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Huang CF, Su P, Fisher TD, Levitsky J, Kelleher NL, Forte E. Mass spectrometry-based proteomics for advancing solid organ transplantation research. FRONTIERS IN TRANSPLANTATION 2023; 2:1286881. [PMID: 38993855 PMCID: PMC11235370 DOI: 10.3389/frtra.2023.1286881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 11/13/2023] [Indexed: 07/13/2024]
Abstract
Scarcity of high-quality organs, suboptimal organ quality assessment, unsatisfactory pre-implantation procedures, and poor long-term organ and patient survival are the main challenges currently faced by the solid organ transplant (SOT) field. New biomarkers for assessing graft quality pre-implantation, detecting, and predicting graft injury, rejection, dysfunction, and survival are critical to provide clinicians with invaluable prediction tools and guidance for personalized patients' treatment. Additionally, new therapeutic targets are also needed to reduce injury and rejection and improve transplant outcomes. Proteins, which underlie phenotypes, are ideal candidate biomarkers of health and disease statuses and therapeutic targets. A protein can exist in different molecular forms, called proteoforms. As the function of a protein depends on its exact composition, proteoforms can offer a more accurate basis for connection to complex phenotypes than protein from which they derive. Mass spectrometry-based proteomics has been largely used in SOT research for identification of candidate biomarkers and therapeutic intervention targets by so-called "bottom-up" proteomics (BUP). However, such BUP approaches analyze small peptides in lieu of intact proteins and provide incomplete information on the exact molecular composition of the proteins of interest. In contrast, "Top-down" proteomics (TDP), which analyze intact proteins retaining proteoform-level information, have been only recently adopted in transplantation studies and already led to the identification of promising proteoforms as biomarkers for organ rejection and dysfunction. We anticipate that the use of top-down strategies in combination with new technological advancements in single-cell and spatial proteomics could drive future breakthroughs in biomarker and therapeutic target discovery in SOT.
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Affiliation(s)
- Che-Fan Huang
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, United States
| | - Pei Su
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, United States
- Department of Chemistry, Northwestern University, Evanston, IL, United States
| | - Troy D. Fisher
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, United States
| | - Josh Levitsky
- Division of Gastroenterology and Hepatology, Comprehensive Transplant Center Northwestern University Feinberg School of Medicine, Chicago, IL, United States
| | - Neil L. Kelleher
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, United States
- Department of Chemistry, Northwestern University, Evanston, IL, United States
- Department of Biochemistry and Molecular Genetics, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
- Department of Surgery, Feinberg School of Medicine, Comprehensive Transplant Center, Northwestern University, Chicago, IL, United States
| | - Eleonora Forte
- Proteomics Center of Excellence, Northwestern University, Evanston, IL, United States
- Department of Surgery, Feinberg School of Medicine, Comprehensive Transplant Center, Northwestern University, Chicago, IL, United States
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Matamá T, Costa C, Fernandes B, Araújo R, Cruz CF, Tortosa F, Sheeba CJ, Becker JD, Gomes A, Cavaco-Paulo A. Changing human hair fibre colour and shape from the follicle. J Adv Res 2023:S2090-1232(23)00350-8. [PMID: 37967812 DOI: 10.1016/j.jare.2023.11.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 09/21/2023] [Accepted: 11/12/2023] [Indexed: 11/17/2023] Open
Abstract
INTRODUCTION Natural hair curvature and colour are genetically determined human traits, that we intentionally change by applying thermal and chemical treatments to the fibre. Presently, those cosmetic methodologies act externally and their recurrent use is quite detrimental to hair fibre quality and even to our health. OBJECTIVES This work represents a disruptive concept to modify natural hair colour and curvature. We aim to model the fibre phenotype as it is actively produced in the follicle through the topical delivery of specific bioactive molecules to the scalp. METHODS Transcriptome differences between curly and straight hairs were identified by microarray. In scalp samples, the most variable transcripts were mapped by in situ hybridization. Then, by using appropriate cellular models, we screened a chemical library of 1200 generic drugs, searching for molecules that could lead to changes in either fibre colour or curvature. A pilot-scale, single-centre, investigator-initiated, prospective, blind, bilateral (split-scalp) placebo-controlled clinical study with the intervention of cosmetics was conducted to obtain a proof of concept (RNEC n.92938). RESULTS We found 85 genes transcribed significantly different between curly and straight hair, not previously associated with this human trait. Next, we mapped some of the most variable genes to the inner root sheath of follicles, reinforcing the role of this cell layer in fibre shape moulding. From the drug library screening, we selected 3 and 4 hits as modulators of melanin synthesis and gene transcription, respectively, to be further tested in 33 volunteers. The intentional specific hair change occurred: 8 of 14 volunteers exhibited colour changes, and 16 of 19 volunteers presented curvature modifications, by the end of the study. CONCLUSION The promising results obtained are the first step towards future cosmetics, complementary or alternative to current methodologies, taking hair styling to a new level: changing hair from the inside out.
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Affiliation(s)
- Teresa Matamá
- CEB - Centre of Biological Engineering, University of Minho, 4710-057 Braga, Portugal; LABBELS - Associate Laboratory, 4710-057 Braga, Portugal.
| | - Cristiana Costa
- CEB - Centre of Biological Engineering, University of Minho, 4710-057 Braga, Portugal
| | - Bruno Fernandes
- CEB - Centre of Biological Engineering, University of Minho, 4710-057 Braga, Portugal
| | - Rita Araújo
- CBMA - Centre of Molecular and Environmental Biology, University of Minho, Campus of Gualtar, 4710-057, Braga, Portugal; CIBIO - Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO - Laboratório Associado, Campus de Vairão, Universidade do Porto, 4485-661 Vairão, Portugal
| | - Célia F Cruz
- CEB - Centre of Biological Engineering, University of Minho, 4710-057 Braga, Portugal
| | - Francisco Tortosa
- Serviço de Anatomia Patológica, CHLN - Hospital de Santa Maria / Faculdade de Medicina, Universidade de Lisboa, Lisboa, Portugal; Unidade de Anatomia Patológica, Hospital CUF Descobertas, Rua Mário Botas (Parque das Nações), 1998-018, Lisboa, Portugal
| | - Caroline J Sheeba
- ICVS - Life and Health Sciences Research Institute, University of Minho, 4710-057 Braga, Portugal; NIHR Central Commissioning Facility (CCF), Grange House, 15 Church Street, Twickenham, TW1 3NL, UK
| | - Jörg D Becker
- Instituto Gulbenkian de Ciência, Rua da Quinta Grande 6, Oeiras, 2780-156, Portugal; Instituto de Tecnologia Química e Biológica, Universidade Nova de Lisboa, Av. da República, Oeiras, 2780-157, Portugal
| | - Andreia Gomes
- CBMA - Centre of Molecular and Environmental Biology, University of Minho, Campus of Gualtar, 4710-057, Braga, Portugal
| | - Artur Cavaco-Paulo
- CEB - Centre of Biological Engineering, University of Minho, 4710-057 Braga, Portugal; LABBELS - Associate Laboratory, 4710-057 Braga, Portugal; Solfarcos - Pharmaceutical and Cosmetic Solutions Ltd, Avenida Imaculada Conceição n. 589, 4700-034 Braga, Portugal.
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Serdyukova K, Swearingen AR, Coradin M, Nevo M, Tran H, Bajric E, Brumbaugh J. Leveraging dominant-negative histone H3 K-to-M mutations to study chromatin during differentiation and development. Development 2023; 150:dev202169. [PMID: 38771302 PMCID: PMC10617616 DOI: 10.1242/dev.202169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2023]
Abstract
Histone modifications are associated with regulation of gene expression that controls a vast array of biological processes. Often, these associations are drawn by correlating the genomic location of a particular histone modification with gene expression or phenotype; however, establishing a causal relationship between histone marks and biological processes remains challenging. Consequently, there is a strong need for experimental approaches to directly manipulate histone modifications. A class of mutations on the N-terminal tail of histone H3, lysine-to-methionine (K-to-M) mutations, was identified as dominant-negative inhibitors of histone methylation at their respective and specific residues. The dominant-negative nature of K-to-M mutants makes them a valuable tool for studying the function of specific methylation marks on histone H3. Here, we review recent applications of K-to-M mutations to understand the role of histone methylation during development and homeostasis. We highlight important advantages and limitations that require consideration when using K-to-M mutants, particularly in a developmental context.
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Affiliation(s)
- Ksenia Serdyukova
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO 80309, USA
- University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, CO 80045, USA
- Charles C. Gates Center for Regenerative Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Alison R. Swearingen
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO 80309, USA
- University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, CO 80045, USA
- Charles C. Gates Center for Regenerative Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Mariel Coradin
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO 80309, USA
- University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, CO 80045, USA
- Charles C. Gates Center for Regenerative Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Mika Nevo
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO 80309, USA
- University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, CO 80045, USA
- Charles C. Gates Center for Regenerative Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Huong Tran
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO 80309, USA
- University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, CO 80045, USA
- Charles C. Gates Center for Regenerative Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Emir Bajric
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO 80309, USA
- University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, CO 80045, USA
- Charles C. Gates Center for Regenerative Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Justin Brumbaugh
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO 80309, USA
- University of Colorado Cancer Center, Anschutz Medical Campus, Aurora, CO 80045, USA
- Charles C. Gates Center for Regenerative Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
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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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Ho YH, Huang R. Effects of Oncohistone Mutations and PTM Crosstalk on the N-Terminal Acetylation Activities of NatD. ACS Chem Biol 2023; 18:693-700. [PMID: 35044762 PMCID: PMC9294072 DOI: 10.1021/acschembio.1c00840] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Acetylation at the α-N-terminus (Nα) is the most abundant modification detected on histone H4 and H2A, which is catalyzed by N-terminal acetyltransferase D (NatD or NAA40). Histone H4 and H2A contain an identical N-terminal SGRGK sequence that is enriched with post-translational modifications (PTMs) and frequently occurred oncogenic mutations known as "oncohistone" mutations. However, there is a lack of information on how oncohistone mutations and other PTMs affect NatD-catalyzed acetylation. Herein, we determined how the local chemical environment on the N-terminal SGRGK sequence impacts NatD-catalyzed Nα-acetylation on histone H4/H2A. Our studies indicate that all oncohistone mutations at SGRG suppressed NatD-catalyzed acetylation. Meanwhile, H4 Ser1 phosphorylation and Arg3 methylation negatively impact the NatD-mediated acetylation, but the Lys5 acetylation only has a marginal effect. This work reveals the impacts of oncohistone mutations on NatD activity and unravels the crosstalk between NatD and PTMs, implying potential regulatory mechanism of NatD and highlighting different avenues to interrogate the NatD-mediated pathway in the future.
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Affiliation(s)
- Yi-Hsun Ho
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue Institute for Drug Discovery, Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, United States
| | - Rong Huang
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue Institute for Drug Discovery, Purdue University Center for Cancer Research, Purdue University, West Lafayette, Indiana 47907, United States
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6
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Zappacosta F, Wagner CD, Della Pietra A, Gerhart SV, Keenan K, Korenchuck S, Quinn CJ, Barbash O, McCabe MT, Annan RS. A Chemical Acetylation-Based Mass Spectrometry Platform for Histone Methylation Profiling. Mol Cell Proteomics 2021; 20:100067. [PMID: 33775892 PMCID: PMC8138768 DOI: 10.1016/j.mcpro.2021.100067] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 02/11/2021] [Accepted: 02/18/2021] [Indexed: 12/18/2022] Open
Abstract
Histones are highly posttranslationally modified proteins that regulate gene expression by modulating chromatin structure and function. Acetylation and methylation are the most abundant histone modifications, with methylation occurring on lysine (mono-, di-, and trimethylation) and arginine (mono- and dimethylation) predominately on histones H3 and H4. In addition, arginine dimethylation can occur either symmetrically (SDMA) or asymmetrically (ADMA) conferring different biological functions. Despite the importance of histone methylation on gene regulation, characterization and quantitation of this modification have proven to be quite challenging. Great advances have been made in the analysis of histone modification using both bottom-up and top-down mass spectrometry (MS). However, MS-based analysis of histone posttranslational modifications (PTMs) is still problematic, due both to the basic nature of the histone N-terminal tails and to the combinatorial complexity of the histone PTMs. In this report, we describe a simplified MS-based platform for histone methylation analysis. The strategy uses chemical acetylation with d0-acetic anhydride to collapse all the differently acetylated histone forms into one form, greatly reducing the complexity of the peptide mixture and improving sensitivity for the detection of methylation via summation of all the differently acetylated forms. We have used this strategy for the robust identification and relative quantitation of H4R3 methylation, for which stoichiometry and symmetry status were determined, providing an antibody-independent evidence that H4R3 is a substrate for both Type I and Type II PRMTs. Additionally, this approach permitted the robust detection of H4K5 monomethylation, a very low stoichiometry methylation event (0.02% methylation). In an independent example, we developed an in vitro assay to profile H3K27 methylation and applied it to an EZH2 mutant xenograft model following small-molecule inhibition of the EZH2 methyltransferase. These specific examples highlight the utility of this simplified MS-based approach to quantify histone methylation profiles. Simplification of histone complexity for analysis of lysine and arginine methylation. Improved sensitivity for the analysis of dimethylarginine symmetry. Accurate ratio of symmetric and asymmetric H4R3 dimethylarginine in cancer cells. Catalog of accessible histone methyl marks to facilitate assay development.
