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Mehlferber MM, Kuyumcu-Martinez M, Miller CL, Sheynkman GM. Transcription factors and splice factors - interconnected regulators of stem cell differentiation. CURRENT STEM CELL REPORTS 2023; 9:31-41. [PMID: 38939410 PMCID: PMC11210451 DOI: 10.1007/s40778-023-00227-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/12/2023] [Indexed: 06/29/2024]
Abstract
Purpose of review The underlying molecular mechanisms that direct stem cell differentiation into fully functional, mature cells remain an area of ongoing investigation. Cell state is the product of the combinatorial effect of individual factors operating within a coordinated regulatory network. Here, we discuss the contribution of both gene regulatory and splicing regulatory networks in defining stem cell fate during differentiation and the critical role of protein isoforms in this process. Recent findings We review recent experimental and computational approaches that characterize gene regulatory networks, splice regulatory networks, and the resulting transcriptome and proteome they mediate during differentiation. Such approaches include long-read RNA sequencing, which has demonstrated high-resolution profiling of mRNA isoforms, and Cas13-based CRISPR, which could make possible high-throughput isoform screening. Collectively, these developments enable systems-level profiling of factors contributing to cell state. Summary Overall, gene and splice regulatory networks are important in defining cell state. The emerging high-throughput systems-level approaches will characterize the gene regulatory network components necessary in driving stem cell differentiation.
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Affiliation(s)
- Madison M Mehlferber
- Department of Biochemistry and Molecular Genetics, University Virginia, Charlottesville, VA 22903
| | - Muge Kuyumcu-Martinez
- Department of Molecular Physiology and Biological Physics, University of Virginia, School of Medicine, Fontaine Medical Office Building 1, 415 Ray C. Hunt Dr, Charlottesville, VA 22903
| | - Clint L Miller
- Department of Public Health Sciences, Department of Biochemistry and Molecular Genetics, and Department of Biomedical Engineering, University of Virginia, Multistory Building, West Complex, 1335 Lee St, Charlottesville, VA 22908, PO Box 800717, Charlottesville, Virginia 22908
| | - Gloria M Sheynkman
- Department of Molecular Physiology and Biological Physics, Center for Public Health Genomics, UVA Comprehensive Cancer Center, Department of Biochemistry and Molecular Genetics, University of Virginia, 1340 Jefferson Park Avenue, Charlottesville, VA 22903
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2
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Na 2CO 3-responsive Photosynthetic and ROS Scavenging Mechanisms in Chloroplasts of Alkaligrass Revealed by Phosphoproteomics. GENOMICS PROTEOMICS & BIOINFORMATICS 2020; 18:271-288. [PMID: 32683046 PMCID: PMC7801222 DOI: 10.1016/j.gpb.2018.10.011] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 09/08/2018] [Accepted: 10/23/2018] [Indexed: 12/27/2022]
Abstract
Alkali-salinity exerts severe osmotic, ionic, and high-pH stresses to plants. To understand the alkali-salinity responsive mechanisms underlying photosynthetic modulation and reactive oxygen species (ROS) homeostasis, physiological and diverse quantitative proteomics analyses of alkaligrass (Puccinellia tenuiflora) under Na2CO3 stress were conducted. In addition, Western blot, real-time PCR, and transgenic techniques were applied to validate the proteomic results and test the functions of the Na2CO3-responsive proteins. A total of 104 and 102 Na2CO3-responsive proteins were identified in leaves and chloroplasts, respectively. In addition, 84 Na2CO3-responsive phosphoproteins were identified, including 56 new phosphorylation sites in 56 phosphoproteins from chloroplasts, which are crucial for the regulation of photosynthesis, ion transport, signal transduction, and energy homeostasis. A full-length PtFBA encoding an alkaligrass chloroplastic fructose-bisphosphate aldolase (FBA) was overexpressed in wild-type cells of cyanobacterium Synechocystis sp. Strain PCC 6803, leading to enhanced Na2CO3 tolerance. All these results indicate that thermal dissipation, state transition, cyclic electron transport, photorespiration, repair of photosystem (PS) II, PSI activity, and ROS homeostasis were altered in response to Na2CO3 stress, which help to improve our understanding of the Na2CO3-responsive mechanisms in halophytes.
