| | - Heiner Koch
- From the * Chair of Proteomics and Bioanalytics, Technische Universität München, Emil Erlenmeyer Forum 5, 85354 Freising, Germany
| | - Guillaume Medard
- From the * Chair of Proteomics and Bioanalytics, Technische Universität München, Emil Erlenmeyer Forum 5, 85354 Freising, Germany
| | - Max Mundt
- From the * Chair of Proteomics and Bioanalytics, Technische Universität München, Emil Erlenmeyer Forum 5, 85354 Freising, Germany
| | - Bernhard Kuster
- From the * Chair of Proteomics and Bioanalytics, Technische Universität München, Emil Erlenmeyer Forum 5, 85354 Freising, Germany, ¶ Center for Integrated Protein Science Munich, Emil Erlenmeyer Forum 5, 85354 Freising, Germany
| | - Simone Lemeer
- From the * Chair of Proteomics and Bioanalytics, Technische Universität München, Emil Erlenmeyer Forum 5, 85354 Freising, Germany, ¶ Center for Integrated Protein Science Munich, Emil Erlenmeyer Forum 5, 85354 Freising, Germany
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22
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Ye X, Li L. Macroporous reversed-phase separation of proteins combined with reversed-phase separation of phosphopeptides and tandem mass spectrometry for profiling the phosphoproteome of MDA-MB-231 cells. Electrophoresis 2014; 35:3479-86. [PMID: 24888630 DOI: 10.1002/elps.201300586] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2013] [Revised: 05/02/2014] [Accepted: 05/20/2014] [Indexed: 12/13/2022]
Abstract
A new method of combining macroporous RP (mRP) protein fractionation with RPLC peptide separation MS/MS is reported for profiling the phosphoproteome of a complex sample. In this method, an mRP-C18 column was used to fractionate the proteins from a whole cell lysate of a breast cancer cell line, MDA-MB-231, into 38 fractions. Each fraction was subjected to tryptic digestion, sequential phosphopeptide enrichment by immobilized metal ion affinity chromatography and titanium dioxide (TiO2 ), followed by capillary RPLC-MS/MS analysis. For comparison, the conventional method of using strong cation exchange RPLC separation of peptides combined with MS/MS was also used for analyzing the phosphoproteome. Replicate experiments by the mRP-RPLC method identified 1585 distinct phosphoproteins with 4519 phosphopeptides, compared to 1585 phosphoproteins with 4297 phosphopeptides by strong cation exchange RPLC, with a total of 1947 phosphoproteins and 6278 phosphopeptides identified from the combined results. While the two methods have similar ability in the identification of the phosphoproteome, they produce complementary information. The phosphoproteins identified in this study, including 67 novel phosphorylation sites from 56 breast cancer related proteins, can serve as the entry point for future validation with biological implications in breast cancer. The MS proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD000948 and DOI 10.6019/PXD000948.
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Affiliation(s)
- Xiaoxia Ye
- Department of Chemistry, University of Alberta, Edmonton, Canada
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Marchini FK, de Godoy LMF, Batista M, Kugeratski FG, Krieger MA. Towards the phosphoproteome of trypanosomatids. Subcell Biochem 2014; 74:351-378. [PMID: 24264253 DOI: 10.1007/978-94-007-7305-9_15] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
The identification and localization of protein phosphorylation sites provide clues to what proteins or pathways might be activated in a given condition, helping to improve our understanding about signaling networks. Advances in strategies for enrichment of phosphorylated peptides/proteins, mass spectrometry (MS) instrumentation, and specific MS techniques for identification and quantification of post-translational modifications have allowed for large-scale mapping of phosphorylation sites, promoting the field of phosphoproteomics. The great promise of phosphoproteomics is to unravel the dynamics of signaling networks, a layer of the emerging field of systems biology. Until a few years ago only a small number of phosphorylation sites had been described. Following large-scale trends, recent phosphoproteomic studies have reported the mapping of thousands of phosphorylation sites in trypanosomatids. However, quantitative information about the regulation of such sites in different conditions is still lacking. In this chapter, we provide a historical overview of phosphoproteomic studies for trypanosomatids and discuss some challenges and perspectives in the field.
