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Brunner AM, Lössl P, Geurink PP, Ovaa H, Albanese P, Altelaar AFM, Heck AJR, Scheltema RA. Quantifying Positional Isomers (QPI) by Top-Down Mass Spectrometry. Mol Cell Proteomics 2021; 20:100070. [PMID: 33711480 PMCID: PMC8099777 DOI: 10.1016/j.mcpro.2021.100070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Revised: 02/10/2021] [Accepted: 03/05/2021] [Indexed: 11/26/2022] Open
Abstract
Proteomics has exposed a plethora of posttranslational modifications, but demonstrating functional relevance requires new approaches. Top-down proteomics of intact proteins has the potential to fully characterize protein modifications in terms of amount, site(s), and the order in which they are deposited on the protein; information that so far has been elusive to extract by shotgun proteomics. Data acquisition and analysis of intact multimodified proteins have however been a major challenge, in particular for positional isomers that carry the same number of modifications at different sites. Solutions were previously proposed to extract this information from fragmentation spectra, but these have so far mainly been limited to peptides and have entailed a large degree of manual interpretation. Here, we apply high-resolution Orbitrap fusion top-down analyses in combination with bioinformatics approaches to attempt to characterize multiple modified proteins and quantify positional isomers. Automated covalent fragment ion type definition, detection of mass precision and accuracy, and extensive use of replicate spectra increase sequence coverage and drive down false fragment assignments from 10% to 1.5%. Such improved performance in fragment assignment is key to localize and quantify modifications from fragment spectra. The method is tested by investigating positional isomers of Ubiquitin mixed in known concentrations, which results in quantification of high ratios at very low standard errors of the mean (<5%), as well as with synthetic phosphorylated peptides. Application to multiphosphorylated Bora provides an estimation of the so far unknown stoichiometry of the known set of phosphosites and uncovers new sites from hyperphosphorylated Bora. ETD fragmentation reveals the presence of positional isomers. For proteins up to 40 kDa these positional isomers can accurately be quantified. For in-vitro phosphorylated BoraNT a wide array of positional isomers is revealed. Use of Fragment ion FDR levels improve the quality of extracted stoichiometries.
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Affiliation(s)
- Andrea M Brunner
- Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Netherlands Proteomics Center, Utrecht University, Utrecht, the Netherlands
| | - Philip Lössl
- Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Netherlands Proteomics Center, Utrecht University, Utrecht, the Netherlands
| | - Paul P Geurink
- Department of Cell and Chemical Biology, Oncode Institute, Leiden University Medical Center, Leiden, the Netherlands
| | - Huib Ovaa
- Department of Cell and Chemical Biology, Oncode Institute, Leiden University Medical Center, Leiden, the Netherlands
| | - P Albanese
- Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Netherlands Proteomics Center, Utrecht University, Utrecht, the Netherlands
| | - A F Maarten Altelaar
- Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Netherlands Proteomics Center, Utrecht University, Utrecht, the Netherlands
| | - Albert J R Heck
- Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Netherlands Proteomics Center, Utrecht University, Utrecht, the Netherlands
| | - Richard A Scheltema
- Biomolecular Mass Spectrometry and Proteomics, Bijvoet Center for Biomolecular Research and Utrecht Institute of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Netherlands Proteomics Center, Utrecht University, Utrecht, the Netherlands.
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Rezinciuc S, Tian Z, Wu S, Hengel S, Pasa-Tolic L, Smallwood HS. Mapping Influenza-Induced Posttranslational Modifications on Histones from CD8+ T Cells. Viruses 2020; 12:v12121409. [PMID: 33302437 PMCID: PMC7762524 DOI: 10.3390/v12121409] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Revised: 11/23/2020] [Accepted: 12/02/2020] [Indexed: 12/25/2022] Open
Abstract
T cell function is determined by transcriptional networks that are regulated by epigenetic programming via posttranslational modifications (PTMs) to histone proteins and DNA. Bottom-up mass spectrometry (MS) can identify histone PTMs, whereas intact protein analysis by MS can detect species missed by bottom-up approaches. We used a novel approach of online two-dimensional liquid chromatography-tandem MS with high-resolution reversed-phase liquid chromatography (RPLC), alternating electron transfer dissociation (ETD) and collision-induced dissociation (CID) on precursor ions to maximize fragmentation of uniquely modified species. The first online RPLC separation sorted histone families, then RPLC or weak cation exchange hydrophilic interaction liquid chromatography (WCX-HILIC) separated species heavily clad in PTMs. Tentative identifications were assigned by matching proteoform masses to predicted theoretical masses that were verified with tandem MS. We used this innovative approach for histone-intact protein PTM mapping (HiPTMap) to identify and quantify proteoforms purified from CD8 T cells after in vivo influenza infection. Activation significantly altered PTMs following influenza infection, histone maps changed as T cells migrated to the site of infection, and T cells responding to secondary infections had significantly more transcription enhancing modifications. Thus, HiPTMap identified and quantified proteoforms and determined changes in CD8 T cell histone PTMs over the course of infection.