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Matthiesen R, Carvalho AS. Methods and Algorithms for Quantitative Proteomics by Mass Spectrometry. Methods Mol Biol 2020; 2051:161-197. [PMID: 31552629 DOI: 10.1007/978-1-4939-9744-2_7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Protein quantitation by mass spectrometry has always been a resourceful technique in protein discovery, and more recently it has leveraged the advent of clinical proteomics. A single mass spectrometry analysis experiment provides identification and quantitation of proteins as well as information on posttranslational modifications landscape. By contrast, protein array technologies are restricted to quantitation of targeted proteins and their modifications. Currently, there are an overwhelming number of quantitative mass spectrometry methods for protein and peptide quantitation. The aim here is to provide an overview of the most common mass spectrometry methods and algorithms used in quantitative proteomics and discuss the computational aspects to obtain reliable quantitative measures of proteins, peptides and their posttranslational modifications. The development of a pipeline using commercial or freely available software is one of the main challenges in data analysis of many experimental projects. Recent developments of R statistical programming language make it attractive to fully develop pipelines for quantitative proteomics. We discuss concepts of quantitative proteomics that together with current R packages can be used to build highly customizable pipelines.
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Affiliation(s)
- Rune Matthiesen
- Computational and Experimental Biology Group, CEDOC, Chronic Diseases Research Centre, NOVA Medical School, Faculdade de Ciências Médicas, Universidade NOVA de Lisboa, Lisboa, Portugal
| | - Ana Sofia Carvalho
- Computational and Experimental Biology Group, CEDOC, Chronic Diseases Research Centre, NOVA Medical School, Faculdade de Ciências Médicas, Universidade NOVA de Lisboa, Lisboa, Portugal.
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4
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Feasibility of Utilizing Stable-Isotope Dimethyl Labeling in Liquid Chromatography⁻Tandem Mass Spectrometry-Based Determination for Food Allergens-Case of Kiwifruit. Molecules 2019; 24:molecules24101920. [PMID: 31109069 PMCID: PMC6571768 DOI: 10.3390/molecules24101920] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Revised: 05/17/2019] [Accepted: 05/17/2019] [Indexed: 12/28/2022] Open
Abstract
Stable-isotope dimethyl labeling is a highly reactive and cost-effective derivatization procedure that could be utilized in proteomics analysis. In this study, a liquid chromatography- tandem mass spectrometry in multiple reaction monitoring mode (LC-MS-MRM) platform for the quantification of kiwi allergens was first developed using this strategy. Three signature peptides for target allergens Act d 1, Act d 5, and Act d 11 were determined and were derivatized with normal and deuterated formaldehyde as external calibrants and internal standards, respectively. The results showed that sample preparation with the phenol method provided comprehensive protein populations. Recoveries at four different levels ranging from 72.5-109.3% were achieved for the H-labeled signature peptides of Act d 1 (SPA1-H) and Act d 5 (SPA5-H) with precision ranging from 1.86-9.92%. The limit of quantification (LOQ) was set at 8 pg mL-1 for SPA1-H and at 8 ng mL-1 for SPA5-H. The developed procedure was utilized to analyze seven kinds of hand-made kiwi foods containing 0.0175-0.0515 mg g-1 of Act d 1 and 0.0252-0.0556 mg g-1 of Act d 5. This study extended the applicability of stable-isotope dimethyl labeling to the economical and precise determination of food allergens and peptides.