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Affiliation(s)
- Francesca Zappacosta
- Discovery Analytical, Medicinal Science and Technology, GlaxoSmithKline, Collegeville, Pennsylvania, USA
| | - Craig D Wagner
- Discovery Analytical, Medicinal Science and Technology, GlaxoSmithKline, Collegeville, Pennsylvania, USA
| | | | - Sarah V Gerhart
- Oncology R&D, GlaxoSmithKline, Collegeville, Pennsylvania, USA
| | - Kathryn Keenan
- Oncology R&D, GlaxoSmithKline, Collegeville, Pennsylvania, USA
| | | | - Chad J Quinn
- Discovery Analytical, Medicinal Science and Technology, GlaxoSmithKline, Collegeville, Pennsylvania, USA
| | - Olena Barbash
- Oncology R&D, GlaxoSmithKline, Collegeville, Pennsylvania, USA
| | | | - Roland S Annan
- Discovery Analytical, Medicinal Science and Technology, GlaxoSmithKline, Collegeville, Pennsylvania, USA.
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7
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Chen D, Yang Z, Shen X, Sun L. Capillary Zone Electrophoresis-Tandem Mass Spectrometry As an Alternative to Liquid Chromatography-Tandem Mass Spectrometry for Top-down Proteomics of Histones. Anal Chem 2021; 93:4417-4424. [PMID: 33650845 PMCID: PMC8564867 DOI: 10.1021/acs.analchem.0c04237] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Top-down proteomics (TDP) is an ideal approach for deciphering the histone code and it routinely employs reversed-phase liquid chromatography (RPLC)-tandem mass spectrometry (MS/MS). Because of the extreme complexity of histones regarding the number of proteoforms, new analytical tools with high-capacity separation and highly sensitive detection of proteoforms are required for TDP of histones. Here we present capillary zone electrophoresis (CZE)-MS/MS via the electro-kinetically pumped sheath-flow CE-MS interface for large-scale top-down delineation of histone proteoforms. CZE-MS/MS identified a comparable number of proteoforms to RPLC-MS/MS from a calf histone sample with more than 30-fold less sample consumption (75-ng vs. Three μg), indicating its substantially higher sensitivity. We identified about 400 histone proteoforms from the calf histone sample using two-dimensional size-exclusion chromatography (SEC)-CZE-MS/MS with less than 300-ng proteins consumed. We identified histone proteoforms carrying various tentative post-translational modifications (PTMs), for example, acetylation, methylation (mono-, di-, and tri-), phosphorylation, and succinylation. The electrophoretic mobility (μef) of unmodified histone proteoforms can be predicted accurately (R2 = 0.98) with an optimized semiempirical model based on our recent work. The results render CZE-MS/MS as a useful tool for deciphering the histone code in a proteoform-specific manner and on a global scale.
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Affiliation(s)
- Daoyang Chen
- Department of Chemistry, Michigan State University, 578 S Shaw Ln, East Lansing, Michigan 48824, United States
| | - Zhichang Yang
- Department of Chemistry, Michigan State University, 578 S Shaw Ln, East Lansing, Michigan 48824, United States
| | - Xiaojing Shen
- Department of Chemistry, Michigan State University, 578 S Shaw Ln, East Lansing, Michigan 48824, United States
| | - Liangliang Sun
- Department of Chemistry, Michigan State University, 578 S Shaw Ln, East Lansing, Michigan 48824, United States
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8
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Crespo M, Luense LJ, Arlotto M, Hu J, Dorsey J, García-Oliver E, Shah PP, Pflieger D, Berger SL, Govin J. Systematic genetic and proteomic screens during gametogenesis identify H2BK34 methylation as an evolutionary conserved meiotic mark. Epigenetics Chromatin 2020; 13:35. [PMID: 32933557 PMCID: PMC7493871 DOI: 10.1186/s13072-020-00349-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 07/03/2020] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Gametes are highly differentiated cells specialized to carry and protect the parental genetic information. During male germ cell maturation, histone proteins undergo distinct changes that result in a highly compacted chromatin organization. Technical difficulties exclude comprehensive analysis of precise histone mutations during mammalian spermatogenesis. The model organism Saccharomyces cerevisiae possesses a differentiation pathway termed sporulation which exhibits striking similarities to mammalian spermatogenesis. This study took advantage of this yeast pathway to first perform systematic mutational and proteomics screens on histones, revealing amino acid residues which are essential for the formation of spores. METHODS A systematic mutational screen has been performed on the histones H2A and H2B, generating ~ 250 mutants using two genetic backgrounds and assessing their ability to form spores. In addition, histones were purified at key stages of sporulation and post-translational modifications analyzed by mass spectrometry. RESULTS The mutation of 75 H2A H2B residues affected sporulation, many of which were localized to the nucleosome lateral surface. The use of different genetic backgrounds confirmed the importance of many of the residues, as 48% of yeast histone mutants exhibited impaired formation of spores in both genetic backgrounds. Extensive proteomic analysis identified 67 unique post-translational modifications during sporulation, 27 of which were previously unreported in yeast. Furthermore, 33 modifications are located on residues that were found to be essential for efficient sporulation in our genetic mutation screens. The quantitative analysis of these modifications revealed a massive deacetylation of all core histones during the pre-meiotic phase and a close interplay between H4 acetylation and methylation during yeast sporulation. Methylation of H2BK37 was also identified as a new histone marker of meiosis and the mouse paralog, H2BK34, was also enriched for methylation during meiosis in the testes, establishing conservation during mammalian spermatogenesis. CONCLUSION Our results demonstrate that a combination of genetic and proteomic approaches applied to yeast sporulation can reveal new aspects of chromatin signaling pathways during mammalian spermatogenesis.
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Affiliation(s)
- Marion Crespo
- Univ. Grenoble Alpes, CEA, Inserm, IRIG-BGE, 38000, Grenoble, France.,CNRS, IRIG-BGE, 38000, Grenoble, France
| | - Lacey J Luense
- Department of Cell and Developmental Biology, University of Pennsylvania, Philadelphia, PA, 19104, USA.,Epigenetics Institute, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Marie Arlotto
- Univ. Grenoble Alpes, CEA, Inserm, IRIG-BGE, 38000, Grenoble, France.,CNRS, IRIG-BGE, 38000, Grenoble, France.,Univ. Grenoble Alpes, Inserm, CNRS, IAB, 38000, Grenoble, France
| | - Jialei Hu
- Department of Cell and Developmental Biology, University of Pennsylvania, Philadelphia, PA, 19104, USA.,Epigenetics Institute, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Jean Dorsey
- Department of Cell and Developmental Biology, University of Pennsylvania, Philadelphia, PA, 19104, USA.,Epigenetics Institute, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Encar García-Oliver
- Univ. Grenoble Alpes, CEA, Inserm, IRIG-BGE, 38000, Grenoble, France.,Institut de Génétique Moléculaire de Montpellier, 3400, Montpellier, France
| | - Parisha P Shah
- Department of Cell and Developmental Biology, University of Pennsylvania, Philadelphia, PA, 19104, USA.,Epigenetics Institute, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Delphine Pflieger
- Univ. Grenoble Alpes, CEA, Inserm, IRIG-BGE, 38000, Grenoble, France.,CNRS, IRIG-BGE, 38000, Grenoble, France
| | - Shelley L Berger
- Department of Cell and Developmental Biology, University of Pennsylvania, Philadelphia, PA, 19104, USA.,Epigenetics Institute, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Jérôme Govin
- Univ. Grenoble Alpes, CEA, Inserm, IRIG-BGE, 38000, Grenoble, France. .,Univ. Grenoble Alpes, Inserm, CNRS, IAB, 38000, Grenoble, France.
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Zhong J, Sun Y, Xie M, Peng W, Zhang C, Wu FX, Wang J. Proteoform characterization based on top-down mass spectrometry. Brief Bioinform 2020; 22:1729-1750. [PMID: 32118252 DOI: 10.1093/bib/bbaa015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Revised: 01/23/2020] [Indexed: 12/16/2022] Open
Abstract
Proteins are dominant executors of living processes. Compared to genetic variations, changes in the molecular structure and state of a protein (i.e. proteoforms) are more directly related to pathological changes in diseases. Characterizing proteoforms involves identifying and locating primary structure alterations (PSAs) in proteoforms, which is of practical importance for the advancement of the medical profession. With the development of mass spectrometry (MS) technology, the characterization of proteoforms based on top-down MS technology has become possible. This type of method is relatively new and faces many challenges. Since the proteoform identification is the most important process in characterizing proteoforms, we comprehensively review the existing proteoform identification methods in this study. Before identifying proteoforms, the spectra need to be preprocessed, and protein sequence databases can be filtered to speed up the identification. Therefore, we also summarize some popular deconvolution algorithms, various filtering algorithms for improving the proteoform identification performance and various scoring methods for localizing proteoforms. Moreover, commonly used methods were evaluated and compared in this review. We believe our review could help researchers better understand the current state of the development in this field and design new efficient algorithms for the proteoform characterization.
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Affiliation(s)
- Jiancheng Zhong
- College of Information Science and Engineering, Hunan Normal University, Changsha, Hunan, China
| | - Yusui Sun
- College of Information Science and Engineering, Hunan Normal University, Changsha, Hunan, China
| | - Minzhu Xie
- College of Information Science and Engineering, Hunan Normal University, Changsha, Hunan, China
| | - Wei Peng
- Kunming University of Science and Technology, Kunming, Yunnan, China
| | - Chushu Zhang
- College of Information Science and Engineering, Hunan Normal University, Changsha, Hunan, China
| | - Fang-Xiang Wu
- College of Engineering and the Department of Computer Science at University of Saskatchewan, Saskatoon, Canada
| | - Jianxin Wang
- Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering at Central South University, Changsha, Hunan, China
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10
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Foreman DJ, McLuckey SA. Recent Developments in Gas-Phase Ion/Ion Reactions for Analytical Mass Spectrometry. Anal Chem 2020; 92:252-266. [PMID: 31693342 PMCID: PMC6949396 DOI: 10.1021/acs.analchem.9b05014] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- David J Foreman
- Department of Chemistry , Purdue University , West Lafayette , Indiana 47907-2084 , United States
| | - Scott A McLuckey
- Department of Chemistry , Purdue University , West Lafayette , Indiana 47907-2084 , United States
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Yu D, Wang Z, Cupp-Sutton KA, Liu X, Wu S. Deep Intact Proteoform Characterization in Human Cell Lysate Using High-pH and Low-pH Reversed-Phase Liquid Chromatography. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2019; 30:2502-2513. [PMID: 31755044 PMCID: PMC7539543 DOI: 10.1007/s13361-019-02315-2] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2019] [Revised: 08/10/2019] [Accepted: 08/10/2019] [Indexed: 05/26/2023]
Abstract
Post-translational modifications (PTMs) play critical roles in biological processes and have significant effects on the structures and dynamics of proteins. Top-down proteomics methods were developed for and applied to the study of intact proteins and their PTMs in human samples. However, the large dynamic range and complexity of human samples makes the study of human proteins challenging. To address these challenges, we developed a 2D pH RP/RPLC-MS/MS technique that fuses high-resolution separation and intact protein characterization to study the human proteins in HeLa cell lysate. Our results provide a deep coverage of soluble proteins in human cancer cells. Compared to 225 proteoforms from 124 proteins identified when 1D separation was used, 2778 proteoforms from 628 proteins were detected and characterized using our 2D separation method. Many proteoforms with critically functional PTMs including phosphorylation were characterized. Additionally, we present the first detection of intact human GcvH proteoforms with rare modifications such as octanoylation and lipoylation. Overall, the increase in the number of proteoforms identified using 2DLC separation is largely due to the reduction in sample complexity through improved separation resolution, which enables the detection of low-abundance PTM-modified proteoforms. We demonstrate here that 2D pH RP/RPLC is an effective technique to analyze complex protein samples using top-down proteomics.