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24
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Rigbolt KT, Zarei M, Sprenger A, Becker AC, Diedrich B, Huang X, Eiselein S, Kristensen AR, Gretzmeier C, Andersen JS, Zi Z, Dengjel J. Characterization of early autophagy signaling by quantitative phosphoproteomics. Autophagy 2013; 10:356-71. [PMID: 24275748 DOI: 10.4161/auto.26864] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Under conditions of nutrient shortage autophagy is the primary cellular mechanism ensuring availability of substrates for continuous biosynthesis. Subjecting cells to starvation or rapamycin efficiently induces autophagy by inhibiting the MTOR signaling pathway triggering increased autophagic flux. To elucidate the regulation of early signaling events upon autophagy induction, we applied quantitative phosphoproteomics characterizing the temporal phosphorylation dynamics after starvation and rapamycin treatment. We obtained a comprehensive atlas of phosphorylation kinetics within the first 30 min upon induction of autophagy with both treatments affecting widely different cellular processes. The identification of dynamic phosphorylation already after 2 min demonstrates that the earliest events in autophagy signaling occur rapidly after induction. The data was subjected to extensive bioinformatics analysis revealing regulated phosphorylation sites on proteins involved in a wide range of cellular processes and an impact of the treatments on the kinome. To approach the potential function of the identified phosphorylation sites we performed a screen for MAP1LC3-interacting proteins and identified a group of binding partners exhibiting dynamic phosphorylation patterns. The data presented here provide a valuable resource on phosphorylation events underlying early autophagy induction.
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Affiliation(s)
- Kristoffer Tg Rigbolt
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany
| | - Mostafa Zarei
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany
| | - Adrian Sprenger
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany; Department of Dermatology; University Freiburg Medical Center; Freiburg, Germany
| | - Andrea C Becker
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany
| | - Britta Diedrich
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany
| | - Xun Huang
- BIOSS Centre for Biological Signaling Studies; University of Freiburg; Freiburg, Germany
| | - Sven Eiselein
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany; BIOSS Centre for Biological Signaling Studies; University of Freiburg; Freiburg, Germany
| | - Anders R Kristensen
- Centre for High-throughput Biology; Department of Biochemistry and Molecular Biology; University of British Columbia; Vancouver, BC CA
| | - Christine Gretzmeier
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany
| | - Jens S Andersen
- Department of Biochemistry and Molecular Biology; University of Southern Denmark; Odense, Denmark
| | - Zhike Zi
- BIOSS Centre for Biological Signaling Studies; University of Freiburg; Freiburg, Germany
| | - Jörn Dengjel
- Freiburg Institute for Advanced Studies (FRIAS); School of Life Sciences-LifeNet; Freiburg, Germany; ZBSA Center for Biological Systems Analysis; University of Freiburg; Freiburg, Germany; Department of Dermatology; University Freiburg Medical Center; Freiburg, Germany; BIOSS Centre for Biological Signaling Studies; University of Freiburg; Freiburg, Germany
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25
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Zarei M, Sprenger A, Gretzmeier C, Dengjel J. Rapid Combinatorial ERLIC–SCX Solid-Phase Extraction for In-Depth Phosphoproteome Analysis. J Proteome Res 2013; 12:5989-95. [DOI: 10.1021/pr4007969] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Mostafa Zarei
- Freiburg
Institute for Advanced Studies (FRIAS), School of Life Sciences-LifeNet, University of Freiburg, Albertstr. 19, 79104 Freiburg, Germany
- ZBSA
Center for Biological Systems Analysis, University of Freiburg, Habsburgerstr. 49, 79104 Freiburg, Germany
| | - Adrian Sprenger
- Freiburg