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5
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Chen M, Zhang M, Zhai L, Hu H, Liu P, Tan M. Tryptic Peptides Bearing C-Terminal Dimethyllysine Need to Be Considered during the Analysis of Lysine Dimethylation in Proteomic Study. J Proteome Res 2017; 16:3460-3469. [PMID: 28730820 DOI: 10.1021/acs.jproteome.7b00373] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Lysine methylation plays important roles in structural and functional regulation of chromatin. Although trypsin is the most widely used protease in mass spectrometry-based proteomic analysis for lysine methylation substrates, the proteolytic activity of trypsin on dimethylated lysine residues remains an arguable issue. In this study, we tested the ability of trypsin to cleave dimethylated lysine residues in synthetic peptides, purified albumin, and whole cell lysate, and found that the C-terminal of dimethylated lysine residue could be cleaved in a protein sequence-dependent manner. Kinetic studies revealed that the optimal digestion time and enzyme-to-substrate ratio for the cleavage of dimethylated lysine by trypsin was around 16 h and 1:50, respectively. We further showed the tryptic C-terminal lysine-dimethylated (C-Kme2) peptides could contribute to a significant portion of substrate identification in the proteomic study, which utilizes the chemical dimethylation labeling approach. More than 120 tryptic C-Kme2 peptides (7% of total peptides identified) were identified in chemically lysine-dimethyl-labeled HeLa whole cell lysate by a single-shot nanoflow high performance liquid chromatography with tandem mass spectrometry (nano-HPLC-MS/MS) analysis. Moreover, in an assay for substrate identification of protease Glu-C using stable isotope dimethyl labeling approach, our data showed the tryptic C-Kme2 peptides accounted for more than 13% of total tryptic peptides. Additionally, our in vivo methylome profiling data revealed some C-Kme2 peptides, which is of importance to identification and quantification of biologically relevant protein and lysine-methylated site. Therefore, we reason that the tryptic peptides bearing C-terminal dimethylated lysine need to be considered in the mass spectrometric analysis of lysine dimethylation.
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Affiliation(s)
- Ming Chen
- The Chemical Proteomics Center and State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences , Shanghai 201203, PR China.,University of Chinese Academy of Sciences , Beijing 100049, PR China
| | - Min Zhang
- The Chemical Proteomics Center and State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences , Shanghai 201203, PR China.,University of Chinese Academy of Sciences , Beijing 100049, PR China
| | - Linhui Zhai
- The Chemical Proteomics Center and State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences , Shanghai 201203, PR China
| | - Hao Hu
- The Chemical Proteomics Center and State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences , Shanghai 201203, PR China
| | - Ping Liu
- The Chemical Proteomics Center and State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences , Shanghai 201203, PR China
| | - Minjia Tan
- The Chemical Proteomics Center and State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences , Shanghai 201203, PR China.,University of Chinese Academy of Sciences , Beijing 100049, PR China
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6
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Qin G, Ma J, Chen X, Chu Z, She YM. Methylated-antibody affinity purification to improve proteomic identification of plant RNA polymerase Pol V complex and the interacting proteins. Sci Rep 2017; 7:42943. [PMID: 28224978 PMCID: PMC5320500 DOI: 10.1038/srep42943] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2016] [Accepted: 01/17/2017] [Indexed: 11/09/2022] Open
Abstract
Affinity purification followed by enzymatic digestion and mass spectrometry has been widely utilized for the sensitive detection of interacting proteins and protein complexes in various organisms. In plants, the method is technically challenging due to the low abundance proteins, non-specific binding and difficulties of eluting interacting proteins from antibody beads. In this report, we describe a strategy to modify antibodies by reductive methylation of lysines without affecting their binding properties, followed by on-bead digestion of bound proteins with endoproteinase Lys-C. By this method, the antibody remains intact and does not interfere with the downstream identification of interacting proteins. Non-specific binding proteins were excluded using 14N/15N-metabolic labeling of wild-type and the transgenic plant counterparts. The method was employed to identify 12 co-immunoprecipitated protein subunits in Pol V complex and to discover 17 potential interacting protein targets in Arabidopsis. Our results demonstrated that the modification of antibodies by reductive dimethylation can improve the reliability and sensitivity of identifying low-abundance proteins through on-bead digestion and mass spectrometry. We also show that coupling this technique with chemical crosslinking enables in-depth characterization of endogenous protein complexes and the protein-protein interaction networks including mapping the surface topology and post-translational modifications of interacting proteins.