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Affiliation(s)
- Dahang Yu
- Department of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Room 2210, Norman, OK, 73019-5251, USA
| | - Zhe Wang
- Department of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Room 2210, Norman, OK, 73019-5251, USA
| | - Kellye A Cupp-Sutton
- Department of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Room 2210, Norman, OK, 73019-5251, USA
| | - Xiaowen Liu
- School of Informatics and Computing, Indiana University-Purdue University Indianapolis, Indianapolis, IN, 46202, USA
| | - Si Wu
- Department of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Room 2210, Norman, OK, 73019-5251, USA.
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12
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Holt MV, Wang T, Young NL. High-Throughput Quantitative Top-Down Proteomics: Histone H4. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2019; 30:2548-2560. [PMID: 31741267 DOI: 10.1007/s13361-019-02350-z] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Revised: 10/03/2019] [Accepted: 10/05/2019] [Indexed: 06/10/2023]
Abstract
Proteins physiologically exist as "proteoforms" that arise from one gene and acquire additional function by post-translational modifications (PTM). When multiple PTMs coexist on single protein molecules, top-down proteomics becomes the only feasible method of characterization; however, most top-down methods have limited quantitative capacity and insufficient throughput to truly address proteoform biology. Here we demonstrate that top-down proteomics can be quantitative, reproducible, sensitive, and high throughput. The proteoforms of histone H4 are well studied both as a challenging proteoform identification problem and due to their essential role in the regulation of all eukaryotic DNA-templated processes. Much of histone H4's function is obfuscated from prevailing methods due to combinatorial mechanisms. Starting from cells or tissues, after an optimized protein purification process, the H4 proteoforms are physically separated by on-line C3 chromatography, narrowly isolated in MS1 and sequenced with ETD fragmentation. We achieve more than 30 replicates from a single 35-mm tissue culture dish by loading 55 ng of H4 on column. Parallelization and automation yield a sustained throughput of 12 replicates per day. We achieve reproducible quantitation (average biological Pearson correlations of 0.89) of hundreds of proteoforms (about 200-300) over almost six orders of magnitude and an estimated LLoQ of 0.001% abundance. We demonstrate the capacity of the method to precisely measure well-established changes with sodium butyrate treatment of SUM159 cells. We show that the data produced by a quantitative top-down method can be amenable to parametric statistical comparisons and is capable of delineating relevant biological changes at the full proteoform level.
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Affiliation(s)
- Matthew V Holt
- Verna & Marrs McLean Department of Biochemistry & Molecular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Tao Wang
- Verna & Marrs McLean Department of Biochemistry & Molecular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Nicolas L Young
- Verna & Marrs McLean Department of Biochemistry & Molecular Biology, Baylor College of Medicine, Houston, TX, USA.
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA.
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13
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Holt MV, Wang T, Young NL. One-Pot Quantitative Top- and Middle-Down Analysis of GluC-Digested Histone H4. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2019; 30:2514-2525. [PMID: 31147891 DOI: 10.1007/s13361-019-02219-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Revised: 03/27/2019] [Accepted: 04/27/2019] [Indexed: 05/28/2023]
Abstract
Histone post-translational modifications (PTMs) have been intensively investigated due to their essential function in eukaryotic genome regulation. Histone modifications have been effectively studied using modified bottom-up proteomics approaches; however, the methods often do not capture single-molecule combinations of PTMs (proteoforms) that mediate known and expected biochemical mechanisms. Both middle-down mass spectrometry (MS) and top-down MS quantitation of H4 proteoforms present viable access to this important information. Histone H4 middle-down has previously avoided GluC digestion due to complex digestion products and interferences; however, the common AspN digestion cleaves at amino acid 23, disconnecting K31ac from other PTMs. Here, we demonstrate the effective use of GluC-based middle-down quantitation and compare it to top-down-based quantitation of proteoforms. Despite potential interferences in the m/z space, the proteoforms arising from all three GluC products (E52, E53, and E63) and intact H4 are chromatographically resolved and successfully analyzed in a single LC-MS analysis. Quantitative results and associated analytical metrics are compared between the different analytes of a single sample digested to different extents to reveal general concordance as well as the relative biases and complementarity of each approach. There is moderate proteoform discordance between digestion products (e.g., E52 and E53); however, each digestion product exhibits high concordance, regardless of digestion time. Under the conditions used, the GluC products are better chromatographically resolved yet show greater variance than the top-down quantitation that are more extensively sampled for MS2. GluC-based middle-down of H4 is thus viable. Both top-down and middle-down approaches have comparable quantitation capacity and are complementary.
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Affiliation(s)
- Matthew V Holt
- Verna & Marrs McLean Department of Biochemistry & Molecular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Tao Wang
- Verna & Marrs McLean Department of Biochemistry & Molecular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Nicolas L Young
- Verna & Marrs McLean Department of Biochemistry & Molecular Biology, Baylor College of Medicine, Houston, TX, USA.
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA.
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14
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Cole J, Hanson EJ, James DC, Dockrell DH, Dickman MJ. Comparison of data-acquisition methods for the identification and quantification of histone post-translational modifications on a Q Exactive HF hybrid quadrupole Orbitrap mass spectrometer. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2019; 33:897-906. [PMID: 30701600 PMCID: PMC6519233 DOI: 10.1002/rcm.8401] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/05/2018] [Revised: 01/21/2019] [Accepted: 01/23/2019] [Indexed: 06/09/2023]
Abstract
RATIONALE Histone post-translational modifications (PTMs) play key roles in regulating eukaryotic gene expression. Mass spectrometry (MS) has emerged as a powerful method to characterize and quantify histone PTMs as it allows unbiased identification and quantification of multiple histone PTMs including combinations of the modifications present. METHODS In this study we compared a range of data-acquisition methods for the identification and quantification of the histone PTMs using a Q Exactive HF Orbitrap. We compared three different data-dependent analysis (DDA) methods with MS2 resolutions of 120K, 60K, 30K. We also compared a range of data-independent analysis (DIA) methods using MS2 isolation windows of 20 m/z and DIAvw to identify and quantify histone PTMs in Chinese hamster ovary (CHO) cells. RESULTS The increased number of MS2 scans afforded by the lower resolution methods resulted in a higher number of queries, peptide sequence matches (PSMs) and a higher number of peptide proteoforms identified with a Mascot Ion score greater than 46. No difference in the proportion of peptide proteoforms with Delta scores >17 was observed. Lower coefficients of variation (CVs) were obtained in the DIA MS1 60 K MS2 30 K 20 m/z isolation windows compared with the other data-acquisition methods. CONCLUSIONS We observed that DIA which offers advantages in flexibility and identification of isobaric peptide proteoforms performs as well as DDA in the analysis of histone PTMs. We were able to identify 71 modified histone peptides for histone H3 and H4 and quantified 64 across each of the different acquisition methods.
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Affiliation(s)
- Joby Cole
- Department of Infection, Immunity and Cardiovascular DiseasesUniversity of SheffieldUK
- Department of Chemical and Biological EngineeringUniversity of SheffieldUK
| | - Eleanor J. Hanson
- Department of Chemical and Biological EngineeringUniversity of SheffieldUK
| | - David C. James
- Department of Chemical and Biological EngineeringUniversity of SheffieldUK
| | - David H. Dockrell
- Department of Infection, Immunity and Cardiovascular DiseasesUniversity of SheffieldUK
| | - Mark J. Dickman
- Department of Chemical and Biological EngineeringUniversity of SheffieldUK
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15
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Lermyte F, Valkenborg D, Loo JA, Sobott F. Radical solutions: Principles and application of electron-based dissociation in mass spectrometry-based analysis of protein structure. MASS SPECTROMETRY REVIEWS 2018; 37:750-771. [PMID: 29425406 PMCID: PMC6131092 DOI: 10.1002/mas.21560] [Citation(s) in RCA: 61] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Revised: 01/19/2018] [Accepted: 01/19/2018] [Indexed: 05/11/2023]
Abstract
In recent years, electron capture (ECD) and electron transfer dissociation (ETD) have emerged as two of the most useful methods in mass spectrometry-based protein analysis, evidenced by a considerable and growing body of literature. In large part, the interest in these methods is due to their ability to induce backbone fragmentation with very little disruption of noncovalent interactions which allows inference of information regarding higher order structure from the observed fragmentation behavior. Here, we review the evolution of electron-based dissociation methods, and pay particular attention to their application in "native" mass spectrometry, their mechanism, determinants of fragmentation behavior, and recent developments in available instrumentation. Although we focus on the two most widely used methods-ECD and ETD-we also discuss the use of other ion/electron, ion/ion, and ion/neutral fragmentation methods, useful for interrogation of a range of classes of biomolecules in positive- and negative-ion mode, and speculate about how this exciting field might evolve in the coming years.
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Affiliation(s)
- Frederik Lermyte
- Biomolecular and Analytical Mass Spectrometry Group, Department of Chemistry, University of Antwerp, Antwerp, Belgium
- Centre for Proteomics, University of Antwerp, Antwerp, Belgium
- School of Engineering, University of Warwick, Coventry, United Kingdom
| | - Dirk Valkenborg
- Centre for Proteomics, University of Antwerp, Antwerp, Belgium
- Interuniversity Institute for Biostatistics and Statistical Bioinformatics, Hasselt University, Agoralaan, Diepenbeek, Belgium
- Applied Bio and Molecular Systems, Flemish Institute for Technological Research (VITO), Mol, Belgium
| | - Joseph A Loo
- Department of Biological Chemistry, David Geffen School of Medicine, University of California-Los Angeles, Los Angeles, California
- UCLA/DOE Institute for Genomics and Proteomics, University of California-Los Angeles, Los Angeles, California
- Department of Chemistry and Biochemistry, University of California-Los Angeles, Los Angeles, California
| | - Frank Sobott
- Biomolecular and Analytical Mass Spectrometry Group, Department of Chemistry, University of Antwerp, Antwerp, Belgium
- Astbury Centre for Structural Molecular Biology, University of Leeds, Leeds, United Kingdom
- School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
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16
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Compton PD, Kelleher NL, Gunawardena J. Estimating the Distribution of Protein Post-Translational Modification States by Mass Spectrometry. J Proteome Res 2018; 17:2727-2734. [PMID: 29945451 DOI: 10.1021/acs.jproteome.8b00150] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Post-translational modifications (PTMs) of proteins play a central role in cellular information encoding, but the complexity of PTM state has been challenging to unravel. A single molecule can exhibit a "modform" or combinatorial pattern of co-occurring PTMs across multiple sites, and a molecular population can exhibit a distribution of amounts of different modforms. How can this "modform distribution" be estimated by mass spectrometry (MS)? Bottom-up MS, based on cleavage into peptides, destroys correlations between PTMs on different peptides, but it is conceivable that multiple proteases with appropriate patterns of cleavage could reconstruct the modform distribution. We introduce a mathematical language for describing MS measurements and show, on the contrary, that no matter how many distinct proteases are available, the shortfall in information required for reconstruction worsens exponentially with increasing numbers of sites. Whereas top-down MS on intact proteins can do better, current technology cannot prevent the exponential worsening. However, our analysis also shows that all forms of MS yield linear equations for modform amounts. This permits different MS protocols to be integrated and the modform distribution to be constrained within a high-dimensional "modform region", which may offer a feasible proxy for analyzing information encoding.
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Affiliation(s)
- Philip D Compton
- Department of Chemistry , Northwestern University , Evanston , Illinois 60208 , United States
| | - Neil L Kelleher
- Department of Chemistry , Northwestern University , Evanston , Illinois 60208 , United States.,Department of Molecular Biosciences , Northwestern University , Evanston , Illinois 60208 , United States
| | - Jeremy Gunawardena
- Department of Systems Biology , Harvard Medical School , Boston , Massachusetts 02115 , United States
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17
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Jiang T, Hoover ME, Holt MV, Freitas MA, Marshall AG, Young NL. Middle-Down Characterization of the Cell Cycle Dependence of Histone H4 Posttranslational Modifications and Proteoforms. Proteomics 2018; 18:e1700442. [PMID: 29667342 PMCID: PMC8087174 DOI: 10.1002/pmic.201700442] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2017] [Revised: 02/28/2018] [Indexed: 12/12/2022]
Abstract
Post-translational modifications (PTMs) of histones are important epigenetic regulatory mechanisms that are often dysregulated in cancer. We employ middle-down proteomics to investigate the PTMs and proteoforms of histone H4 during cell cycle progression. We use pH gradient weak cation exchange-hydrophilic interaction liquid chromatography (WCX-HILIC) for on-line liquid chromatography-mass spectrometry analysis to separate and analyze the proteoforms of histone H4. This procedure provides enhanced separation of proteoforms, including positional isomers, and simplifies downstream data analysis. We use ultrahigh mass accuracy and resolution Fourier transform-ion cyclotron resonance (FT-ICR) mass spectrometer to unambiguously distinguish between acetylation and tri-methylation (∆m = 0.036 Da). In total, we identify and quantify 233 proteoforms of histone H4 in two breast cancer cell lines. We observe significant increases in S1 phosphorylation during mitosis, implicating an important role in mitotic chromatin condensation. A decrease of K20 unmodified proteoforms is observed as the cell cycle progresses, corresponding to an increase of K20 mono- and di-methylation. Acetylation at K5, K8, K12, and K16 declines as cells traverse from S phase to mitosis, suggesting cell cycle-dependence and an important role during chromatin replication and condensation. These new insights into the epigenetics of the cell cycle may provide new diagnostic and prognostic biomarkers.