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Affiliation(s)
- Svetlana Rezinciuc
- Department of Pediatrics, University of Tennessee Health Science Center, Memphis, TN 38163, USA;
| | - Zhixin Tian
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (Z.T.); (S.W.); (S.H.); (L.P.-T.)
| | - Si Wu
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (Z.T.); (S.W.); (S.H.); (L.P.-T.)
| | - Shawna Hengel
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (Z.T.); (S.W.); (S.H.); (L.P.-T.)
| | - Ljiljana Pasa-Tolic
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (Z.T.); (S.W.); (S.H.); (L.P.-T.)
| | - Heather S. Smallwood
- Department of Pediatrics, University of Tennessee Health Science Center, Memphis, TN 38163, USA;
- Children’s Foundation Research Institute, Memphis, TN 38105, USA
- Correspondence: ; Tel.: +1-(901)-448–3068
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3
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Janssen KA, Coradin M, Lu C, Sidoli S, Garcia BA. Quantitation of Single and Combinatorial Histone Modifications by Integrated Chromatography of Bottom-up Peptides and Middle-down Polypeptide Tails. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2019; 30:2449-2459. [PMID: 31512222 DOI: 10.1007/s13361-019-02303-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2019] [Revised: 07/03/2019] [Accepted: 07/08/2019] [Indexed: 06/10/2023]
Abstract
The analysis of histone post-translational modifications (PTMs) by mass spectrometry (MS) has been critical to the advancement of the field of epigenetics. The most sensitive and accurate workflow is similar to the canonical proteomics analysis workflow (bottom-up MS), where histones are digested into short peptides (4-20 aa) and quantitated in extracted ion chromatograms. However, this limits the ability to detect even very common co-occurrences of modifications on histone proteins, preventing biological interpretation of PTM crosstalk. By digesting with GluC rather than trypsin, it is possible to produce long polypeptides corresponding to intact histone N-terminal tails (50-60 aa), where most modifications reside. This middle-down MS approach is used to study distant PTM co-existence. However, the most sensitive middle-down workflow uses weak cation exchange-hydrophilic interaction chromatography (WCX-HILIC), which is less robust than conventional reversed-phase chromatography. Additionally, since the buffer systems for middle-down and bottom-up proteomics differ substantially, it is cumbersome to toggle back and forth between both experimental setups on the same LC system. Here, we present a new workflow using porous graphitic carbon (PGC) as a stationary phase for histone analysis where bottom-up and middle-down sized histone peptides can be analyzed simultaneously using the same reversed-phase buffer setup. By using this protocol for middle-down sized peptides, we identified 406 uniquely modified intact histone tails and achieved a correlation of 0.85 between PGC and WCX-HILIC LC methods. Together, our method facilitates the analysis of single and combinatorial histone PTMs with much simpler applicability for conventional proteomics labs than the state-of-the-art middle-down MS.
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Affiliation(s)
- Kevin A Janssen
- Biochemistry and Molecular Biophysics Graduate Group, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mariel Coradin
- Biochemistry and Molecular Biophysics Graduate Group, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Epigenetics Institute, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Congcong Lu
- Epigenetics Institute, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Simone Sidoli
- Epigenetics Institute, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Biochemistry, Albert Einstein College of Medicine, New York, NY, USA
| | - Benjamin A Garcia
- Biochemistry and Molecular Biophysics Graduate Group, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Epigenetics Institute, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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4
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Williams TL, Senft SL, Yeo J, Martín-Martínez FJ, Kuzirian AM, Martin CA, DiBona CW, Chen CT, Dinneen SR, Nguyen HT, Gomes CM, Rosenthal JJC, MacManes MD, Chu F, Buehler MJ, Hanlon RT, Deravi LF. Dynamic pigmentary and structural coloration within cephalopod chromatophore organs. Nat Commun 2019; 10:1004. [PMID: 30824708 PMCID: PMC6397165 DOI: 10.1038/s41467-019-08891-x] [Citation(s) in RCA: 72] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Accepted: 01/23/2019] [Indexed: 01/08/2023] Open
Abstract
Chromatophore organs in cephalopod skin are known to produce ultra-fast changes in appearance for camouflage and communication. Light-scattering pigment granules within chromatocytes have been presumed to be the sole source of coloration in these complex organs. We report the discovery of structural coloration emanating in precise register with expanded pigmented chromatocytes. Concurrently, using an annotated squid chromatophore proteome together with microscopy, we identify a likely biochemical component of this reflective coloration as reflectin proteins distributed in sheath cells that envelop each chromatocyte. Additionally, within the chromatocytes, where the pigment resides in nanostructured granules, we find the lens protein Ω- crystallin interfacing tightly with pigment molecules. These findings offer fresh perspectives on the intricate biophotonic interplay between pigmentary and structural coloration elements tightly co-located within the same dynamic flexible organ - a feature that may help inspire the development of new classes of engineered materials that change color and pattern.
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Affiliation(s)
- Thomas L Williams
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115, USA
| | - Stephen L Senft
- The Eugene Bell Center, The Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Jingjie Yeo
- Department of Biomedical Engineering, Tufts University, Medford, MA, 02155, USA.,Laboratory for Atomistic and Molecular Mechanics (LAMM), Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.,Institute of High Performance Computing, A*STAR, Singapore, 138632, Singapore
| | - Francisco J Martín-Martínez
- Laboratory for Atomistic and Molecular Mechanics (LAMM), Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - Alan M Kuzirian
- The Eugene Bell Center, The Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Camille A Martin
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115, USA
| | - Christopher W DiBona
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115, USA
| | - Chun-Teh Chen
- Laboratory for Atomistic and Molecular Mechanics (LAMM), Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - Sean R Dinneen
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115, USA
| | - Hieu T Nguyen
- Department of Molecular, Cellular, and Biomedical Sciences, University of New Hampshire, Durham, NH, 03824, USA
| | - Conor M Gomes
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115, USA
| | - Joshua J C Rosenthal
- The Eugene Bell Center, The Marine Biological Laboratory, Woods Hole, MA, 02543, USA
| | - Matthew D MacManes
- Department of Molecular, Cellular, and Biomedical Sciences, University of New Hampshire, Durham, NH, 03824, USA
| | - Feixia Chu
- Department of Molecular, Cellular, and Biomedical Sciences, University of New Hampshire, Durham, NH, 03824, USA
| | - Markus J Buehler
- Laboratory for Atomistic and Molecular Mechanics (LAMM), Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - Roger T Hanlon
- The Eugene Bell Center, The Marine Biological Laboratory, Woods Hole, MA, 02543, USA.
| | - Leila F Deravi
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, 02115, USA.