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Affiliation(s)
- Guochen Qin
- Shanghai Center for Plant Stress Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, 3888 Chenhua Road, Shanghai 201602, P. R. China
| | - Jun Ma
- Shanghai Center for Plant Stress Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, 3888 Chenhua Road, Shanghai 201602, P. R. China
| | - Xiaomei Chen
- Shanghai Center for Plant Stress Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, 3888 Chenhua Road, Shanghai 201602, P. R. China
| | - Zhaoqing Chu
- Shanghai Chenshan Plant Science Research Center and Shanghai Chenshan Botanic Garden, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, 3888 Chenhua Road, Shanghai 201602, P. R. China
| | - Yi-Min She
- Shanghai Center for Plant Stress Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, 3888 Chenhua Road, Shanghai 201602, P. R. China.,Centre for Biologics Evaluation, Biologics and Genetic Therapies Directorate, Health Canada, Ottawa, Ontario, K1A 0K9, Canada
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7
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Golghalyani V, Neupärtl M, Wittig I, Bahr U, Karas M. ArgC-Like Digestion: Complementary or Alternative to Tryptic Digestion? J Proteome Res 2017; 16:978-987. [DOI: 10.1021/acs.jproteome.6b00921] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Affiliation(s)
- Vahid Golghalyani
- Institute
of Pharmaceutical Chemistry, Goethe-University, Frankfurt am Main 60438, Germany
| | - Moritz Neupärtl
- Institute
of Pharmaceutical Chemistry, Goethe-University, Frankfurt am Main 60438, Germany
| | - Ilka Wittig
- Functional
Proteomics, Centre for Biochemistry, Medical School, Goethe-University, Frankfurt 60590, Germany
- Cluster
of Excellence “Macromolecular Complexes”, Goethe University, Frankfurt am Main 60438, Germany
- German
Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt 60590, Germany
| | - Ute Bahr
- Institute
of Pharmaceutical Chemistry, Goethe-University, Frankfurt am Main 60438, Germany
| | - Michael Karas
- Institute
of Pharmaceutical Chemistry, Goethe-University, Frankfurt am Main 60438, Germany
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8
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Strmiskova M, Desrochers GF, Shaw TA, Powdrill MH, Lafreniere MA, Pezacki JP. Chemical Methods for Probing Virus-Host Proteomic Interactions. ACS Infect Dis 2016; 2:773-786. [PMID: 27933785 DOI: 10.1021/acsinfecdis.6b00084] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Interactions between host and pathogen proteins constitute an important aspect of both infectivity and the host immune response. Different viruses have evolved complex mechanisms to hijack host-cell machinery and metabolic pathways to redirect resources and energy flow toward viral propagation. These interactions are often critical to the virus, and thus understanding these interactions at a molecular level gives rise to opportunities to develop novel antiviral strategies for therapeutic intervention. This review summarizes current advances in chemoproteomic methods for studying these molecular altercations between different viruses and their hosts.
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Affiliation(s)
- Miroslava Strmiskova
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Geneviève F. Desrochers
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Tyler A. Shaw
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Megan H. Powdrill
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - Matthew A. Lafreniere
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
| | - John Paul Pezacki
- Department of Chemistry and Biomolecular Sciences, Centre
for Chemical and Synthetic Biology, University of Ottawa, 10 Marie-Curie Private, Ottawa, Ontario, Canada K1N 6N5
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9
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Qu Z, Greenlief CM, Gu Z. Quantitative Proteomic Approaches for Analysis of Protein S-Nitrosylation. J Proteome Res 2015; 15:1-14. [DOI: 10.1021/acs.jproteome.5b00857] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
| | - C. Michael Greenlief
- Department
of Chemistry, University of Missouri College of Arts and Science, Columbia, Missouri 65211, United States
| | - Zezong Gu
- Harry S. Truman Veterans’ Hospital, Columbia, Missouri 65201, United States
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10
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Li L, Yan G, Zhang X. Isolation of acetylated and free N-terminal peptides from proteomic samples based on tresyl-functionalized microspheres. Talanta 2015; 144:122-8. [DOI: 10.1016/j.talanta.2015.05.068] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2015] [Revised: 05/21/2015] [Accepted: 05/25/2015] [Indexed: 12/26/2022]
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11
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Expression and purification of human WWP2 HECT domain in Escherichia coli. Protein Expr Purif 2015; 110:95-101. [DOI: 10.1016/j.pep.2014.12.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2014] [Revised: 12/10/2014] [Accepted: 12/19/2014] [Indexed: 11/23/2022]
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12
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Srinivasa S, Ding X, Kast J. Formaldehyde cross-linking and structural proteomics: Bridging the gap. Methods 2015; 89:91-8. [PMID: 25979347 DOI: 10.1016/j.ymeth.2015.05.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2015] [Revised: 04/30/2015] [Accepted: 05/06/2015] [Indexed: 12/21/2022] Open
Abstract
Proteins are dynamic entities constantly moving and altering their structures based on their functions and interactions inside and outside the cell. Formaldehyde cross-linking combined with mass spectrometry can accurately capture interactions of these rapidly changing biomolecules while maintaining their physiological surroundings. Even with its numerous established uses in biology and compatibility with mass spectrometry, formaldehyde has not yet been applied in structural proteomics. However, formaldehyde cross-linking is moving toward analyzing tertiary structure, which conventional cross-linkers have already accomplished. The purpose of this review is to describe the potential of formaldehyde cross-linking in structural proteomics by highlighting its applications, characteristics and current status in the field.