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Affiliation(s)
- Tingting Jiang
- Department of Chemistry and Biochemistry, Florida State University, 95 Chieftain Way, Tallahassee, FL, 32306, USA
| | - Michael E Hoover
- Department of Cancer Biology and Genetics, Ohio State University, 460 West 12th Avenue, Columbus, OH, 43210, USA
| | - Matthew V Holt
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
| | - Michael A Freitas
- Department of Cancer Biology and Genetics, Ohio State University, 460 West 12th Avenue, Columbus, OH, 43210, USA
| | - Alan G Marshall
- Department of Chemistry and Biochemistry, Florida State University, 95 Chieftain Way, Tallahassee, FL, 32306, USA
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, 1800 East Paul Dirac Drive, Tallahassee, FL, 32310, USA
| | - Nicolas L Young
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
- Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
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18
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Affiliation(s)
- Lloyd M Smith
- Department of Chemistry, University of Wisconsin, 1101 University Avenue, Madison, WI 53706-1396, USA.
| | - Neil L Kelleher
- Departments of Chemistry and Molecular Biosciences and Feinberg School of Medicine, Northwestern University, Evanston, IL 60208, USA
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19
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Garabedian A, Baird M, Porter J, Jeanne Dit Fouque K, Shliaha PV, Jensen ON, Williams TD, Fernandez-Lima F, Shvartsburg A. Linear and Differential Ion Mobility Separations of Middle-Down Proteoforms. Anal Chem 2018; 90:2918-2925. [PMID: 29359922 PMCID: PMC6366606 DOI: 10.1021/acs.analchem.7b05224] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Comprehensive characterization of proteomes comprising the same proteins with distinct post-translational modifications (PTMs) is a staggering challenge. Many such proteoforms are isomers (localization variants) that require separation followed by top-down or middle-down mass spectrometric analyses, but condensed-phase separations are ineffective in those size ranges. The variants for "middle-down" peptides were resolved by differential ion mobility spectrometry (FAIMS), relying on the mobility increment at high electric fields, but not previously by linear IMS on the basis of absolute mobility. We now use complete histone tails with diverse PTMs on alternative sites to demonstrate that high-resolution linear IMS, here trapped IMS (TIMS), broadly resolves the variants of ∼50 residues in full or into binary mixtures quantifiable by tandem MS, largely thanks to orthogonal separations across charge states. Separations using traveling-wave (TWIMS) and/or involving various time scales and electrospray ionization source conditions are similar (with lower resolution for TWIMS), showing the transferability of results across linear IMS instruments. The linear IMS and FAIMS dimensions are substantially orthogonal, suggesting FAIMS/IMS/MS as a powerful platform for proteoform analyses.
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Affiliation(s)
- Alyssa Garabedian
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL 33199
| | - Matthew Baird
- Department of Chemistry, Wichita State University, 1845 Fairmount, Wichita, KS 67260
| | - Jacob Porter
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL 33199
| | | | - Pavel V. Shliaha
- Department of Biochemistry and Molecular Biology, VILLUM Center for Bioanalytical Sciences, University of Southern Denmark, DK-5230 Odense M, Denmark
| | - Ole N. Jensen
- Department of Biochemistry and Molecular Biology, VILLUM Center for Bioanalytical Sciences, University of Southern Denmark, DK-5230 Odense M, Denmark
| | - Todd D. Williams
- Mass Spectrometry Laboratory, University of Kansas, Lawrence, KS 66045
| | | | - Alexandre Shvartsburg
- Department of Chemistry, Wichita State University, 1845 Fairmount, Wichita, KS 67260
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20
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Ali I, Conrad RJ, Verdin E, Ott M. Lysine Acetylation Goes Global: From Epigenetics to Metabolism and Therapeutics. Chem Rev 2018; 118:1216-1252. [PMID: 29405707 PMCID: PMC6609103 DOI: 10.1021/acs.chemrev.7b00181] [Citation(s) in RCA: 222] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Post-translational acetylation of lysine residues has emerged as a key regulatory mechanism in all eukaryotic organisms. Originally discovered in 1963 as a unique modification of histones, acetylation marks are now found on thousands of nonhistone proteins located in virtually every cellular compartment. Here we summarize key findings in the field of protein acetylation over the past 20 years with a focus on recent discoveries in nuclear, cytoplasmic, and mitochondrial compartments. Collectively, these findings have elevated protein acetylation as a major post-translational modification, underscoring its physiological relevance in gene regulation, cell signaling, metabolism, and disease.
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Affiliation(s)
- Ibraheem Ali
- Gladstone Institute of Virology and Immunology, San Francisco, California 94158, United States
- University of California, San Francisco, Department of Medicine, San Francisco, California 94158, United States
| | - Ryan J. Conrad
- Gladstone Institute of Virology and Immunology, San Francisco, California 94158, United States
- University of California, San Francisco, Department of Medicine, San Francisco, California 94158, United States
| | - Eric Verdin
- Buck Institute for Research on Aging, Novato, California 94945, United States
| | - Melanie Ott
- Gladstone Institute of Virology and Immunology, San Francisco, California 94158, United States
- University of California, San Francisco, Department of Medicine, San Francisco, California 94158, United States
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21
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Greer SM, Brodbelt JS. Top-Down Characterization of Heavily Modified Histones Using 193 nm Ultraviolet Photodissociation Mass Spectrometry. J Proteome Res 2018; 17:1138-1145. [DOI: 10.1021/acs.jproteome.7b00801] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Sylvester M. Greer
- Department of Chemistry, University of Texas at Austin, Austin, Texas 78712, United States
| | - Jennifer S. Brodbelt
- Department of Chemistry, University of Texas at Austin, Austin, Texas 78712, United States
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22
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Chen Y, Jester JV, Anderson DM, Marchitti SA, Schey KL, Thompson DC, Vasiliou V. Corneal haze phenotype in Aldh3a1 -null mice: In vivo confocal microscopy and tissue imaging mass spectrometry. Chem Biol Interact 2017; 276:9-14. [DOI: 10.1016/j.cbi.2016.12.017] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2016] [Revised: 11/30/2016] [Accepted: 12/22/2016] [Indexed: 12/16/2022]
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23
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Schräder CU, Lee L, Rey M, Sarpe V, Man P, Sharma S, Zabrouskov V, Larsen B, Schriemer DC. Neprosin, a Selective Prolyl Endoprotease for Bottom-up Proteomics and Histone Mapping. Mol Cell Proteomics 2017; 16:1162-1171. [PMID: 28404794 DOI: 10.1074/mcp.m116.066803] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2017] [Revised: 03/07/2017] [Indexed: 01/10/2023] Open
Abstract
Trypsin dominates bottom-up proteomics, but there are reasons to consider alternative enzymes. Improving sequence coverage, exposing proteomic "dark matter," and clustering post-translational modifications in different ways and with higher-order drive the pursuit of reagents complementary to trypsin. Additionally, enzymes that are easy to use and generate larger peptides that capitalize upon newer fragmentation technologies should have a place in proteomics. We expressed and characterized recombinant neprosin, a novel prolyl endoprotease of the DUF239 family, which preferentially cleaves C-terminal to proline residues under highly acidic conditions. Cleavage also occurs C-terminal to alanine with some frequency, but with an intriguingly high "skipping rate." Digestion proceeds to a stable end point, resulting in an average peptide mass of 2521 units and a higher dependence upon electron-transfer dissociation for peptide-spectrum matches. In contrast to most proline-cleaving enzymes, neprosin effectively degrades proteins of any size. For 1251 HeLa cell proteins identified in common using trypsin, Lys-C, and neprosin, almost 50% of the neprosin sequence contribution is unique. The high average peptide mass coupled with cleavage at residues not usually modified provide new opportunities for profiling clusters of post-translational modifications. We show that neprosin is a useful reagent for reading epigenetic marks on histones. It generates peptide 1-38 of histone H3 and peptide 1-32 of histone H4 in a single digest, permitting the analysis of co-occurring post-translational modifications in these important N-terminal tails.
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Affiliation(s)
- Christoph U Schräder
- From the ‡Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta T2N4N1, Canada
| | - Linda Lee
- From the ‡Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta T2N4N1, Canada
| | - Martial Rey
- From the ‡Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta T2N4N1, Canada
| | - Vladimir Sarpe
- From the ‡Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta T2N4N1, Canada
| | - Petr Man
- §BioCev-Institute of Microbiology, Czech Academy of Sciences, Vestec, Czech Republic 117 20.,¶Department of Biochemistry, Faculty of Science, Charles University in Prague, Prague, Czech Republic 116 36
| | - Seema Sharma
- ‖Thermo Fisher Scientific, San Jose, California 95134
| | | | - Brett Larsen
- **Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, Ontario, Canada M5G 1X5; and
| | - David C Schriemer
- From the ‡Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta T2N4N1, Canada; .,‡‡Department of Chemistry, University of Calgary, Calgary, Alberta, Canada T2N 4N1
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24
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El Kennani S, Adrait A, Shaytan AK, Khochbin S, Bruley C, Panchenko AR, Landsman D, Pflieger D, Govin J. MS_HistoneDB, a manually curated resource for proteomic analysis of human and mouse histones. Epigenetics Chromatin 2017; 10:2. [PMID: 28096900 PMCID: PMC5223428 DOI: 10.1186/s13072-016-0109-x] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Accepted: 12/14/2016] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Histones and histone variants are essential components of the nuclear chromatin. While mass spectrometry has opened a large window to their characterization and functional studies, their identification from proteomic data remains challenging. Indeed, the current interpretation of mass spectrometry data relies on public databases which are either not exhaustive (Swiss-Prot) or contain many redundant entries (UniProtKB or NCBI). Currently, no protein database is ideally suited for the analysis of histones and the complex array of mammalian histone variants. RESULTS We propose two proteomics-oriented manually curated databases for mouse and human histone variants. We manually curated >1700 gene, transcript and protein entries to produce a non-redundant list of 83 mouse and 85 human histones. These entries were annotated in accordance with the current nomenclature and unified with the "HistoneDB2.0 with Variants" database. This resource is provided in a format that can be directly read by programs used for mass spectrometry data interpretation. In addition, it was used to interpret mass spectrometry data acquired on histones extracted from mouse testis. Several histone variants, which had so far only been inferred by homology or detected at the RNA level, were detected by mass spectrometry, confirming the existence of their protein form. CONCLUSIONS Mouse and human histone entries were collected from different databases and subsequently curated to produce a non-redundant protein-centric resource, MS_HistoneDB. It is dedicated to the proteomic study of histones in mouse and human and will hopefully facilitate the identification and functional study of histone variants.
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Affiliation(s)
- Sara El Kennani
- INSERM, U1038, CEA, BIG FR CNRS 3425-BGE, Université Grenoble Alpes, Grenoble, France
| | - Annie Adrait
- INSERM, U1038, CEA, BIG FR CNRS 3425-BGE, Université Grenoble Alpes, Grenoble, France
| | - Alexey K Shaytan
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894 USA
| | - Saadi Khochbin
- CNRS UMR 5309 INSERM U1209, Institute of Advanced Biosciences, Université Grenoble Alpes, Grenoble, France
| | - Christophe Bruley
- INSERM, U1038, CEA, BIG FR CNRS 3425-BGE, Université Grenoble Alpes, Grenoble, France
| | - Anna R Panchenko
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894 USA
| | - David Landsman
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894 USA
| | - Delphine Pflieger
- INSERM, U1038, CEA, BIG FR CNRS 3425-BGE, Université Grenoble Alpes, Grenoble, France
| | - Jérôme Govin
- INSERM, U1038, CEA, BIG FR CNRS 3425-BGE, Université Grenoble Alpes, Grenoble, France
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25
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Zhang C, Liu Y. Retrieving Quantitative Information of Histone PTMs by Mass Spectrometry. Methods Enzymol 2016; 586:165-191. [PMID: 28137562 DOI: 10.1016/bs.mie.2016.10.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Posttranslational modifications (PTMs) of histones are one of the main research interests in the rapidly growing field of epigenetics. Accurate and precise quantification of these highly complex histone PTMs is critical for understanding the histone code and the biological significance behind it. It nonetheless remains a major analytical challenge. Mass spectrometry (MS) has been proven as a robust tool in retrieving quantitative information of histone PTMs, and a variety of MS-based quantitative strategies have been successfully developed and employed in basic research as well as clinical studies. In this chapter, we provide an overview for quantitative analysis of histone PTMs, often highly flexible and case dependent, as a primer for future experimental designs.