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5
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Zhou Y, Qiu L, Sterpka A, Wang H, Chu F, Chen X. Comparative Phosphoproteomic Profiling of Type III Adenylyl Cyclase Knockout and Control, Male, and Female Mice. Front Cell Neurosci 2019; 13:34. [PMID: 30814930 PMCID: PMC6381875 DOI: 10.3389/fncel.2019.00034] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Accepted: 01/23/2019] [Indexed: 11/26/2022] Open
Abstract
Type III adenylyl cyclase (AC3, ADCY3) is predominantly enriched in neuronal primary cilia throughout the central nervous system (CNS). Genome-wide association studies in humans have associated ADCY3 with major depressive disorder and autistic spectrum disorder, both of which exhibit sexual dimorphism. To date, it is unclear how AC3 affects protein phosphorylation and signal networks in central neurons, and what causes the sexual dimorphism of autism. We employed a mass spectrometry (MS)-based phosphoproteomic approach to quantitatively profile differences in phosphorylation between inducible AC3 knockout (KO) and wild type (WT), male and female mice. In total, we identified 4,655 phosphopeptides from 1,756 proteins, among which 565 phosphopeptides from 322 proteins were repetitively detected in all samples. Over 46% phosphopeptides were identified in at least three out of eight biological replicas. Comparison of AC3 KO and WT datasets revealed that phosphopeptides with motifs matching proline-directed kinases' recognition sites had a lower abundance in the KO dataset than in WTs. We detected 14 phosphopeptides restricted to WT dataset (i.e., Rabl6, Spast and Ppp1r14a) and 35 exclusively in KOs (i.e., Sptan1, Arhgap20, Arhgap44, and Pde1b). Moreover, 95 phosphopeptides (out of 90 proteins) were identified only in female dataset and 26 only in males. Label-free MS spectrum quantification using Skyline further identified phosphopeptides that had higher abundance in each sample group. In total, 204 proteins had sex-biased phosphorylation and 167 of them had increased expression in females relative to males. Interestingly, among the 204 gender-biased phosphoproteins, 31% were found to be associated with autism, including Dlg1, Dlgap2, Syn1, Syngap1, Ctnna1, Ctnnd1, Ctnnd2, Pkp4, and Arvcf. Therefore, this study also provides the first phosphoproteomics evidence suggesting that gender-biased post-translational phosphorylation may be implicated in the sexual dimorphism of autism.
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Affiliation(s)
- Yuxin Zhou
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, Durham, NH, United States
| | - Liyan Qiu
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, Durham, NH, United States
| | - Ashley Sterpka
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, Durham, NH, United States
| | - Haiying Wang
- Department of Statistics, University of Connecticut, Storrs, CT, United States
| | - Feixia Chu
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, Durham, NH, United States
| | - Xuanmao Chen
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, Durham, NH, United States
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6
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Malioutov D, Chen T, Airoldi E, Jaffe J, Budnik B, Slavov N. Quantifying Homologous Proteins and Proteoforms. Mol Cell Proteomics 2019; 18:162-168. [PMID: 30282776 PMCID: PMC6317479 DOI: 10.1074/mcp.tir118.000947] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2018] [Indexed: 01/30/2023] Open
Abstract
Many proteoforms-arising from alternative splicing, post-translational modifications (PTM), or paralogous genes-have distinct biological functions, such as histone PTM proteoforms. However, their quantification by existing bottom-up mass-spectrometry (MS) methods is undermined by peptide-specific biases. To avoid these biases, we developed and implemented a first-principles model (HIquant) for quantifying proteoform stoichiometries. We characterized when MS data allow inferring proteoform stoichiometries by HIquant and derived an algorithm for optimal inference. We applied this algorithm to infer proteoform stoichiometries in two experimental systems that supported rigorous bench-marking: alkylated proteoforms spiked-in at known ratios and endogenous histone 3 PTM proteoforms quantified relative to internal heavy standards. When compared with the benchmarks, the proteoform stoichiometries interfered by HIquant without using external standards had relative error of 5-15% for simple proteoforms and 20-30% for complex proteoforms. A HIquant server is implemented at: https://web.northeastern.edu/slavov/2014HIquant/.
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Affiliation(s)
- Dmitry Malioutov
- From the ‡T. J. Watson IBM Research Center, 1101 Kitchawan Road, Yorktown Heights, NY 10598
| | - Tianchi Chen
- §Department of Bioengineering, Northeastern University, Boston, MA 02115
| | - Edoardo Airoldi
- ‖Department of Statistics, Harvard University, Cambridge, MA 02138
| | - Jacob Jaffe
- ¶Proteomics Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Bogdan Budnik
- *MSPRL, FAS Division of Science, Harvard University, Cambridge, MA 02138
| | - Nikolai Slavov
- §Department of Bioengineering, Northeastern University, Boston, MA 02115;.
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Angarica VE, Del Sol A. Bioinformatics Tools for Genome-Wide Epigenetic Research. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2017; 978:489-512. [PMID: 28523562 DOI: 10.1007/978-3-319-53889-1_25] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Epigenetics play a central role in the regulation of many important cellular processes, and dysregulations at the epigenetic level could be the source of serious pathologies, such as neurological disorders affecting brain development, neurodegeneration, and intellectual disability. Despite significant technological advances for epigenetic profiling, there is still a need for a systematic understanding of how epigenetics shapes cellular circuitry, and disease pathogenesis. The development of accurate computational approaches for analyzing complex epigenetic profiles is essential for disentangling the mechanisms underlying cellular development, and the intricate interaction networks determining and sensing chromatin modifications and DNA methylation to control gene expression. In this chapter, we review the recent advances in the field of "computational epigenetics," including computational methods for processing different types of epigenetic data, prediction of chromatin states, and study of protein dynamics. We also discuss how "computational epigenetics" has complemented the fast growth in the generation of epigenetic data for uncovering the main differences and similarities at the epigenetic level between individuals and the mechanisms underlying disease onset and progression.
