1
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Luan M, Hou Z, Zhang B, Ma L, Yuan S, Liu Y, Huang G. Inter-Domain Repulsion of Dumbbell-Shaped Calmodulin during Electrospray Ionization Revealed by Molecular Dynamics Simulations. Anal Chem 2023; 95:8798-8806. [PMID: 37309130 DOI: 10.1021/acs.analchem.2c05630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
The mechanisms whereby protein ions are released from nanodroplets at the liquid-gas interface have continued to be controversial since electrospray ionization (ESI) mass spectrometry was widely applied in biomolecular structure analysis in solution. Several viable pathways have been proposed and verified for single-domain proteins. However, the ESI mechanism of multi-domain proteins with more complicated and flexible structures remains unclear. Herein, dumbbell-shaped calmodulin was chosen as a multi-domain protein model to perform molecular dynamics simulations to investigate the structural evolution during the ESI process. For [Ca4CAM], the protein followed the classical charge residue model. As the inter-domain electrostatic repulsion increased, the droplet was found to split into two sub-droplets, while stronger-repulsive apo-calmodulin unfolded during the early evaporation stage. We designated this novel ESI mechanism as the domain repulsion model, which provides new mechanistic insights into further exploration of proteins containing more domains. Our results suggest that greater attention should be paid to the effect of domain-domain interactions on structure retention during liquid-gas interface transfer when mass spectrometry is used as the developing technique in gas phase structural biology.
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Affiliation(s)
- Moujun Luan
- Department of Cardiology, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei 230001, China
- School of Chemistry and Materials Science, University of Science and Technology of China, Hefei 230026, China
| | - Zhuanghao Hou
- Department of Cardiology, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei 230001, China
- School of Chemistry and Materials Science, University of Science and Technology of China, Hefei 230026, China
| | - Buchun Zhang
- Department of Cardiology, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei 230001, China
| | - Likun Ma
- Department of Cardiology, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei 230001, China
| | - Siming Yuan
- School of Chemistry and Materials Science, University of Science and Technology of China, Hefei 230026, China
- Department of Pharmacy, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei 230001, China
| | - Yangzhong Liu
- School of Chemistry and Materials Science, University of Science and Technology of China, Hefei 230026, China
- Department of Pharmacy, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei 230001, China
| | - Guangming Huang
- Department of Cardiology, The First Affiliated Hospital of USTC, University of Science and Technology of China, Hefei 230001, China
- School of Chemistry and Materials Science, University of Science and Technology of China, Hefei 230026, China
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2
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Liu HF, Liu R. Structure-based prediction of post-translational modification cross-talk within proteins using complementary residue- and residue pair-based features. Brief Bioinform 2021; 21:609-620. [PMID: 30649184 DOI: 10.1093/bib/bby123] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Revised: 11/26/2018] [Accepted: 11/30/2018] [Indexed: 02/07/2023] Open
Abstract
Post-translational modification (PTM)-based regulation can be mediated not only by the modification of a single residue but also by the interplay of different modifications. Accurate prediction of PTM cross-talk is a highly challenging issue and is in its infant stage. Especially, less attention has been paid to the structural preferences (except intrinsic disorder and spatial proximity) of cross-talk pairs and the characteristics of individual residues involved in cross-talk, which may restrict the improvement of the prediction accuracy. Here we report a structure-based algorithm called PCTpred to improve the PTM cross-talk prediction. The comprehensive residue- and residue pair-based features were designed for paired PTM sites at the sequence and structural levels. Through feature selection, we reserved 23 newly introduced descriptors and 3 traditional descriptors to develop a sequence-based predictor PCTseq and a structure-based predictor PCTstr, both of which were integrated to construct our final prediction model. According to pair- and protein-based evaluations, PCTpred yielded area under the curve values of approximately 0.9 and 0.8, respectively. Even when removing the distance preference of samples or using the input of modeled structures, our prediction performance was maintained or moderately reduced. PCTpred displayed stable and reliable improvements over the state-of-the-art methods based on various evaluations. The source code and data set are freely available at https://github.com/Liulab-HZAU/PCTpred or http://liulab.hzau.edu.cn/PCTpred/.
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Affiliation(s)
- Hui-Fang Liu
- Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, P. R. China
| | - Rong Liu
- Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan, P. R. China
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3
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Bagchi A. Latest trends in structure based drug design with protein targets. ADVANCES IN PROTEIN CHEMISTRY AND STRUCTURAL BIOLOGY 2019; 121:1-23. [PMID: 32312418 DOI: 10.1016/bs.apcsb.2019.11.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Structure based drug designing is an important endeavor in the field of structural bioinformatics. Previously the entire process was dependent on the wet-lab experiments to build libraries of ligand molecules. And the molecules used to be tested to determine their binding efficacies with protein target. However, the entire process is very lengthy and above all highly expensive. With the advent of supercomputers and increasing computational powers, the search process for finding suitable ligand molecules against target proteins have become more streamlined and cost-effective. Now the entire ligand search process is performed in-silico with the help of the techniques of virtual screening, molecular docking simulations and molecular dynamics studies. In the present chapter, a brief overview of the computational techniques involved in structure based drug designing is presented with a special emphasis on the thermodynamic principles behind the molecular interactions.