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Affiliation(s)
- Savita Srinivasa
- The Biomedical Research Centre, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; Department of Chemistry, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Xuan Ding
- The Biomedical Research Centre, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; Department of Chemistry, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; Institute for Genomics, Biocomputing and Biotechnology, Mississippi State University, Mississippi State, MS 39762, United States
| | - Juergen Kast
- The Biomedical Research Centre, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; Department of Chemistry, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; Centre for Blood Research, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
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13
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Roberson KJ, Macnaughtan MA. Review of methods to assign the nuclear magnetic resonance peaks of reductively methylated proteins. Anal Biochem 2014; 466:76-82. [PMID: 25175010 PMCID: PMC4252242 DOI: 10.1016/j.ab.2014.08.024] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2014] [Revised: 08/19/2014] [Accepted: 08/20/2014] [Indexed: 01/31/2023]
Abstract
Reductive methylation of lysyl side-chain amines has been a successful tool in the advancement of high-resolution structural biology. The utility of this method has continuously gained ground as a protein chemical modification, first as a tool to aid protein crystallization and later as a probe in protein nuclear magnetic resonance (NMR) spectroscopy. As an isotope-labeling strategy for NMR studies, reductive methylation has contributed to the study of protein-protein interactions and global conformational changes. Although more detailed structural studies using this labeling strategy are possible, the hurdle of assigning the NMR peaks to the corresponding reductively methylated amine hinders its use. In this review, we discuss and compare strategies used to assign the NMR peaks of reductively methylated protein amines.
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Affiliation(s)
- Kevin J Roberson
- Department of Chemistry, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Megan A Macnaughtan
- Department of Chemistry, Louisiana State University, Baton Rouge, LA 70803, USA.
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14
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Tolonen AC, Haas W. Quantitative proteomics using reductive dimethylation for stable isotope labeling. J Vis Exp 2014. [PMID: 25045933 DOI: 10.3791/51416] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Stable isotope labeling of peptides by reductive dimethylation (ReDi labeling) is a method to accurately quantify protein expression differences between samples using mass spectrometry. ReDi labeling is performed using either regular (light) or deuterated (heavy) forms of formaldehyde and sodium cyanoborohydride to add two methyl groups to each free amine. Here we demonstrate a robust protocol for ReDi labeling and quantitative comparison of complex protein mixtures. Protein samples for comparison are digested into peptides, labeled to carry either light or heavy methyl tags, mixed, and co-analyzed by LC-MS/MS. Relative protein abundances are quantified by comparing the ion chromatogram peak areas of heavy and light labeled versions of the constituent peptide extracted from the full MS spectra. The method described here includes sample preparation by reversed-phase solid phase extraction, on-column ReDi labeling of peptides, peptide fractionation by basic pH reversed-phase (BPRP) chromatography, and StageTip peptide purification. We discuss advantages and limitations of ReDi labeling with respect to other methods for stable isotope incorporation. We highlight novel applications using ReDi labeling as a fast, inexpensive, and accurate method to compare protein abundances in nearly any type of sample.