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Affiliation(s)
- Vladimir Espinosa Angarica
- Computational Biology Group, Luxembourg Centre for Systems Biomedicine, University of Luxembourg, 6 Avenue du Swing, 4366 Belvaux, Luxembourg.
| | - Antonio Del Sol
- Computational Biology Group, Luxembourg Centre for Systems Biomedicine, University of Luxembourg, 6 Avenue du Swing, 4366 Belvaux, Luxembourg
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8
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Oshone R, Ngom M, Chu F, Mansour S, Sy MO, Champion A, Tisa LS. Genomic, transcriptomic, and proteomic approaches towards understanding the molecular mechanisms of salt tolerance in Frankia strains isolated from Casuarina trees. BMC Genomics 2017; 18:633. [PMID: 28821232 PMCID: PMC5563000 DOI: 10.1186/s12864-017-4056-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2017] [Accepted: 08/11/2017] [Indexed: 11/10/2022] Open
Abstract
Background Soil salinization is a worldwide problem that is intensifying because of the effects of climate change. An effective method for the reclamation of salt-affected soils involves initiating plant succession using fast growing, nitrogen fixing actinorhizal trees such as the Casuarina. The salt tolerance of Casuarina is enhanced by the nitrogen-fixing symbiosis that they form with the actinobacterium Frankia. Identification and molecular characterization of salt-tolerant Casuarina species and associated Frankia is imperative for the successful utilization of Casuarina trees in saline soil reclamation efforts. In this study, salt-tolerant and salt-sensitive Casuarina associated Frankia strains were identified and comparative genomics, transcriptome profiling, and proteomics were employed to elucidate the molecular mechanisms of salt and osmotic stress tolerance. Results Salt-tolerant Frankia strains (CcI6 and Allo2) that could withstand up to 1000 mM NaCl and a salt-sensitive Frankia strain (CcI3) which could withstand only up to 475 mM NaCl were identified. The remaining isolates had intermediate levels of salt tolerance with MIC values ranging from 650 mM to 750 mM. Comparative genomic analysis showed that all of the Frankia isolates from Casuarina belonged to the same species (Frankia casuarinae). Pangenome analysis revealed a high abundance of singletons among all Casuarina isolates. The two salt-tolerant strains contained 153 shared single copy genes (most of which code for hypothetical proteins) that were not found in the salt-sensitive(CcI3) and moderately salt-tolerant (CeD) strains. RNA-seq analysis of one of the two salt-tolerant strains (Frankia sp. strain CcI6) revealed hundreds of genes differentially expressed under salt and/or osmotic stress. Among the 153 genes, 7 and 7 were responsive to salt and osmotic stress, respectively. Proteomic profiling confirmed the transcriptome results and identified 19 and 8 salt and/or osmotic stress-responsive proteins in the salt-tolerant (CcI6) and the salt-sensitive (CcI3) strains, respectively. Conclusion Genetic differences between salt-tolerant and salt-sensitive Frankia strains isolated from Casuarina were identified. Transcriptome and proteome profiling of a salt-tolerant strain was used to determine molecular differences correlated with differential salt-tolerance and several candidate genes were identified. Mechanisms involving transcriptional and translational regulation, cell envelop remodeling, and previously uncharacterized proteins appear to be important for salt tolerance. Physiological and mutational analyses will further shed light on the molecular mechanism of salt tolerance in Casuarina associated Frankia isolates. Electronic supplementary material The online version of this article (doi:10.1186/s12864-017-4056-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Rediet Oshone
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, 46 College Rd, Durham, NH, 03824-2617, USA
| | - Mariama Ngom
- Laboratoire Mixte International Adaptation des Plantes et microorganismes associés aux Stress Environnementaux, Centre de Recherche de Bel-Air, Dakar, Sénégal.,Laboratoire Campus de Biotechnologies Végétales, Département de Végétale, Faculté des Sciences et Techniques, Université Cheikh Anta Diop, Dakar, Sénégal.,Laboratoire Commun de Microbiologie Institut de Recherche pour le Développement/Institut Sénégalais de Recherches Agricoles/Université Cheikh Anta Diop, Centre de Recherche de Bel-Air, Dakar, Sénégal
| | - Feixia Chu
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, 46 College Rd, Durham, NH, 03824-2617, USA
| | - Samira Mansour
- Faculty of Science, Suez Canal University, Ismalia, Egypt
| | - Mame Ourèye Sy
- Laboratoire Mixte International Adaptation des Plantes et microorganismes associés aux Stress Environnementaux, Centre de Recherche de Bel-Air, Dakar, Sénégal.,Laboratoire Campus de Biotechnologies Végétales, Département de Végétale, Faculté des Sciences et Techniques, Université Cheikh Anta Diop, Dakar, Sénégal
| | - Antony Champion
- Laboratoire Mixte International Adaptation des Plantes et microorganismes associés aux Stress Environnementaux, Centre de Recherche de Bel-Air, Dakar, Sénégal.,UMR DIADE, Institut de Recherche pour le Développement, Montpellier, France
| | - Louis S Tisa
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, 46 College Rd, Durham, NH, 03824-2617, USA.