Institute for Advanced Studies (FRIAS), School of Life Sciences-LifeNet, University of Freiburg, Albertstr. 19, 79104 Freiburg, Germany
- ZBSA
Center for Biological Systems Analysis, University of Freiburg, Habsburgerstr. 49, 79104 Freiburg, Germany
- Department
of Dermatology, University Freiburg Medical Center, Hauptstr. 7, 79104 Freiburg, Germany
| | - Christine Gretzmeier
- Freiburg
Institute for Advanced Studies (FRIAS), School of Life Sciences-LifeNet, University of Freiburg, Albertstr. 19, 79104 Freiburg, Germany
- ZBSA
Center for Biological Systems Analysis, University of Freiburg, Habsburgerstr. 49, 79104 Freiburg, Germany
| | - Joern Dengjel
- Freiburg
Institute for Advanced Studies (FRIAS), School of Life Sciences-LifeNet, University of Freiburg, Albertstr. 19, 79104 Freiburg, Germany
- ZBSA
Center for Biological Systems Analysis, University of Freiburg, Habsburgerstr. 49, 79104 Freiburg, Germany
- Department
of Dermatology, University Freiburg Medical Center, Hauptstr. 7, 79104 Freiburg, Germany
- BIOSS
Centre for Biological Signalling Studies, University of Freiburg, Schänzlestr. 18, 79104 Freiburg, Germany
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26
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Yue XS, Hummon AB. Combination of Multistep IMAC Enrichment with High-pH Reverse Phase Separation for In-Depth Phosphoproteomic Profiling. J Proteome Res 2013; 12:4176-86. [DOI: 10.1021/pr4005234] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Xiao-Shan Yue
- Department of Chemistry and Biochemistry, University of Notre Dame, 251 Nieuwland Science Hall,
Notre Dame, Indiana 46556, United States
| | - Amanda B. Hummon
- Department of Chemistry and Biochemistry, University of Notre Dame, 251 Nieuwland Science Hall,
Notre Dame, Indiana 46556, United States
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27
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Loroch S, Dickhut C, Zahedi RP, Sickmann A. Phosphoproteomics--more than meets the eye. Electrophoresis 2013; 34:1483-92. [PMID: 23576030 DOI: 10.1002/elps.201200710] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2012] [Revised: 02/22/2013] [Accepted: 03/10/2013] [Indexed: 12/16/2022]
Abstract
PTMs enable cells to adapt to internal and external stimuli in the milliseconds to seconds time regime. Protein phosphorylation is probably the most important of these modifications as it affects protein structure and interactions, critically influencing the life cycle of a cell. In the last 15 years, new insights into phosphorylation have been provided by highly sensitive MS-based approaches combined with specific phosphopeptide enrichment strategies. Although so far research has mainly focused on the discovery and characterization of O-phosphorylation, this review also briefly outlines the current knowledge about N-phosphorylation depicting its ubiquitous relevance. Further, common pitfalls in sample preparation, LC-MS analysis, and subsequent data analysis are discussed as well as issues regarding quality and comparability of studies on protein phosphorylation.
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Affiliation(s)
- Stefan Loroch
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V, Dortmund, Germany
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28
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Zhang Y, Fonslow BR, Shan B, Baek MC, Yates JR. Protein analysis by shotgun/bottom-up proteomics. Chem Rev 2013; 113:2343-94. [PMID: 23438204 PMCID: PMC3751594 DOI: 10.1021/cr3003533] [Citation(s) in RCA: 1029] [Impact Index Per Article: 85.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Yaoyang Zhang
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Bryan R. Fonslow
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Bing Shan
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Moon-Chang Baek
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
- Department of Molecular Medicine, Cell and Matrix Biology Research Institute, School of Medicine, Kyungpook National University, Daegu 700-422, Republic of Korea
| | - John R. Yates
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
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29
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