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Affiliation(s)
- C Zhang
- Baylor College of Medicine, Houston, TX, United States.
| | - Y Liu
- University of Michigan, Ann Arbor, MI, United States.
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26
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Liu J, Fu R, Liu R, Zhao G, Zheng M, Cui H, Li Q, Song J, Wang J, Wen J. Protein Profiles for Muscle Development and Intramuscular Fat Accumulation at Different Post-Hatching Ages in Chickens. PLoS One 2016; 11:e0159722. [PMID: 27508388 PMCID: PMC4980056 DOI: 10.1371/journal.pone.0159722] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Accepted: 06/10/2016] [Indexed: 02/06/2023] Open
Abstract
Muscle development and growth influences the efficiency of poultry meat production, and is closely related to deposition of intramuscular fat (IMF), which is crucial in meat quality. To clarify the molecular mechanisms underlying muscle development and IMF deposition in chickens, protein expression profiles were examined in the breast muscle of Beijing-You chickens at ages 1, 56, 98 and 140 days, using isobaric tags for relative and absolute quantification (iTRAQ). Two hundred and four of 494 proteins were expressed differentially. The expression profile at day 1 differed greatly from those at day 56, 98 and 140. KEGG pathway analysis of differential protein expression from pair-wise comparisons (day 1 vs. 56; 56 vs. 98; 98 vs. 140), showed that the fatty acid degradation pathway was more active during the stage from day 1 to 56 than at other periods. This was consistent with the change in IMF content, which was highest at day 1 and declined dramatically thereafter. When muscle growth was most rapid (days 56-98), pathways involved in muscle development were dominant, including hypertrophic cardiomyopathy, dilated cardiomyopathy, cardiac muscle contraction, tight junctions and focal adhesion. In contrast with hatchlings, the fatty acid degradation pathway was downregulated from day 98 to 140, which was consistent with the period for IMF deposition following rapid muscle growth. Changes in some key specific proteins, including fast skeletal muscle troponin T isoform, aldehyde dehydrogenase 1A1 and apolipoprotein A1, were verified by Western blotting, and could be potential biomarkers for IMF deposition in chickens. Protein-protein interaction networks showed that ribosome-related functional modules were clustered in all three stages. However, the functional module involved in the metabolic pathway was only clustered in the first stage (day 1 vs. 56). This study improves our understanding of the molecular mechanisms underlying muscle development and IMF deposition in chickens.
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Affiliation(s)
- Jie Liu
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Ruiqi Fu
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Ranran Liu
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Guiping Zhao
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Maiqing Zheng
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Huanxian Cui
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Qinghe Li
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Jiao Song
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Jie Wang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
| | - Jie Wen
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, P. R. China
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27
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An M, Shen H, Cao J, Pei X, Chang Y, Ma S, Bao J, Zhang X, Bai X, Ma Y. The alteration of H4-K16ac and H3-K27met influences the differentiation of neural stem cells. Anal Biochem 2016; 509:92-99. [PMID: 27396496 DOI: 10.1016/j.ab.2016.07.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Revised: 06/20/2016] [Accepted: 07/05/2016] [Indexed: 10/21/2022]
Abstract
The neural stem cell therapy provides a promising future for patients with central nerve system damage, thus an insight into its differentiation mechanism is urgently needed. Herein, we aimed to identify various histone modifications and reveal their impact on the differentiation of neural stem cells (NSCs) toward neurons. Firstly, we labeled primary NSCs using the stable isotope labeling with amino acids in cell culture (SILAC) technique. Then we induced these NSCs to differentiate by all-trans retinoic acid (atRA) or SB216763. Next, we identified the alteration of histone modifications in early-differentiated NSCs by mass spectrometry and verified them by Western blot. Interestingly, these modification alterations and phenotype changes were found similar in NSCs induced by the two different drugs. More interestingly, during the differentiation process H3-K27met was significantly up-regulated while H4-K16ac was not altered at the global level but down-regulated in some low-abundance combinatorial codes. We inhibited the methyltransferase of H3-K27 and deacetylase of H4-K16 simultaneously and found the differentiation procedure was obviously delayed. The function of H4-K16ac and H3-K27met in NSCs differentiation would be useful to reveal the differentiation mechanism and valuable for further neural stem cell therapy.
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Affiliation(s)
- Mingrui An
- Department of Surgery and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA 90048, United States; Department of Surgery, University of Michigan Medical Center, Ann Arbor, MI, 48109, United States.
| | - Hongyan Shen
- Key Laboratory of Genomics and Precision Medicine, China Gastrointestinal Cancer Research Center, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, 100101, China.
| | - Jun Cao
- College of Material Chemistry and Chemical Engineering, Hangzhou Normal University, Hangzhou, 310036, China.
| | - Xiucong Pei
- Department of Toxicology, School of Public Health, Shenyang Medical College, Liaoning, 110034, China.
| | - Yanxu Chang
- Tianjin State Key Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin, 300193, China.
| | - Shuaipeng Ma
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing, 100871, China.
| | - Jintao Bao
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing, 100871, China.
| | - Xuefei Zhang
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing, 100871, China.
| | - Xue Bai
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing, 100871, China.
| | - Yuanhui Ma
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing, 100871, China.
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28
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Epiproteomics: quantitative analysis of histone marks and codes by mass spectrometry. Curr Opin Chem Biol 2016; 33:142-50. [PMID: 27371874 DOI: 10.1016/j.cbpa.2016.06.007] [Citation(s) in RCA: 52] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2016] [Revised: 05/13/2016] [Accepted: 06/08/2016] [Indexed: 01/01/2023]
Abstract
Histones are a group of proteins with a high number of post-translational modifications, including methylation, acetylation, phosphorylation, and monoubiquitination, which play critical roles in every chromatin-templated activity. The quantitative analysis of these modifications using mass spectrometry (MS) has seen significant improvements over the last decade. It is now possible to perform large-scale surveys of dozens of histone marks and hundreds of their combinations on global chromatin. Here, we review the development of three MS strategies for analyzing histone modifications that have come to be known as Bottom Up, Middle Down, and Top Down. We also discuss challenges and innovative solutions for characterizing and quantifying complicated isobaric species arising from multiple modifications on the same histone molecule.
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29
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Abstract
Histones are subject to frequent combinatorial post-translational modifications (PTMs), forming a complex chemical "language" that is interpreted by PTM-specific histone-interacting protein modules (reader domains). These specific interactions are thought to instruct gene expression and downstream biological functions. While the majority of studies have focused on individual modifications, our current understanding of the combinatorial PTM patterns on histones is starting to emerge, benefiting from the convergence of multiple technologies. Here, we review the key technical advances and progress on discovery and characterization of combinatorial histone PTM patterns. We focus on the interactions between reader domains and combinatorial PTMs, which is essential for understanding the mechanism and biological meaning of establishing and interpreting information embedded in histone PTM patterns.
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Affiliation(s)
- Zhangli Su
- Department
of Biomolecular
Chemistry and the Wisconsin Institute for Discovery, University of Wisconsin—Madison, Madison, Wisconsin 53715, United States
| | - John M. Denu
- Department
of Biomolecular
Chemistry and the Wisconsin Institute for Discovery, University of Wisconsin—Madison, Madison, Wisconsin 53715, United States
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30
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Zheng Y, Fornelli L, Compton PD, Sharma S, Canterbury J, Mullen C, Zabrouskov V, Fellers RT, Thomas PM, Licht JD, Senko MW, Kelleher NL. Unabridged Analysis of Human Histone H3 by Differential Top-Down Mass Spectrometry Reveals Hypermethylated Proteoforms from MMSET/NSD2 Overexpression. Mol Cell Proteomics 2016; 15:776-90. [PMID: 26272979 PMCID: PMC4813700 DOI: 10.1074/mcp.m115.053819] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Indexed: 12/28/2022] Open
Abstract
Histones, and their modifications, are critical components of cellular programming and epigenetic inheritance. Recently, cancer genome sequencing has uncovered driver mutations in chromatin modifying enzymes spurring high interest how such mutations change histone modification patterns. Here, we applied Top-Down mass spectrometry for the characterization of combinatorial modifications (i.e. methylation and acetylation) on full length histone H3 from human cell lines derived from multiple myeloma patients with overexpression of the histone methyltransferase MMSET as the result of a t(4;14) chromosomal translocation. Using the latest in Orbitrap-based technology for clean isolation of isobaric proteoforms containing up to 10 methylations and/or up to two acetylations, we provide extensive characterization of histone H3.1 and H3.3 proteoforms. Differential analysis of modifications by electron-based dissociation recapitulated antagonistic crosstalk between K27 and K36 methylation in H3.1, validating that full-length histone H3 (15 kDa) can be analyzed with site-specific assignments for multiple modifications. It also revealed K36 methylation in H3.3 was affected less by the overexpression of MMSET because of its higher methylation levels in control cells. The co-occurrence of acetylation with a minimum of three methyl groups in H3K9 and H3K27 suggested a hierarchy in the addition of certain modifications. Comparative analysis showed that high levels of MMSET in the myeloma-like cells drove the formation of hypermethyled proteoforms containing H3K36me2 co-existent with the repressive marks H3K9me2/3 and H3K27me2/3. Unique histone proteoforms with such "trivalent hypermethylation" (K9me2/3-K27me2/3-K36me2) were not discovered when H3.1 peptides were analyzed by Bottom-Up. Such disease-correlated proteoforms could link tightly to aberrant transcription programs driving cellular proliferation, and their precise description demonstrates that Top-Down mass spectrometry can now decode crosstalk involving up to three modified sites.
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Affiliation(s)
- Yupeng Zheng
- From the ‡Departments of Chemistry and Molecular Biosciences, and the Proteomics Center of Excellence, Northwestern University, 2145 N. Sheridan Road, Evanston, Illinois 60208
| | - Luca Fornelli
- From the ‡Departments of Chemistry and Molecular Biosciences, and the Proteomics Center of Excellence, Northwestern University, 2145 N. Sheridan Road, Evanston, Illinois 60208
| | - Philip D Compton
- From the ‡Departments of Chemistry and Molecular Biosciences, and the Proteomics Center of Excellence, Northwestern University, 2145 N. Sheridan Road, Evanston, Illinois 60208
| | - Seema Sharma
- §Thermo Fisher Scientific, 355 River Oaks Parkway, San Jose, California 95134
| | - Jesse Canterbury
- §Thermo Fisher Scientific, 355 River Oaks Parkway, San Jose, California 95134
| | - Christopher Mullen
- From the ‡Departments of Chemistry and Molecular Biosciences, and the Proteomics Center of Excellence, Northwestern University, 2145 N. Sheridan Road, Evanston, Illinois 60208
| | - Vlad Zabrouskov
- §Thermo Fisher Scientific, 355 River Oaks Parkway, San Jose, California 95134
| | - Ryan T Fellers
- From the ‡Departments of Chemistry and Molecular Biosciences, and the Proteomics Center of Excellence, Northwestern University, 2145 N. Sheridan Road, Evanston, Illinois 60208
| | - Paul M Thomas
- From the ‡Departments of Chemistry and Molecular Biosciences, and the Proteomics Center of Excellence, Northwestern University, 2145 N. Sheridan Road, Evanston, Illinois 60208
| | - Jonathan D Licht
- ¶Division of Hematology/Oncology, Northwestern University Feinberg School of Medicine, Chicago, Illinois 60611
| | - Michael W Senko
- §Thermo Fisher Scientific, 355 River Oaks Parkway, San Jose, California 95134
| | - Neil L Kelleher
- From the ‡Departments of Chemistry and Molecular Biosciences, and the Proteomics Center of Excellence, Northwestern University, 2145 N. Sheridan Road, Evanston, Illinois 60208;
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31
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Yang H, Yang N, Wang T. Proteomic analysis reveals the differential histone programs between male germline cells and vegetative cells in Lilium davidii. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2016; 85:660-674. [PMID: 26846354 DOI: 10.1111/tpj.13133] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Revised: 01/12/2016] [Accepted: 01/25/2016] [Indexed: 06/05/2023]
Abstract
In flowering plants, male germline fate is determined after asymmetric division of the haploid microspore. Daughter cells have distinct fates: the generative cell (GC) undergoes further mitosis to generate sperm cells (SCs), and the vegetative cell (VC) terminally differentiates. However, our understanding of the mechanisms underlying germline development remains limited. Histone variants and modifications define chromatin states, and contribute to establishing and maintaining cell identities by affecting gene expression. Here, we constructed a lily protein database, then extracted and detailed histone entries into a comprehensive lily histone database. We isolated large amounts of nuclei from VCs, GCs and SCs from lily, and profiled histone variants of all five histone families in all three cell types using proteomics approaches. We revealed 92 identities representing 32 histone variants: six for H1, 11 for H2A, eight for H2B, five for H3 and two for H4. Nine variants, including five H1, two H2B, one H3 and one H4 variant, specifically accumulated in GCs and SCs. We also detected H3 modification patterns in the three cell types. GCs and SCs had almost identical histone profiles and similar H3 modification patterns, which were significantly different from those of VCs. Our study also revealed the presence of multiple isoforms, and differential expression patterns between isoforms of a variant. The results suggest that differential histone programs between the germline and companion VCs may be established following the asymmetric division, and are important for identity establishment and differentiation of the male germline as well as the VC.