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9
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Artemenko K, Mi J, Bergquist J. Mass-spectrometry-based characterization of oxidations in proteins. Free Radic Res 2015; 49:477-93. [DOI: 10.3109/10715762.2015.1023795] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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10
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Affiliation(s)
- He Huang
- Ben May Department of Cancer Research, The University of Chicago, Chicago, Illinois 60637, United States
| | - Shu Lin
- Department of Biochemistry and Biophysics, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Benjamin A. Garcia
- Department of Biochemistry and Biophysics, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Yingming Zhao
- Ben May Department of Cancer Research, The University of Chicago, Chicago, Illinois 60637, United States
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11
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Yuan ZF, Lin S, Molden RC, Cao XJ, Bhanu NV, Wang X, Sidoli S, Liu S, Garcia BA. EpiProfile Quantifies Histone Peptides With Modifications by Extracting Retention Time and Intensity in High-resolution Mass Spectra. Mol Cell Proteomics 2015; 14:1696-707. [PMID: 25805797 DOI: 10.1074/mcp.m114.046011] [Citation(s) in RCA: 73] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2014] [Indexed: 12/15/2022] Open
Abstract
Histone post-translational modifications contribute to chromatin function through their chemical properties which influence chromatin structure and their ability to recruit chromatin interacting proteins. Nanoflow liquid chromatography coupled with high resolution tandem mass spectrometry (nanoLC-MS/MS) has emerged as the most suitable technology for global histone modification analysis because of the high sensitivity and the high mass accuracy of this approach that provides confident identification. However, analysis of histones with this method is even more challenging because of the large number and variety of isobaric histone peptides and the high dynamic range of histone peptide abundances. Here, we introduce EpiProfile, a software tool that discriminates isobaric histone peptides using the distinguishing fragment ions in their tandem mass spectra and extracts the chromatographic area under the curve using previous knowledge about peptide retention time. The accuracy of EpiProfile was evaluated by analysis of mixtures containing different ratios of synthetic histone peptides. In addition to label-free quantification of histone peptides, EpiProfile is flexible and can quantify different types of isotopically labeled histone peptides. EpiProfile is unique in generating layouts (i.e. relative retention time) of histone peptides when compared with manual quantification of the data and other programs (such as Skyline), filling the need of an automatic and freely available tool to quantify labeled and non-labeled modified histone peptides. In summary, EpiProfile is a valuable nanoflow liquid chromatography coupled with high resolution tandem mass spectrometry-based quantification tool for histone peptides, which can also be adapted to analyze nonhistone protein samples.
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Affiliation(s)
- Zuo-Fei Yuan
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104
| | - Shu Lin
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104
| | - Rosalynn C Molden
- §Department of Chemistry, Princeton University, Princeton, New Jersey 08544
| | - Xing-Jun Cao
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104
| | - Natarajan V Bhanu
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104
| | - Xiaoshi Wang
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104
| | - Simone Sidoli
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104
| | - Shichong Liu
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104
| | - Benjamin A Garcia
- From the ‡Epigenetics Program, Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104;
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12
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Baker E, Tang Y, Chu F, Tisa LS. Molecular responses of Frankia sp. strain QA3 to naphthalene. Can J Microbiol 2015; 61:281-92. [PMID: 25742598 DOI: 10.1139/cjm-2014-0786] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The Frankia-actinorhizal plant symbiosis plays a significant role in plant colonization in soils contaminated with heavy metals and toxic aromatic hydrocarbons. The molecular response of Frankia upon exposure to soil contaminants is not well understood. To address this issue, we subjected Frankia sp. strain QA3 to naphthalene stress and showed that it could grow on naphthalene as a sole carbon source. Bioinformatic analysis of the Frankia QA3 genome identified a potential operon for aromatic compound degradation as well as several ring-hydroxylating dioxygenases. Under naphthalene stress, the expression of these genes was upregulated. Proteome analysis showed a differential protein profile for cells under naphthalene stress. Several protein spots were analyzed and used to identify proteins involved in stress response, metabolism, and energy production, including a lignostilbene dioxygenase. These results provide a model for understanding the molecular response of Frankia to common soil pollutants, which may be required for survival and proliferation of the bacterium and their hosts in polluted environments.
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Affiliation(s)
- Ethan Baker
- Department of Molecular, Cellular, and Biomedical Sciences, University of New Hampshire, 46 College Road, Durham, NH 03824-2617, USA
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13
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Doll S, Burlingame AL. Mass spectrometry-based detection and assignment of protein posttranslational modifications. ACS Chem Biol 2015; 10:63-71. [PMID: 25541750 PMCID: PMC4301092 DOI: 10.1021/cb500904b] [Citation(s) in RCA: 150] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
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Recent
advances in mass spectrometry (MS)-based proteomics allow
the identification and quantitation of thousands of posttranslational
modification (PTM) sites in a single experiment. This follows from
the development of more effective class enrichment strategies, new
high performance instrumentation and bioinformatic algorithms with
rigorous scoring strategies. More widespread use of these combined
capabilities have led to a vast expansion in our knowledge of the
complexity of biological processes mediated by PTMs. The classes most
actively pursued include phosphorylation, ubiquitination, O-GlcNAcylation,
methylation, and acetylation. Very recently succinylation, SUMOylation,
and citrullination have emerged. Among the some 260 000 PTM
sites that have been identified in the human proteome thus far, only
a few have been assigned to key regulatory and/or other biological
roles. Here, we provide an update of MS-based PTM analyses, with a
focus on current enrichment strategies coupled with revolutionary
advances in high performance MS. Furthermore, we discuss examples
of the discovery of recently described biological roles of PTMs and
address the challenges of defining site-specific functions.