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Affiliation(s)
- Andrew C Tolonen
- CEA, DSV, IG, Genoscope; CNRS-UMR8030, Évry, France; Université d'Évry Val d'Essonne;
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15
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Qu Z, Meng F, Bomgarden RD, Viner RI, Li J, Rogers JC, Cheng J, Greenlief CM, Cui J, Lubahn DB, Sun GY, Gu Z. Proteomic quantification and site-mapping of S-nitrosylated proteins using isobaric iodoTMT reagents. J Proteome Res 2014; 13:3200-11. [PMID: 24926564 PMCID: PMC4084841 DOI: 10.1021/pr401179v] [Citation(s) in RCA: 99] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
![]()
S-Nitrosylation is a redox-based protein post-translational
modification in response to nitric oxide signaling and is involved
in a wide range of biological processes. Detection and quantification
of protein S-nitrosylation have been challenging
tasks due to instability and low abundance of the modification. Many
studies have used mass spectrometry (MS)-based methods with different
thiol-reactive reagents to label and identify proteins with S-nitrosylated cysteine (SNO-Cys). In this study, we developed
a novel iodoTMT switch assay (ISA) using an isobaric set of thiol-reactive
iodoTMTsixplex reagents to specifically detect and quantify protein S-nitrosylation. Irreversible labeling of SNO-Cys with the
iodoTMTsixplex reagents enables immune-affinity detection of S-nitrosylated proteins, enrichment of iodoTMT-labeled peptides
by anti-TMT resin, and importantly, unambiguous modification site-mapping
and multiplex quantification by liquid chromatography–tandem
MS. Additionally, we significantly improved anti-TMT peptide enrichment
efficiency by competitive elution. Using ISA, we identified a set
of SNO-Cys sites responding to lipopolysaccharide (LPS) stimulation
in murine BV-2 microglial cells and revealed effects of S-allyl cysteine from garlic on LPS-induced protein S-nitrosylation in antioxidative signaling and mitochondrial metabolic
pathways. ISA proved to be an effective proteomic approach for quantitative
analysis of S-nitrosylation in complex samples and
will facilitate the elucidation of molecular mechanisms of nitrosative
stress in disease.
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Affiliation(s)
- Zhe Qu
- Department of Pathology and Anatomical Sciences, ‡Department of Biochemistry, and §Center for Translational Neuroscience, University of Missouri School of Medicine , Columbia, Missouri, United States
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16
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Quantitative phosphoproteomic analysis reveals system-wide signaling pathways downstream of SDF-1/CXCR4 in breast cancer stem cells. Proc Natl Acad Sci U S A 2014; 111:E2182-90. [PMID: 24782546 DOI: 10.1073/pnas.1404943111] [Citation(s) in RCA: 93] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Breast cancer is the leading cause of cancer-related mortality in women worldwide, with an estimated 1.7 million new cases and 522,000 deaths around the world in 2012 alone. Cancer stem cells (CSCs) are essential for tumor reoccurrence and metastasis which is the major source of cancer lethality. G protein-coupled receptor chemokine (C-X-C motif) receptor 4 (CXCR4) is critical for tumor metastasis. However, stromal cell-derived factor 1 (SDF-1)/CXCR4-mediated signaling pathways in breast CSCs are largely unknown. Using isotope reductive dimethylation and large-scale MS-based quantitative phosphoproteome analysis, we examined protein phosphorylation induced by SDF-1/CXCR4 signaling in breast CSCs. We quantified more than 11,000 phosphorylation sites in 2,500 phosphoproteins. Of these phosphosites, 87% were statistically unchanged in abundance in response to SDF-1/CXCR4 stimulation. In contrast, 545 phosphosites in 266 phosphoproteins were significantly increased, whereas 113 phosphosites in 74 phosphoproteins were significantly decreased. SDF-1/CXCR4 increases phosphorylation in 60 cell migration- and invasion-related proteins, of them 43 (>70%) phosphoproteins are unrecognized. In addition, SDF-1/CXCR4 upregulates the phosphorylation of 44 previously uncharacterized kinases, 8 phosphatases, and 1 endogenous phosphatase inhibitor. Using computational approaches, we performed system-based analyses examining SDF-1/CXCR4-mediated phosphoproteome, including construction of kinase-substrate network and feedback regulation loops downstream of SDF-1/CXCR4 signaling in breast CSCs. We identified a previously unidentified SDF-1/CXCR4-PKA-MAP2K2-ERK signaling pathway and demonstrated the feedback regulation on MEK, ERK1/2, δ-catenin, and PPP1Cα in SDF-1/CXCR4 signaling in breast CSCs. This study gives a system-wide view of phosphorylation events downstream of SDF-1/CXCR4 signaling in breast CSCs, providing a resource for the study of CSC-targeted cancer therapy.