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Affiliation(s)
- Hao Yang
- Key Laboratory of Plant Molecular Physiology, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Ning Yang
- Key Laboratory of Plant Molecular Physiology, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
| | - Tai Wang
- Key Laboratory of Plant Molecular Physiology, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
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32
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Xiao H, Tang GX, Wu R. Site-Specific Quantification of Surface N-Glycoproteins in Statin-Treated Liver Cells. Anal Chem 2016; 88:3324-32. [PMID: 26894747 DOI: 10.1021/acs.analchem.5b04871] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
The frequent modification of cell-surface proteins by N-linked glycans is known to be correlated with many biological processes. Aberrant glycosylation on surface proteins is associated with different cellular statuses and disease progression. However, it is extraordinarily challenging to comprehensively and site-specifically analyze glycoproteins located only on the cell surface. Currently mass spectrometry (MS)-based proteomics provides the possibility to analyze the N-glycoproteome, but effective separation and enrichment methods are required for the analysis of surface glycoproteins prior to MS measurement. The introduction of bio-orthogonal groups into proteins accelerates research in the robust visualization, identification, and quantification of proteins. Here we have comprehensively evaluated different sugar analogs in the analysis of cell-surface N-glycoproteins by combining copper-free click chemistry and MS-based proteomics. Comparison of three sugar analogs, N-azidoacetylgalactosamine (GalNAz), N-azidoacetylglucosamine (GlcNAz), and N-azidoacetylmannosamine (ManNAz), showed that metabolic labeling with GalNAz resulted in the greatest number of glycoproteins and glycosylation sites in biological duplicate experiments. GalNAz was then employed for the quantification experiment in statin-treated HepG2 liver cells, and 280 unique N-glycosylated sites were quantified from 168 surface proteins. The quantification results demonstrated that many glycosylation sites on surface proteins were down-regulated in statin-treated cells compared to untreated cells because statin prevents the synthesis of dolichol, which is essential for the formation of dolichol-linked precursor oligosaccharides. Several glycosylation sites in proteins that participate in the Alzheimer's disease pathway were down-regulated. This method can be extensively applied for the global analysis of the cell-surface N-glycoproteome.
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Affiliation(s)
- Haopeng Xiao
- School of Chemistry and Biochemistry and the Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology , Atlanta, Georgia 30332, United States
| | - George X Tang
- School of Chemistry and Biochemistry and the Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology , Atlanta, Georgia 30332, United States
| | - Ronghu Wu
- School of Chemistry and Biochemistry and the Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology , Atlanta, Georgia 30332, United States
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33
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Bhanu NV, Sidoli S, Garcia BA. Histone modification profiling reveals differential signatures associated with human embryonic stem cell self-renewal and differentiation. Proteomics 2016; 16:448-58. [PMID: 26631989 DOI: 10.1002/pmic.201500231] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2015] [Revised: 10/20/2015] [Accepted: 11/30/2015] [Indexed: 12/11/2022]
Abstract
In this study, we trace developmental stages using epigenome changes in human embryonic stem cells (hESCs) treated with drugs modulating either self-renewal or differentiation. Based on microscopy, qPCR and flow cytometry, we classified the treatment outcome as inducing pluripotency (hESC, flurbiprofen and gatifloxacin), mesendoderm (sinomenine), differentiation (cyamarin, digoxin, digitoxin, selegeline and theanine) and lineage-commitment (RA). When we analyzed histone PTMs that imprinted these gene and protein expressions, the above classification was reassorted. Hyperacetylation at H3K4, 9, 14, 18, 56 and 122 as well as H4K5, 8, 12 and 16 emerged as the pluripotency signature of hESCs. Methylations especially of H3 at K9, K20, K27 and K36 characterized differentiation initiation as seen in no-drug control and fluribiprofen. Sinomenine-treated cells clustered close to "differentiation initiators", consistent with flow cytometry where it induced mesendoderm, along with cyamarin and possibly selegnine. Neurectoderm, induced by RA and theanine manifested methylations on H3 shifts to H3.3. By both flow cytometry and histone PTM clustering, it appears that cells treated with gatifloxacin, flurbiprofen, digitoxin and digoxin were not yet lineage-committed or mixed cell types. Taken together, our moderate-throughput histone PTM profiling approach highlighted subtle epigenetic signatures that permitted us to predict divergent lineage progression even in differentiating cells with similar phenotype and gene expression.
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Affiliation(s)
- Natarajan V Bhanu
- Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Simone Sidoli
- Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Benjamin A Garcia
- Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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34
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Ma H, Howitz KT, Horiuchi KY, Wang Y. Histone Methyltransferase Activity Assays. EPIGENETICS FOR DRUG DISCOVERY 2015. [DOI: 10.1039/9781782628484-00267] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Histone methyltransferases (HMTs) methylate either the lysine or arginine residues on histones and other proteins and play a crucial role in epigenetic regulation. Over 70 HMTs are encoded by the human genome, and many have been implicated in the aetiology of cancer, inflammatory diseases, neurodegenerative diseases and other conditions. There are currently about a dozen HMT activity assays available, and many of these assay formats are applicable to other epigenetic factors, such as histone acetyltransferases, histone deacetylases, and histone and DNA demethylases. Many factors need to be considered in selecting an HMT assay for drug discovery studies, including cost, adaptability to high-throughput screening, and rates of false positives and false negatives. This chapter describes the mechanisms of the major assay platforms available for HMT screening and profiling and presents the advantages and limitations associated with each.
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Affiliation(s)
- Haiching Ma
- Reaction Biology Corporation One Great Valley Parkway, Suite 2 Malvern PA 19355 USA
| | - Konrad T. Howitz
- Reaction Biology Corporation One Great Valley Parkway, Suite 2 Malvern PA 19355 USA
| | - Kurumi Y. Horiuchi
- Reaction Biology Corporation One Great Valley Parkway, Suite 2 Malvern PA 19355 USA
| | - Yuren Wang
- Reaction Biology Corporation One Great Valley Parkway, Suite 2 Malvern PA 19355 USA
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35
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Rose CM, Rush MJP, Riley NM, Merrill AE, Kwiecien NW, Holden DD, Mullen C, Westphall MS, Coon JJ. A calibration routine for efficient ETD in large-scale proteomics. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2015; 26:1848-57. [PMID: 26111518 PMCID: PMC5642106 DOI: 10.1007/s13361-015-1183-1] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2015] [Revised: 04/21/2015] [Accepted: 04/22/2015] [Indexed: 05/11/2023]
Abstract
Electron transfer dissociation (ETD) has been broadly adopted and is now available on a variety of commercial mass spectrometers. Unlike collisional activation techniques, optimal performance of ETD requires considerable user knowledge and input. ETD reaction duration is one key parameter that can greatly influence spectral quality and overall experiment outcome. We describe a calibration routine that determines the correct number of reagent anions necessary to reach a defined ETD reaction rate. Implementation of this automated calibration routine on two hybrid Orbitrap platforms illustrate considerable advantages, namely, increased product ion yield with concomitant reduction in scan rates netting up to 75% more unique peptide identifications in a shotgun experiment. Graphical Abstract ᅟ.
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Affiliation(s)
- Christopher M Rose
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA
- Genome Center of Wisconsin, University of Wisconsin, Madison, WI, 53706, USA
| | - Matthew J P Rush
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA
- Genome Center of Wisconsin, University of Wisconsin, Madison, WI, 53706, USA
| | - Nicholas M Riley
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA
- Genome Center of Wisconsin, University of Wisconsin, Madison, WI, 53706, USA
| | - Anna E Merrill
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA
- Genome Center of Wisconsin, University of Wisconsin, Madison, WI, 53706, USA
| | - Nicholas W Kwiecien
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA
- Genome Center of Wisconsin, University of Wisconsin, Madison, WI, 53706, USA
| | | | | | - Michael S Westphall
- Genome Center of Wisconsin, University of Wisconsin, Madison, WI, 53706, USA
| | - Joshua J Coon
- Department of Chemistry, University of Wisconsin, Madison, WI, 53706, USA.
- Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI, 53706, USA.
- Genome Center of Wisconsin, University of Wisconsin, Madison, WI, 53706, USA.
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36
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Benevento M, Tonge PD, Puri MC, Nagy A, Heck AJ, Munoz J. Fluctuations in histone H4 isoforms during cellular reprogramming monitored by middle-down proteomics. Proteomics 2015; 15:3219-31. [DOI: 10.1002/pmic.201500031] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2015] [Revised: 04/16/2015] [Accepted: 06/15/2015] [Indexed: 01/01/2023]
Affiliation(s)
- Marco Benevento
- Biomolecular Mass Spectrometry and Proteomics; Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences; Utrecht University; Utrecht The Netherlands
- Netherlands Proteomics Centre; Utrecht The Netherlands
| | - Peter D. Tonge
- Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; TO Canada
| | - Mira C. Puri
- Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; TO Canada
- Department of Medical Biophysics; University of Toronto; TO Canada
| | - Andras Nagy
- Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; TO Canada
- Department of Obstetrics and Gynaecology; University of Toronto; TO Canada
- Institute of Medical Science; University of Toronto; TO Canada
| | - Albert J.R. Heck
- Biomolecular Mass Spectrometry and Proteomics; Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences; Utrecht University; Utrecht The Netherlands
- Netherlands Proteomics Centre; Utrecht The Netherlands
| | - Javier Munoz
- Biomolecular Mass Spectrometry and Proteomics; Bijvoet Center for Biomolecular Research and Utrecht Institute for Pharmaceutical Sciences; Utrecht University; Utrecht The Netherlands
- Netherlands Proteomics Centre; Utrecht The Netherlands
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37
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Yamamoto K, Chikaoka Y, Hayashi G, Sakamoto R, Yamamoto R, Sugiyama A, Kodama T, Okamoto A, Kawamura T. Middle-Down and Chemical Proteomic Approaches to Reveal Histone H4 Modification Dynamics in Cell Cycle: Label-Free Semi-Quantification of Histone Tail Peptide Modifications Including Phosphorylation and Highly Sensitive Capture of Histone PTM Binding Proteins Using Photo-Reactive Crosslinkers. ACTA ACUST UNITED AC 2015; 4:A0039. [PMID: 26819910 DOI: 10.5702/massspectrometry.a0039] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2015] [Accepted: 05/04/2015] [Indexed: 12/13/2022]
Abstract
Mass spectrometric proteomics is an effective approach for identifying and quantifying histone post-translational modifications (PTMs) and their binding proteins, especially in the cases of methylation and acetylation. However, another vital PTM, phosphorylation, tends to be poorly quantified because it is easily lost and inefficiently ionized. In addition, PTM binding proteins for phosphorylation are sometimes resistant to identification because of their variable binding affinities. Here, we present our efforts to improve the sensitivity of detection of histone H4 tail peptide phosphorylated at serine 1 (H4S1ph) and our successful identification of an H4S1ph binder candidate by means of a chemical proteomics approach. Our nanoLC-MS/MS system permitted semi-quantitative label-free analysis of histone H4 PTM dynamics of cell cycle-synchronized HeLa S3 cells, including phosphorylation, methylation, and acetylation. We show that H4S1ph abundance on nascent histone H4 unmethylated at lysine 20 (H4K20me0) peaks from late S-phase to M-phase. We also attempted to characterize effects of phosphorylation at H4S1 on protein-protein interactions. Specially synthesized photoaffinity bait peptides specifically captured 14-3-3 proteins as novel H4S1ph binding partners, whose interaction was otherwise undetectable by conventional peptide pull-down experiments. This is the first report that analyzes dynamics of PTM pattern on the whole histone H4 tail during cell cycle and enables the identification of PTM binders with low affinities using high-resolution mass spectrometry and photo-affinity bait peptides.