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Affiliation(s)
- Sophia Doll
- Department
of Pharmaceutical Chemistry, University of California, San Francisco, California 94158-2517, United States
- Department
of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, 82152, Germany
| | - Alma L. Burlingame
- Department
of Pharmaceutical Chemistry, University of California, San Francisco, California 94158-2517, United States
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14
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Yuan ZF, Lin S, Molden RC, Garcia BA. Evaluation of proteomic search engines for the analysis of histone modifications. J Proteome Res 2014; 13:4470-8. [PMID: 25167464 PMCID: PMC4184451 DOI: 10.1021/pr5008015] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Identification of histone post-translational modifications (PTMs) is challenging for proteomics search engines. Including many histone PTMs in one search increases the number of candidate peptides dramatically, leading to low search speed and fewer identified spectra. To evaluate database search engines on identifying histone PTMs, we present a method in which one kind of modification is searched each time, for example, unmodified, individually modified, and multimodified, each search result is filtered with false discovery rate less than 1%, and the identifications of multiple search engines are combined to obtain confident results. We apply this method for eight search engines on histone data sets. We find that two search engines, pFind and Mascot, identify most of the confident results at a reasonable speed, so we recommend using them to identify histone modifications. During the evaluation, we also find some important aspects for the analysis of histone modifications. Our evaluation of different search engines on identifying histone modifications will hopefully help those who are hoping to enter the histone proteomics field. The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium with the data set identifier PXD001118.
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Affiliation(s)
- Zuo-Fei Yuan
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania , 3400 Civic Center, Building 421, Philadelphia, Pennsylvania 19104, United States
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15
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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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16
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Copper tolerance in Frankia sp. strain EuI1c involves surface binding and copper transport. Appl Microbiol Biotechnol 2014; 98:8005-15. [DOI: 10.1007/s00253-014-5849-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2014] [Revised: 05/20/2014] [Accepted: 05/21/2014] [Indexed: 10/25/2022]
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17
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Soldi M, Bremang M, Bonaldi T. Biochemical systems approaches for the analysis of histone modification readout. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS 2014; 1839:657-68. [PMID: 24681439 DOI: 10.1016/j.bbagrm.2014.03.008] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2013] [Revised: 03/06/2014] [Accepted: 03/18/2014] [Indexed: 11/28/2022]
Abstract
Chromatin is the macromolecular nucleoprotein complex that governs the organization of genetic material in the nucleus of eukaryotic cells. In chromatin, DNA is packed with histone proteins into nucleosomes. Core histones are prototypes of hyper-modified proteins, being decorated by a large number of site-specific reversible and irreversible post-translational modifications (PTMs), which contribute to the maintenance and modulation of chromatin plasticity, gene activation, and a variety of other biological processes and disease states. The observations of the variety, frequency and co-occurrence of histone modifications in distinct patterns at specific genomic loci have led to the idea that hPTMs can create a molecular barcode, read by effector proteins that translate it into a specific transcriptional state, or process, on the underlying DNA. However, despite the fact that this histone-code hypothesis was proposed more than 10 years ago, the molecular details of its working mechanisms are only partially characterized. In particular, two questions deserve specific investigation: how the different modifications associate and synergize into patterns and how these PTM configurations are read and translated by multi-protein complexes into a specific functional outcome on the genome. Mass spectrometry (MS) has emerged as a versatile tool to investigate chromatin biology, useful for both identifying and validating hPTMs, and to dissect the molecular determinants of histone modification readout systems. We review here the MS techniques and the proteomics methods that have been developed to address these fundamental questions in epigenetics research, emphasizing approaches based on the proteomic dissection of distinct native chromatin regions, with a critical evaluation of their present challenges and future potential. This article is part of a Special Issue entitled: Molecular mechanisms of histone modification function.
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Affiliation(s)
- Monica Soldi
- Department of Experimental Oncology, European Institute of Oncology, Via Adamello 16, 20139 Milan, Italy
| | - Michael Bremang
- Department of Experimental Oncology, European Institute of Oncology, Via Adamello 16, 20139 Milan, Italy
| | - Tiziana Bonaldi
- Department of Experimental Oncology, European Institute of Oncology, Via Adamello 16, 20139 Milan, Italy.
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18
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Dillinger S, Garea AV, Deutzmann R, Németh A. Analysis of histone posttranslational modifications from nucleolus-associated chromatin by mass spectrometry. Methods Mol Biol 2014; 1094:277-93. [PMID: 24162996 DOI: 10.1007/978-1-62703-706-8_22] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Chromatin is unevenly distributed within the eukaryote nucleus and it contributes to the formation of morphologically and functionally distinct substructures, called chromatin domains and nuclear bodies. Here we describe an approach to assess specific chromatin features, the histone posttranslational modifications (PTMs), of the largest nuclear sub-compartment, the nucleolus. In this chapter, methods for the isolation of nucleolus-associated chromatin from native or formaldehyde-fixed cells and the effect of experimental procedures on the outcome of mass spectrometry analysis of histone PTMs are compared.