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17
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Mortera SL, Dioni I, Greco V, Neri C, Rovero P, Urbani A. pH-regulated formation of side products in the reductive amination approach for differential labeling of peptides in relative quantitative experiments. Electrophoresis 2014; 35:1259-67. [DOI: 10.1002/elps.201300484] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Stefano Levi Mortera
- Department of System Medicine; University of Rome Tor Vergata; Rome Italy
- Proteomic and Metabonomic Laboratory; Santa Lucia Foundation; Rome Italy
| | - Ilaria Dioni
- Section of Pharmaceutical Sciences and Nutraceutics; Department NeuroFarBa; Laboratory of Peptide and Protein Chemistry and Biology; University of Florence; Florence Italy
| | - Viviana Greco
- Proteomic and Metabonomic Laboratory; Santa Lucia Foundation; Rome Italy
| | - Cristina Neri
- Proteomic and Metabonomic Laboratory; Santa Lucia Foundation; Rome Italy
| | - Paolo Rovero
- Section of Pharmaceutical Sciences and Nutraceutics; Department NeuroFarBa; Laboratory of Peptide and Protein Chemistry and Biology; University of Florence; Florence Italy
| | - Andrea Urbani
- Department of System Medicine; University of Rome Tor Vergata; Rome Italy
- Proteomic and Metabonomic Laboratory; Santa Lucia Foundation; Rome Italy
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Lo A, Weiner JH, Li L. Analytical performance of reciprocal isotope labeling of proteome digests for quantitative proteomics and its application for comparative studies of aerobic and anaerobic Escherichia coli proteomes. Anal Chim Acta 2013; 795:25-35. [DOI: 10.1016/j.aca.2013.07.064] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2013] [Revised: 07/14/2013] [Accepted: 07/29/2013] [Indexed: 12/18/2022]
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Abstract
Mesenchymal stem cells (MSC) show great promise in a wide array of therapeutic applications due mainly to their capacity to suppress immune and inflammatory reactions and instigate normal tissue repair processes. The secretion of bioactive factors is thought to play a predominant role in the mechanisms of action for these clinically relevant functions. As such, a large body of MSC research has focussed on characterization of the MSC secretome; including both soluble factors and factors released in extracellular vesicles (e.g., exosomes and microvesicles). This review provides an overview of our current knowledge of the MSC secretome in the context of determining the clinical relevance of these cells. In addition, the review summarizes various approaches that have been utilized to identify proteins secreted by MSC and discusses the advantages and limitations of different proteomic methods. Finally, we discuss issues that must be addressed before the clinical relevance of research into the MSC secretome can be realized.
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Matthiesen R, Carvalho AS. Methods and algorithms for quantitative proteomics by mass spectrometry. Methods Mol Biol 2013; 1007:183-217. [PMID: 23666727 DOI: 10.1007/978-1-62703-392-3_8] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Protein quantitation by mass spectrometry (MS) is attractive since it is possible to obtain both identification and quantitative values of proteins and their posttranslational modifications in a single experiment. In contrast, protein arrays only provide quantitative values of targeted proteins and their modifications. There are an overwhelming number of quantitative MS methods for protein and peptide quantitation. The aim here is to provide an overview of the most common MS methods and algorithms used in quantitative proteomics and discuss the computational algorithms needed to reliably quantitate proteins, peptides, and their posttranslational modifications. One of the main challenges in data analysis of many experimental projects is to pipe together a number of software solutions that are either commercial or freely available. The aim of this chapter is to provide a good set of algorithms, ideas, and resources that can easily be implemented in scripting language like R, Python, or Perl. By understanding the algorithmic ideas presented here, data from any instrument or modified experimental protocol can be analyzed and is therefore in the authors' opinion more valuable than a black box concept.