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Affiliation(s)
- Kazuki Yamamoto
- Department of Systems Biology and Medicine, Research Center for Advanced Science and Technology,
The University of Tokyo; The Translational Systems Biology and Medicine Initiative Center for Disease Biology and Integrative Medicine,
Faculty of Medicine, University of Tokyo
| | - Yoko Chikaoka
- Department of Systems Biology and Medicine, Research Center for Advanced Science and Technology,
The University of Tokyo; The Translational Systems Biology and Medicine Initiative Center for Disease Biology and Integrative Medicine,
Faculty of Medicine, University of Tokyo
| | - Gosuke Hayashi
- Department of Chemistry and Biotechnology, The University of Tokyo
| | - Ryosuke Sakamoto
- Department of Chemistry and Biotechnology, The University of Tokyo
| | - Ryuji Yamamoto
- Department of Systems Biology and Medicine, Research Center for Advanced Science and Technology,
The University of Tokyo
| | | | - Tatsuhiko Kodama
- Department of Systems Biology and Medicine, Research Center for Advanced Science and Technology,
The University of Tokyo
| | - Akimitsu Okamoto
- Research Center for Advanced Science and Technology, The University of Tokyo
| | - Takeshi Kawamura
- Department of Systems Biology and Medicine, Research Center for Advanced Science and Technology,
The University of Tokyo; The Translational Systems Biology and Medicine Initiative Center for Disease Biology and Integrative Medicine,
Faculty of Medicine, University of Tokyo
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38
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Su Z, Denu JM. MARCC (Matrix-Assisted Reader Chromatin Capture): An Antibody-Free Method to Enrich and Analyze Combinatorial Nucleosome Modifications. ACTA ACUST UNITED AC 2015; 111:21.32.1-21.32.21. [PMID: 26131849 DOI: 10.1002/0471142727.mb2132s111] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Combinatorial patterns of histone modifications are key indicators of different chromatin states. Most of the current approaches rely on the usage of antibodies to analyze combinatorial histone modifications. Here we detail an antibody-free method named MARCC (Matrix-Assisted Reader Chromatin Capture) to enrich combinatorial histone modifications. The combinatorial patterns are enriched on native nucleosomes extracted from cultured mammalian cells and prepared by micrococcal nuclease digestion. Such enrichment is achieved by recombinant chromatin-interacting protein modules, or so-called reader domains, which can bind in a combinatorial modification-dependent manner. The enriched chromatin can be quantified by immunoblotting or mass spectrometry for the co-existence of histone modifications, while the associated DNA content can be analyzed by qPCR or next-generation sequencing. Altogether, MARCC provides a reproducible, efficient and customizable solution to enrich and analyze combinatorial histone modifications.
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Affiliation(s)
- Zhangli Su
- Department of Biomolecular Chemistry, University of Wisconsin, Madison, Wisconsin.,Wisconsin Institutes for Discovery, University of Wisconsin, Madison, Wisconsin
| | - John M Denu
- Department of Biomolecular Chemistry, University of Wisconsin, Madison, Wisconsin.,Wisconsin Institutes for Discovery, University of Wisconsin, Madison, Wisconsin
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39
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Middle-down electron capture dissociation and electron transfer dissociation for histone analysis. J Anal Sci Technol 2015. [DOI: 10.1186/s40543-015-0060-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Abstract
The post-translational modifications (PTMs) of histones play a major role in activating or silencing gene transcription. To gain better understanding of the interplay between the PTMs that occur on histones, they are extensively studied using mass spectrometry techniques. Due to the abundance of lysines and arginines, the typical trypsin digestion has been found less favorable and GluC-digests have been explored as an alternative to yield larger peptides amenable to middle-down approaches. In addition, the use of weak cation exchange hydrophilic interaction liquid chromatography (WCX-HILIC) and the use of electron-based fragmentation techniques were found to be advantageous for the in-depth characterization of histone variants containing multiple PTMs.
As a test model, we used histones from MEL (murine erythroleukemia) cells treated with butyric acid or DMSO. After acid extraction, histone pellets were dried and fractionated using a reversed-phase C3 column. For middle-down analysis, selected histone fractions were digested using GluC. The digested samples were separated on a WCX-HILIC capillary column packed in-house with PolyCAT A resin, coupled to a linear trap quadrupole Fourier transformation ion cyclotron resonance (LTQFT-ICR) instrument. Raw data was acquired on the LTQFT-ICR using electron capture dissociation (ECD). After deconvolution of the raw data, we generated heatmaps to illustrate differential maps between differentially treated histone samples. We also explored the innovative use of Skyline to quantify histone tails. In addition, we report some preliminary data using a synthetic histone peptide acquired on an Orbitrap Fusion using electron transfer dissociation (ETD). Both, ECD and ETD methods are capable of comprehensively analyzing complex histone variations not accessible with conventional techniques.
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40
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Schreiner D, Simicevic J, Ahrné E, Schmidt A, Scheiffele P. Quantitative isoform-profiling of highly diversified recognition molecules. eLife 2015; 4:e07794. [PMID: 25985086 PMCID: PMC4489214 DOI: 10.7554/elife.07794] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2015] [Accepted: 05/14/2015] [Indexed: 12/28/2022] Open
Abstract
Complex biological systems rely on cell surface cues that govern cellular self-recognition and selective interactions with appropriate partners. Molecular diversification of cell surface recognition molecules through DNA recombination and complex alternative splicing has emerged as an important principle for encoding such interactions. However, the lack of tools to specifically detect and quantify receptor protein isoforms is a major impediment to functional studies. We here developed a workflow for targeted mass spectrometry by selected reaction monitoring that permits quantitative assessment of highly diversified protein families. We apply this workflow to dissecting the molecular diversity of the neuronal neurexin receptors and uncover an alternative splicing-dependent recognition code for synaptic ligands. DOI:http://dx.doi.org/10.7554/eLife.07794.001 To create a protein, a gene is first copied to form an RNA molecule that contains regions known as introns and exons. Splicing removes the introns and joins the exons together to form a molecule of ‘messenger RNA’, which is translated into a protein. Over the course of evolution, many groups—or families—of proteins have expanded and diversified their roles. One way in which this can occur is through a process known as alternative splicing, in which different exons can be included or excluded to generate the final messenger RNA. In this way, a single gene can produce a number of different proteins. These closely related proteins are known as isoforms. The brain contains billions of neurons that communicate with one another across connections known as synapses. A family of proteins called neurexins helps neurons to form these synapses. Humans have three neurexin genes, which undergo extensive alternative splicing to produce thousands of protein isoforms. However, it is not known whether all of these isoforms are produced in neurons, as existing experimental techniques were not sensitive enough to easily distinguish one isoform from another. A technique known as ‘selected reaction monitoring’ (or SRM for short) has recently emerged as a promising way to identify proteins. This allows proteins containing specific sequences to be separated out for analysis, in contrast to existing techniques that test randomly selected protein samples, which will result in most isoforms being missed. Schreiner, Simicevic et al. have now developed SRM further and show that this technique can detect the identity and amount of the neurexin isoforms present at synapses, including those that are only produced in very small quantities. Using SRM, Schreiner, Simicevic et al. demonstrate that neurexin isoforms differ in how they interact with synaptic receptors. Thus, alternative splicing of neurexins underlies a ‘recognition code’ at neuronal synapses. In the future, this newly developed SRM method could be used to investigate isoforms in other protein families and tissues, and so may prove valuable for understanding how a wide range of cellular recognition processes work. DOI:http://dx.doi.org/10.7554/eLife.07794.002
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Affiliation(s)
| | | | - Erik Ahrné
- Biozentrum, University of Basel, Basel, Switzerland
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41
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Winogradoff D, Echeverria I, Potoyan DA, Papoian GA. The Acetylation Landscape of the H4 Histone Tail: Disentangling the Interplay between the Specific and Cumulative Effects. J Am Chem Soc 2015; 137:6245-53. [DOI: 10.1021/jacs.5b00235] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Affiliation(s)
- David Winogradoff
- Chemical
Physics Program and ‡Department of Chemistry and Biochemistry and
Institute for Physical Science and Technology, University of Maryland, College
Park, Maryland 20742, United States
| | - Ignacia Echeverria
- Chemical
Physics Program and ‡Department of Chemistry and Biochemistry and
Institute for Physical Science and Technology, University of Maryland, College
Park, Maryland 20742, United States
| | - Davit A. Potoyan
- Chemical
Physics Program and ‡Department of Chemistry and Biochemistry and
Institute for Physical Science and Technology, University of Maryland, College
Park, Maryland 20742, United States
| | - Garegin A. Papoian
- Chemical
Physics Program and ‡Department of Chemistry and Biochemistry and
Institute for Physical Science and Technology, University of Maryland, College
Park, Maryland 20742, United States
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42
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Na S, Paek E. Software eyes for protein post-translational modifications. MASS SPECTROMETRY REVIEWS 2015; 34:133-147. [PMID: 24889695 DOI: 10.1002/mas.21425] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2012] [Revised: 07/18/2013] [Accepted: 11/20/2013] [Indexed: 06/03/2023]
Abstract
Post-translational modifications (PTMs) are critical to almost all aspects of complex processes of the cell. Identification of PTMs is one of the biggest challenges for proteomics, and there have been many computational studies for the analysis of PTMs from tandem mass spectrometry (MS/MS). Most early PTM identification studies have been performed by matching MS/MS data to protein databases, using database search tools, but they are prohibitively slow when a large number of PTMs is given as a search parameter. In this article, we present recent developments to search for more types of PTMs and to speed up the search, and discuss many computational issues and solutions in terms of identifying multiply modified peptides or searching for all possible modifications at once in unrestrictive mode. Apart from the most common type of PTMs involving covalent addition of functional groups to proteins, PTMs such as disulfide linkage require dedicated software for the analysis because they may involve cross-linking between two different parts of proteins. Finally, methods for identification of protein disulfide bonds are presented.
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Affiliation(s)
- Seungjin Na
- Department of Computer Science and Engineering, University of California, San Diego, La Jolla, CA, 92093; Center for Computational Mass Spectrometry, University of California, San Diego, La Jolla, CA, 92093
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43
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Maile TM, Izrael-Tomasevic A, Cheung T, Guler GD, Tindell C, Masselot A, Liang J, Zhao F, Trojer P, Classon M, Arnott D. Mass spectrometric quantification of histone post-translational modifications by a hybrid chemical labeling method. Mol Cell Proteomics 2015; 14:1148-58. [PMID: 25680960 PMCID: PMC4390259 DOI: 10.1074/mcp.o114.046573] [Citation(s) in RCA: 66] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2014] [Indexed: 01/21/2023] Open
Abstract
Mass spectrometry is a powerful alternative to antibody-based methods for the analysis of histone post-translational modifications (marks). A key development in this approach was the deliberate propionylation of histones to improve sequence coverage across the lysine-rich and hydrophilic tails that bear most modifications. Several marks continue to be problematic however, particularly di- and tri-methylated lysine 4 of histone H3 which we found to be subject to substantial and selective losses during sample preparation and liquid chromatography-mass spectrometry. We developed a new method employing a "one-pot" hybrid chemical derivatization of histones, whereby an initial conversion of free lysines to their propionylated forms under mild aqueous conditions is followed by trypsin digestion and labeling of new peptide N termini with phenyl isocyanate. High resolution mass spectrometry was used to collect qualitative and quantitative data, and a novel web-based software application (Fishtones) was developed for viewing and quantifying histone marks in the resulting data sets. Recoveries of 53 methyl, acetyl, and phosphoryl marks on histone H3.1 were improved by an average of threefold overall, and over 50-fold for H3K4 di- and tri-methyl marks. The power of this workflow for epigenetic research and drug discovery was demonstrated by measuring quantitative changes in H3K4 trimethylation induced by small molecule inhibitors of lysine demethylases and siRNA knockdown of epigenetic modifiers ASH2L and WDR5.