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Affiliation(s)
- Stefan Dillinger
- Biochemistry Center Regensburg, University of Regensburg, Regensburg, Germany
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19
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Moradian A, Kalli A, Sweredoski MJ, Hess S. The top-down, middle-down, and bottom-up mass spectrometry approaches for characterization of histone variants and their post-translational modifications. Proteomics 2013; 14:489-97. [DOI: 10.1002/pmic.201300256] [Citation(s) in RCA: 110] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2013] [Revised: 07/30/2013] [Accepted: 08/15/2013] [Indexed: 12/22/2022]
Affiliation(s)
- Annie Moradian
- Proteome Exploration Laboratory; Beckman Institute; California Institute of Technology; Pasadena CA USA
| | - Anastasia Kalli
- Department of Pathology and Laboratory Medicine; Children's Hospital Los Angeles; Los Angeles CA USA
| | - Michael J. Sweredoski
- Proteome Exploration Laboratory; Beckman Institute; California Institute of Technology; Pasadena CA USA
| | - Sonja Hess
- Proteome Exploration Laboratory; Beckman Institute; California Institute of Technology; Pasadena CA USA
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20
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Chen PB, Hung JH, Hickman TL, Coles AH, Carey JF, Weng Z, Chu F, Fazzio TG. Hdac6 regulates Tip60-p400 function in stem cells. eLife 2013; 2:e01557. [PMID: 24302573 PMCID: PMC3843111 DOI: 10.7554/elife.01557] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
In embryonic stem cells (ESCs), the Tip60 histone acetyltransferase activates genes required for proliferation and silences genes that promote differentiation. Here we show that the class II histone deacetylase Hdac6 co-purifies with Tip60-p400 complex from ESCs. Hdac6 is necessary for regulation of most Tip60-p400 target genes, particularly those repressed by the complex. Unlike differentiated cells, where Hdac6 is mainly cytoplasmic, Hdac6 is largely nuclear in ESCs, neural stem cells (NSCs), and some cancer cell lines, and interacts with Tip60-p400 in each. Hdac6 localizes to promoters bound by Tip60-p400 in ESCs, binding downstream of transcription start sites. Surprisingly, Hdac6 does not appear to deacetylate histones, but rather is required for Tip60-p400 binding to many of its target genes. Finally, we find that, like canonical subunits of Tip60-p400, Hdac6 is necessary for robust ESC differentiation. These data suggest that Hdac6 plays a major role in the modulation of Tip60-p400 function in stem cells. DOI:http://dx.doi.org/10.7554/eLife.01557.001 Embryonic stem cells are cells that are able to transform into many other types of cells, such as blood cells and skin cells, as well as being able to divide in order to produce more stem cells. Mature cells lack this ability, which is called pluripotency, which is why there is so much interest in using embryonic stem cells to replace or regenerate human cells that have been lost or damaged through injury or illness. The various processes that result in self-renewal (the production of new stem cells) or differentiation (the production of other types of cells) are controlled by a wide variety of pathways, including some that only apply to the regulation of gene expression in stem cells. A number of these processes are known to involve chromatin – the densely packed structure formed by DNA and proteins called histones. Now Chen et al. study the means by which chromatin controls the stem cell fates by examining how a large enzyme called Tip60-p400 that interacts with histones – one of the main components of chromatin – in both mature cells and embryonic stem cells. Tip60-p400 is known to switch on genes that cause stem cells to undergo self-renewal, and to switch off the genes that allow stem cells to transform into other cell types, but the molecular mechanisms responsible for these effects have not yet been identified. Chen et al. studied the activity of Tip60-p400 in mouse embryonic stem cells, and found that another enzyme, Hdac6, had to be present for Tip60-p400 to regulate the genes in the stem cells. Hdac6 is mostly found in the cytoplasm of cells that have differentiated into other cell types, and in the nucleus of stem cells, which is where the DNA resides. In cells from mice that lack Hdac6, Chen et al. also found that stem cells fail to replicate or differentiate properly in culture, underscoring the importance of this particular enzyme, and filling in another piece of the puzzle of stem cell biology. DOI:http://dx.doi.org/10.7554/eLife.01557.002
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Affiliation(s)
- Poshen B Chen
- Program in Gene Function and Expression, University of Massachusetts Medical School, Worcester, United States
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21
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Liu X, Hengel S, Wu S, Tolić N, Pasa-Tolić L, Pevzner PA. Identification of ultramodified proteins using top-down tandem mass spectra. J Proteome Res 2013; 12:5830-8. [PMID: 24188097 DOI: 10.1021/pr400849y] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Post-translational modifications (PTMs) play an important role in various biological processes through changing protein structure and function. Some ultramodified proteins (like histones) have multiple PTMs forming PTM patterns that define the functionality of a protein. While bottom-up mass spectrometry (MS) has been successful in identifying individual PTMs within short peptides, it is unable to identify PTM patterns spreading along entire proteins in a coordinated fashion. In contrast, top-down MS analyzes intact proteins and reveals PTM patterns along the entire proteins. However, while recent advances in instrumentation have made top-down MS accessible to many laboratories, most computational tools for top-down MS focus on proteins with few PTMs and are unable to identify complex PTM patterns. We propose a new algorithm, MS-Align-E, that identifies both expected and unexpected PTMs in ultramodified proteins. We demonstrate that MS-Align-E identifies many proteoforms of histone H4 and benchmark it against the currently accepted software tools.
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Affiliation(s)
- Xiaowen Liu
- Department of BioHealth Informatics, Indiana University-Purdue University Indianapolis , Indianapolis, IN 46202, United States
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22
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Mass spectrometry-based proteomics for the analysis of chromatin structure and dynamics. Int J Mol Sci 2013; 14:5402-31. [PMID: 23466885 PMCID: PMC3634404 DOI: 10.3390/ijms14035402] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2012] [Revised: 01/24/2013] [Accepted: 02/20/2013] [Indexed: 12/22/2022] Open
Abstract
Chromatin is a highly structured nucleoprotein complex made of histone proteins and DNA that controls nearly all DNA-dependent processes. Chromatin plasticity is regulated by different associated proteins, post-translational modifications on histones (hPTMs) and DNA methylation, which act in a concerted manner to enforce a specific "chromatin landscape", with a regulatory effect on gene expression. Mass Spectrometry (MS) has emerged as a powerful analytical strategy to detect histone PTMs, revealing interplays between neighbouring PTMs and enabling screens for their readers in a comprehensive and quantitative fashion. Here we provide an overview of the recent achievements of state-of-the-art mass spectrometry-based proteomics for the detailed qualitative and quantitative characterization of histone post-translational modifications, histone variants, and global interactomes at specific chromatin regions. This synopsis emphasizes how the advances in high resolution MS, from "Bottom Up" to "Top Down" analysis, together with the uptake of quantitative proteomics methods by chromatin biologists, have made MS a well-established method in the epigenetics field, enabling the acquisition of original information, highly complementary to that offered by more conventional, antibody-based, assays.