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Affiliation(s)
- Rune Matthiesen
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal
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Rosu-Myles M, She YM, Fair J, Muradia G, Mehic J, Menendez P, Prasad SS, Cyr TD. Identification of a candidate proteomic signature to discriminate multipotent and non-multipotent stromal cells. PLoS One 2012; 7:e38954. [PMID: 22719999 PMCID: PMC3374805 DOI: 10.1371/journal.pone.0038954] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2012] [Accepted: 05/14/2012] [Indexed: 01/09/2023] Open
Abstract
Bone marrow stromal cell cultures contain multipotent cells that may have therapeutic utility for tissue restoration; however, the identity of the cell that maintains this function remains poorly characterized. We have utilized a unique model of murine bone marrow stroma in combination with liquid chromatography mass spectrometry to compare the nuclear, cytoplasmic and membrane associated proteomes of multipotent (MSC) (CD105+) and non-multipotent (CD105-) stromal cells. Among the 25 most reliably identified proteins, 10 were verified by both real-time PCR and Western Blot to be highly enriched, in CD105+ cells and were members of distinct biological pathways and functional networks. Five of these proteins were also identified as potentially expressed in human MSC derived from both standard and serum free human stromal cultures. The quantitative amount of each protein identified in human stromal cells was only minimally affected by media conditions but varied highly between bone marrow donors. This study provides further evidence of heterogeneity among cultured bone marrow stromal cells and identifies potential candidate proteins that may prove useful for identifying and quantifying both murine and human MSC in vitro.
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Affiliation(s)
- Michael Rosu-Myles
- Centre for Vaccine Evaluation, Biologics and Genetic Therapies Directorate, Health Products and Food Branch, Health Canada, Ottawa, Canada.
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The secretome of stem cells isolated from the adipose tissue and Wharton jelly acts differently on central nervous system derived cell populations. Stem Cell Res Ther 2012; 3:18. [PMID: 22551705 PMCID: PMC3392765 DOI: 10.1186/scrt109] [Citation(s) in RCA: 94] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2012] [Revised: 04/02/2012] [Accepted: 05/02/2012] [Indexed: 01/26/2023] Open
Abstract
Introduction It is hypothesized that administration of stromal/stem cells isolated from the adipose tissue (ASCs) and umbilical cord (HUCPVCs) can ameliorate the injured central nervous system (CNS). It is still not clear, however, whether they have similar or opposite effects on primary cultures of neuronal populations. The objective of the present work was to determine if ASCs and HUCPVCs preferentially act, or not, on specific cell populations within the CNS. Methods Primary cultures of hippocampal neurons were exposed to ASCs and HUCPVCs conditioned media (CM) (obtained 24, 48, 72 and 96 hours after three days of culture) for one week. Results Cell viability experiments (MTS (3-(4, 5-dimethylthiazol-2-yl)-5-(3-carboxymethoxyphenyl)-2(4-sulfophenyl)-2H tetrazolium) test) revealed that CM obtained from both cell populations at all time points did not cause any deleterious effects on neuronal cells. In fact, it was determined that whenever the ASCs CM were supplemented with basic fibroblast growth factor (bFGF) and B27, there was a significant increase in the metabolic viability and neuronal cell density of the cultures. On the other hand, in the absence of CM supplementation, it was the HUCPVCs secretome that had the highest impact on the metabolic viability and cell density. In an attempt to unveil which factors could be involved in the observed effects, a screening for the presence of bFGF, nerve growth factor (NGF), stem cell factor (SCF), hepatocyte growth factors (HGF) and vascular endothelial growth factor (VEGF) in the CM was performed. Results revealed the presence of all these factors in ASCs CM, except bFGF; in contrast, in HUCPVCs CM it was only possible to detect robust NGF expression. Conclusions Overall, the results confirm important differences on the secretome of ASCs and HUCPVCs, which lead to distinct effects on the metabolic viability and neuronal cell densities in primary cultures of hippocampal neurons; however, the factor(s) that promote the stronger effect of the HUCPVCs CM in neuronal survival is(are) still to be identified.
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