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Affiliation(s)
- Tobias M Maile
- From the ‡Protein Chemistry Department, Genentech Inc., South San Francisco, California 94080
| | - Anita Izrael-Tomasevic
- From the ‡Protein Chemistry Department, Genentech Inc., South San Francisco, California 94080
| | - Tommy Cheung
- From the ‡Protein Chemistry Department, Genentech Inc., South San Francisco, California 94080
| | - Gulfem D Guler
- §Cancer Targets Department, Genentech, Inc., South San Francisco, California 94080
| | - Charles Tindell
- §Cancer Targets Department, Genentech, Inc., South San Francisco, California 94080
| | - Alexandre Masselot
- ¶Department of Bioinformatics and Computational Biology, Genentech, Inc., South San Francisco, California 94080
| | - Jun Liang
- ‖Discovery Chemistry Department, Genentech, Inc., South San Francisco, California 94080
| | - Feng Zhao
- **Biology Department, Constellation Pharmaceuticals, Inc., Cambridge, Massachusetts 02142
| | - Patrick Trojer
- **Biology Department, Constellation Pharmaceuticals, Inc., Cambridge, Massachusetts 02142
| | - Marie Classon
- §Cancer Targets Department, Genentech, Inc., South San Francisco, California 94080
| | - David Arnott
- From the ‡Protein Chemistry Department, Genentech Inc., South San Francisco, California 94080;
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44
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Ren X, Bai X, Zhang X, Li Z, Tang L, Zhao X, Li Z, Ren Y, Wei S, Wang Q, Liu C, Ji J. Quantitative nuclear proteomics identifies that miR-137-mediated EZH2 reduction regulates resveratrol-induced apoptosis of neuroblastoma cells. Mol Cell Proteomics 2014; 14:316-28. [PMID: 25505154 DOI: 10.1074/mcp.m114.041905] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Neuroblastoma is the most common pediatric extracranial solid tumor with a broad spectrum of clinical behavior and poor prognosis. Despite intensive multimodal therapy, ongoing clinical trials, and basic science investigations, neuroblastoma remains a complex medical challenge with a long-term survival rate less than 40%. In our study, we found that resveratrol (3, 5, 4'-trihydroxystilbene, RSV), a naturally occurring phytoalexin, possesses an anticancer activity through blocking cell growth and inducing apoptosis in neuroblastoma cell line Neuro-2a (N-2a) cells. Using stable isotope labeling with amino acids in cell culture (SILAC) and quantitative proteomic analysis, we found that 395 proteins were up-regulated and 302 proteins were down-regulated in the nucleus of N-2a cells treated with RSV. Among these, the polycomb protein histone methyltransferase EZH2 was reduced significantly, which is aberrantly overexpressed in neuroblastoma and crucial to maintain the malignant phenotype of neuroblastoma by epigenetic repression of multiple tumor suppressor genes. EZH2 reduction further led to decreased H3K27me3 level and reactivation of neuroblastoma tumor suppressor genes CLU and NGFR. Disruption EZH2 expression by RNA interference-mediated knockdown or pharmacologic inhibition with DZNep triggered cellular apoptosis in N-2a cells. We found that the up-regulation of miR-137 level was responsible for reduced EZH2 level in tumor suppression induced by RSV. Inhibition of miR-137 expression rescued the cellular apoptosis phenotypes, EZH2 reduction, and CLU and NGFR reactivation, associated with RSV treatment. Taken together, our findings present for the first time, an epigenetic mechanism involving miR-137-mediated EZH2 repression in RSV-induced apoptosis and tumor suppression of neuroblastoma, which would provide a key potential therapeutic target in neuroblastoma treatment.
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Affiliation(s)
- Xiaoqing Ren
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China; ¶Center for Biomedical Materials and Tissue Engineering, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
| | - Xue Bai
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China
| | - Xuefei Zhang
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China
| | - Zheyi Li
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China
| | - Lingfang Tang
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China
| | - Xuyang Zhao
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China; §Institute of System Biomedicine, School of Basic Medical Sciences, Peking University, Beijing 100191, China
| | - Zeyang Li
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China
| | - Yanfei Ren
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China
| | - Shicheng Wei
- ¶Center for Biomedical Materials and Tissue Engineering, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China; ‖Department of Oral and Maxillofacial Surgery, Laboratory of Interdisciplinary Studies, School of Stomatology, Peking University, Beijing 100081, China
| | - Qingsong Wang
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China;
| | - Cong Liu
- ‡‡Laboratory of Genome Stability, West China Second University Hospital, Sichuan University, Chengdu 610041, China
| | - Jianguo Ji
- From the ‡State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Peking University, Beijing 100871, China; §Institute of System Biomedicine, School of Basic Medical Sciences, Peking University, Beijing 100191, China;
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45
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Jahan S, Davie JR. Protein arginine methyltransferases (PRMTs): role in chromatin organization. Adv Biol Regul 2014; 57:173-84. [PMID: 25263650 DOI: 10.1016/j.jbior.2014.09.003] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2014] [Accepted: 09/06/2014] [Indexed: 01/19/2023]
Abstract
The mammalian genome encodes eleven protein arginine methyltransferases (PRMTs) that are involved in the transfer of a methyl group from S-adenosylmethionine (AdoMet) to the guanidino nitrogen of arginine. The substrates for these enzymes range from histones to several nuclear and cytoplasmic proteins. Methylation of histones by PRMTs can block the docking site for other reader/effector molecules and thus this modification can interfere with histone code orchestration. Several members of the PRMTs have roles in chromatin organization and function. Although PRMT aberrant expression is correlated with several diseases including cancer, the underlying mechanisms are still obscure in most cases.
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Affiliation(s)
- Sanzida Jahan
- Manitoba Institute of Child Health, University of Manitoba, Winnipeg, Manitoba R3E 3P4 Canada
| | - James R Davie
- Manitoba Institute of Child Health, University of Manitoba, Winnipeg, Manitoba R3E 3P4 Canada.
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46
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Sidoli S, Schwämmle V, Ruminowicz C, Hansen TA, Wu X, Helin K, Jensen ON. Middle-down hybrid chromatography/tandem mass spectrometry workflow for characterization of combinatorial post-translational modifications in histones. Proteomics 2014; 14:2200-11. [DOI: 10.1002/pmic.201400084] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2014] [Revised: 05/19/2014] [Accepted: 07/24/2014] [Indexed: 01/04/2023]
Affiliation(s)
- Simone Sidoli
- Department of Biochemistry and Molecular Biology; Centre for Epigenetics, University of Southern Denmark; Odense M Denmark
| | - Veit Schwämmle
- Department of Biochemistry and Molecular Biology; Centre for Epigenetics, University of Southern Denmark; Odense M Denmark
| | - Chrystian Ruminowicz
- Department of Biochemistry and Molecular Biology; Centre for Epigenetics, University of Southern Denmark; Odense M Denmark
| | - Thomas A. Hansen
- Department of Biochemistry and Molecular Biology; Centre for Epigenetics, University of Southern Denmark; Odense M Denmark
| | - Xudong Wu
- Biotech Research and Innovation Centre; Centre for Epigenetics, University of Copenhagen; Copenhagen Denmark
- Department of Cell Biology; Tianjin Medical University; Tianjin P. R. China
| | - Kristian Helin
- Biotech Research and Innovation Centre; Centre for Epigenetics, University of Copenhagen; Copenhagen Denmark
| | - Ole N. Jensen
- Department of Biochemistry and Molecular Biology; Centre for Epigenetics, University of Southern Denmark; Odense M Denmark
- Biotech Research and Innovation Centre; Centre for Epigenetics, University of Copenhagen; Copenhagen Denmark
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47
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Molden RC, Garcia BA. Middle-Down and Top-Down Mass Spectrometric Analysis of Co-occurring Histone Modifications. ACTA ACUST UNITED AC 2014; 77:23.7.1-23.7.28. [PMID: 25081742 DOI: 10.1002/0471140864.ps2307s77] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Histones are chromatin proteins that are highly modified with many different types of post-translational modifications. These modifications act in concert to regulate a number of chromatin-related processes. However, identification and quantification of co-occurring histone post-translational modifications is challenging because there are many potential combinations of modifications and because the commonly used strategy of fragmenting proteins using trypsin or an alternative protease prior to LC-MS/MS analysis results in the loss of connectivity between modifications on different peptides. In this unit, mass spectrometric methods to analyze combinatorial histone modifications on histone tails (middle-down mass spectrometry) and on intact histones (top-down mass spectrometry) are described.
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Affiliation(s)
- Rosalynn C Molden
- Department of Chemistry, Frick Laboratory, Princeton University, Princeton, New Jersey
| | - Benjamin A Garcia
- Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
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48
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Su Z, Boersma MD, Lee JH, Oliver SS, Liu S, Garcia BA, Denu JM. ChIP-less analysis of chromatin states. Epigenetics Chromatin 2014; 7:7. [PMID: 24872844 PMCID: PMC4022240 DOI: 10.1186/1756-8935-7-7] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2014] [Accepted: 04/09/2014] [Indexed: 11/26/2022] Open
Abstract
Background Histone post-translational modifications (PTMs) are key epigenetic regulators in chromatin-based processes. Increasing evidence suggests that vast combinations of PTMs exist within chromatin histones. These complex patterns, rather than individual PTMs, are thought to define functional chromatin states. However, the ability to interrogate combinatorial histone PTM patterns at the nucleosome level has been limited by the lack of direct molecular tools. Results Here we demonstrate an efficient, quantitative, antibody-free, chromatin immunoprecipitation-less (ChIP-less) method for interrogating diverse epigenetic states. At the heart of the workflow are recombinant chromatin reader domains, which target distinct chromatin states with combinatorial PTM patterns. Utilizing a newly designed combinatorial histone peptide microarray, we showed that three reader domains (ATRX-ADD, ING2-PHD and AIRE-PHD) displayed greater specificity towards combinatorial PTM patterns than corresponding commercial histone antibodies. Such specific recognitions were employed to develop a chromatin reader-based affinity enrichment platform (matrix-assisted reader chromatin capture, or MARCC). We successfully applied the reader-based platform to capture unique chromatin states, which were quantitatively profiled by mass spectrometry to reveal interconnections between nucleosomal histone PTMs. Specifically, a highly enriched signature that harbored H3K4me0, H3K9me2/3, H3K79me0 and H4K20me2/3 within the same nucleosome was identified from chromatin enriched by ATRX-ADD. This newly reported PTM combination was enriched in heterochromatin, as revealed by the associated DNA. Conclusions Our results suggest the broad utility of recombinant reader domains as an enrichment tool specific to combinatorial PTM patterns, which are difficult to probe directly by antibody-based approaches. The reader affinity platform is compatible with several downstream analyses to investigate the physical coexistence of nucleosomal PTM states associated with specific genomic loci. Collectively, the reader-based workflow will greatly facilitate our understanding of how distinct chromatin states and reader domains function in gene regulatory mechanisms.
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Affiliation(s)
- Zhangli Su
- Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53706, USA ; Wisconsin Institute for Discovery, University of Wisconsin, Madison, WI 53715, USA
| | - Melissa D Boersma
- Wisconsin Institute for Discovery, University of Wisconsin, Madison, WI 53715, USA ; Biotechnology Center, University of Wisconsin, Madison, WI 53706, USA
| | - Jin-Hee Lee
- Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53706, USA ; Wisconsin Institute for Discovery, University of Wisconsin, Madison, WI 53715, USA
| | - Samuel S Oliver
- Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53706, USA ; Wisconsin Institute for Discovery, University of Wisconsin, Madison, WI 53715, USA
| | - Shichong Liu
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Benjamin A Garcia
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - John M Denu
- Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53706, USA ; Wisconsin Institute for Discovery, University of Wisconsin, Madison, WI 53715, USA
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49
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Dang X, Scotcher J, Wu S, Chu RK, Tolić N, Ntai I, Thomas PM, Fellers RT, Early BP, Zheng Y, Durbin KR, Leduc RD, Wolff JJ, Thompson CJ, Pan J, Han J, Shaw JB, Salisbury JP, Easterling M, Borchers CH, Brodbelt JS, Agar JN, Paša-Tolić L, Kelleher NL, Young NL. The first pilot project of the consortium for top-down proteomics: a status report. Proteomics 2014; 14:1130-40. [PMID: 24644084 DOI: 10.1002/pmic.201300438] [Citation(s) in RCA: 84] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2013] [Revised: 02/25/2014] [Accepted: 03/13/2014] [Indexed: 11/11/2022]
Abstract
Pilot Project #1--the identification and characterization of human histone H4 proteoforms by top-down MS--is the first project launched by the Consortium for Top-Down Proteomics (CTDP) to refine and validate top-down MS. Within the initial results from seven participating laboratories, all reported the probability-based identification of human histone H4 (UniProt accession P62805) with expectation values ranging from 10(-13) to 10(-105). Regarding characterization, a total of 74 proteoforms were reported, with 21 done so unambiguously; one new PTM, K79ac, was identified. Inter-laboratory comparison reveals aspects of the results that are consistent, such as the localization of individual PTMs and binary combinations, while other aspects are more variable, such as the accurate characterization of low-abundance proteoforms harboring >2 PTMs. An open-access tool and discussion of proteoform scoring are included, along with a description of general challenges that lie ahead including improved proteoform separations prior to mass spectrometric analysis, better instrumentation performance, and software development.
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Affiliation(s)
- Xibei Dang
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, Tallahassee, FL, USA; Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL, USA
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Benevento M, Munoz J. Role of mass spectrometry-based proteomics in the study of cellular reprogramming and induced pluripotent stem cells. Expert Rev Proteomics 2014; 9:379-99. [DOI: 10.1586/epr.12.30] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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