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23
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Medzihradszky KF, Bohlen CJ. Partial de novo sequencing and unusual CID fragmentation of a 7 kDa, disulfide-bridged toxin. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2012; 23:923-34. [PMID: 22351294 PMCID: PMC4367482 DOI: 10.1007/s13361-012-0350-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2011] [Revised: 01/12/2012] [Accepted: 01/22/2012] [Indexed: 05/12/2023]
Abstract
A 7 kDa toxin isolated from the venom of the Texas coral snake (Micrurus tener tener) was subjected to collision-induced dissociation (CID) and electron-transfer dissociation (ETD) analyses both before and after reduction at low pH. Manual and automated approaches to de novo sequencing are compared in detail. Manual de novo sequencing utilizing the combination of high accuracy CID and ETD data and an acid-related cleavage yielded the N-terminal half of the sequence from the reduced species. The intact polypeptide, containing 3 disulfide bridges produced a series of unusual fragments in ion trap CID experiments: abundant internal amino acid losses were detected, and also one of the disulfide-linkage positions could be determined from fragments formed by the cleavage of two bonds. In addition, internal and c-type fragments were also observed.
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Affiliation(s)
- Katalin F Medzihradszky
- Mass Spectrometry Facility, Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158-2517, USA.
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24
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Britton LMP, Gonzales-Cope M, Zee BM, Garcia BA. Breaking the histone code with quantitative mass spectrometry. Expert Rev Proteomics 2012; 8:631-43. [PMID: 21999833 DOI: 10.1586/epr.11.47] [Citation(s) in RCA: 95] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Histone post-translational modifications (PTMs) comprise one of the most intricate nuclear signaling networks that govern gene expression in a long-term and dynamic fashion. These PTMs are considered to be 'epigenetic' or heritable from one cell generation to the next and help establish genomic expression patterns. While much of the analyses of histones have historically been performed using site-specific antibodies, these methods are replete with technical obstacles (i.e., cross-reactivity and epitope occlusion). Mass spectrometry-based proteomics has begun to play a significant role in the interrogation of histone PTMs, revealing many new aspects of these modifications that cannot be easily determined with standard biological approaches. Here, we review the accomplishments of mass spectrometry in the histone field, and outline the future roadblocks that must be overcome for mass spectrometry-based proteomics to become the method of choice for chromatin biologists.
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Affiliation(s)
- Laura-Mae P Britton
- Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
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25
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Affiliation(s)
- Alistair V.G. Edwards
- From the Discipline of Pathology (A.V.G.E., S.J.C.), School of Medical Sciences and School of Molecular Bioscience (S.J.C., M.Y.W.), The University of Sydney, New South Wales, Australia
| | - Stuart J. Cordwell
- From the Discipline of Pathology (A.V.G.E., S.J.C.), School of Medical Sciences and School of Molecular Bioscience (S.J.C., M.Y.W.), The University of Sydney, New South Wales, Australia
| | - Melanie Y. White
- From the Discipline of Pathology (A.V.G.E., S.J.C.), School of Medical Sciences and School of Molecular Bioscience (S.J.C., M.Y.W.), The University of Sydney, New South Wales, Australia
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26
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Young NL, Dimaggio PA, Garcia BA. The significance, development and progress of high-throughput combinatorial histone code analysis. Cell Mol Life Sci 2010; 67:3983-4000. [PMID: 20683756 PMCID: PMC11115713 DOI: 10.1007/s00018-010-0475-7] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2010] [Revised: 07/05/2010] [Accepted: 07/20/2010] [Indexed: 01/18/2023]
Abstract
The physiological state of eukaryotic DNA is chromatin. Nucleosomes, which consist of DNA in complex with histones, are the fundamental unit of chromatin. The post-translational modifications (PTMs) of histones play a critical role in the control of gene transcription, epigenetics and other DNA-templated processes. It has been known for several years that these PTMs function in concert to allow for the storage and transduction of highly specific signals through combinations of modifications. This code, the combinatorial histone code, functions much like a bar code or combination lock providing the potential for massive information content. The capacity to directly measure these combinatorial histone codes has mostly been laborious and challenging, thus limiting efforts often to one or two samples. Recently, progress has been made in determining such information quickly, quantitatively and sensitively. Here we review both the historical and recent progress toward routine and rapid combinatorial histone code analysis.
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Affiliation(s)
- Nicolas L Young
- Department of Molecular Biology, Princeton University, 415 Schultz Laboratory, Princeton, NJ 08544, USA
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27
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Allmer J. Existing bioinformatics tools for the quantitation of post-translational modifications. Amino Acids 2010; 42:129-38. [DOI: 10.1007/s00726-010-0614-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2009] [Accepted: 04/27/2010] [Indexed: 12/25/2022]
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28
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Eliuk SM, Maltby D, Panning B, Burlingame AL. High resolution electron transfer dissociation studies of unfractionated intact histones from murine embryonic stem cells using on-line capillary LC separation: determination of abundant histone isoforms and post-translational modifications. Mol Cell Proteomics 2010; 9:824-37. [PMID: 20133344 DOI: 10.1074/mcp.m900569-mcp200] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Epigenetic regulation of chromatin is dependent on both the histone protein isoforms and state of their post-translational modifications. The assignment of all post-translational modification sites for each individual intact protein isoform remains an experimental challenge. We present an on-line reversed phase LC tandem mass spectrometry approach for the separation of intact, unfractionated histones and a high resolution mass analyzer, the Orbitrap, with electron transfer dissociation capabilities to detect and record accurate mass values for the molecular and fragment ions observed. From a single LC-electron transfer dissociation run, this strategy permits the identification of the most abundant intact proteins, determination of the isoforms present, and the localization of post-translational modifications.
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Affiliation(s)
- Shannon M Eliuk
- Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94158-2517, USA
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