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Affiliation(s)
- Angshuman Bagchi
- Department of Biochemistry and Biophysics, University of Kalyani, Kalyani, West Bengal, India
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4
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Shen Y, Zhao X, Wang G, Chen DDY. Differential Hydrogen/Deuterium Exchange during Proteoform Separation Enables Characterization of Conformational Differences between Coexisting Protein States. Anal Chem 2019; 91:3805-3809. [DOI: 10.1021/acs.analchem.9b00558] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Affiliation(s)
- Yue Shen
- School of Chemistry and Materials Science, Nanjing Normal University, Nanjing, Jiangsu Province 210023, China
| | - Xiuxiu Zhao
- School of Chemistry and Materials Science, Nanjing Normal University, Nanjing, Jiangsu Province 210023, China
| | - Guanbo Wang
- School of Chemistry and Materials Science, Nanjing Normal University, Nanjing, Jiangsu Province 210023, China
| | - David D. Y. Chen
- Department of Chemistry, University of British Columbia, Vancouver, British Columbia V6T 1Z1, Canada
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5
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Rathore D, Faustino A, Schiel J, Pang E, Boyne M, Rogstad S. The role of mass spectrometry in the characterization of biologic protein products. Expert Rev Proteomics 2018; 15:431-449. [DOI: 10.1080/14789450.2018.1469982] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Deepali Rathore
- Division of Pharmaceutical Analysis, Office of Testing and Research, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
- Center for Biomedical Mass Spectrometry Research, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Anneliese Faustino
- Division of Pharmaceutical Analysis, Office of Testing and Research, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - John Schiel
- Biomolecular Measurement Division, National Institute of Standards and Technology, Institute for Bioscience and Biotechnology Research, Rockville, MD, USA
| | - Eric Pang
- Office of Lifecycle Drug Products, Office of Pharmaceutical Quality, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Michael Boyne
- Division of Pharmaceutical Analysis, Office of Testing and Research, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
- COUR Pharmaceuticals Development Company, Northbrook, IL, USA
| | - Sarah Rogstad
- Division of Pharmaceutical Analysis, Office of Testing and Research, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
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6
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Hu J, Guan QY, Wang J, Jiang XX, Wu ZQ, Xia XH, Xu JJ, Chen HY. Effect of Nanoemitters on Suppressing the Formation of Metal Adduct Ions in Electrospray Ionization Mass Spectrometry. Anal Chem 2017; 89:1838-1845. [DOI: 10.1021/acs.analchem.6b04218] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Jun Hu
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
| | - Qi-Yuan Guan
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
| | - Jiang Wang
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
| | - Xiao-Xiao Jiang
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
| | - Zeng-Qiang Wu
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
| | - Xing-Hua Xia
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
| | - Jing-Juan Xu
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
| | - Hong-Yuan Chen
- State Key Laboratory
of Analytical Chemistry
for Life Science and Collaborative Innovation Center of Chemistry
for Life Sciences, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, China
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7
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Pan J, Zhang S, Borchers CH. Comparative higher-order structure analysis of antibody biosimilars using combined bottom-up and top-down hydrogen-deuterium exchange mass spectrometry. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2016; 1864:1801-1808. [DOI: 10.1016/j.bbapap.2016.08.013] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2016] [Revised: 08/13/2016] [Accepted: 08/23/2016] [Indexed: 02/07/2023]
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8
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Mortensen DN, Williams ER. Electrothermal supercharging of proteins in native MS: effects of protein isoelectric point, buffer, and nanoESI-emitter tip size. Analyst 2016; 141:5598-606. [PMID: 27441318 PMCID: PMC5239670 DOI: 10.1039/c6an01380e] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
The extent of charging resulting from electrothermal supercharging for protein ions formed from various buffered aqueous solutions using nanoESI emitters with tip diameters between ∼1.5 μm and ∼310 nm is compared. Charging increases with decreasing tip size for proteins that are positively charged in solution but not for proteins that are negatively charged in solution. These results suggest that Coulombic attraction between positively charged protein molecules and the negatively charged glass surfaces in the tips of the emitters causes destabilization and even unfolding of proteins prior to nanoESI. Coulombic attraction to the negatively charged glass surfaces does not occur for negatively charged proteins and the extent of charging with electrothermal supercharging decreases with decreasing tip size. Smaller droplets are formed with smaller tips, and these droplets have shorter lifetimes for protein unfolding with electrothermal supercharging to occur prior to gaseous ion formation. Results from this study demonstrate simple principles to consider in order to optimize the extent of charging obtained with electrothermal supercharging, which should be useful for obtaining more structural information in tandem mass spectrometry.
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Affiliation(s)
- Daniel N Mortensen
- Department of Chemistry, University of California, Berkeley, California 94720-1460, USA.
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9
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Mortensen DN, Williams ER. Surface-Induced Protein Unfolding in Submicron Electrospray Emitters. Anal Chem 2016; 88:9662-9668. [PMID: 27615434 DOI: 10.1021/acs.analchem.6b02499] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
The charging of protein ions formed by nanoelectrospray ionization (nanoESI) with tips that are between 1.5 μm and 250 nm in outer diameter is compared. More charging is obtained with the smaller tip sizes for proteins that have a net positive charge in solution, and additional high-charge-state distributions are often observed. A single charge-state distribution of holo-myoglobin ions is produced by nanoESI from a slightly acidified aqueous solution with the micron outer diameter tips, but some apo-myoglobin ions are produced with the submicron tips. In contrast, the charge-state distributions for proteins with a net negative charge in solution do not depend on tip size. Both the formation of high charge states and the appearance of higher-charge-state distributions, as well as the loss of the heme group from myoglobin, indicate that a fraction of the protein population is unfolding with the smaller tips. The increased charging with the smaller tip sizes for proteins with a net positive charge but not for proteins with a net negative charge indicates that the unfolding occurs prior to nanoelectrospray ionization as a result of Coulombic attraction between positively charged protein molecules in solution and the glass surfaces of the emitter tips that are negatively charged. These results demonstrate a novel method for producing highly charged protein ions that does not require exposing the proteins to additional chemicals either in solution or in the gas phase.
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Affiliation(s)
- Daniel N Mortensen
- Department of Chemistry, University of California , Berkeley, California 94720-1460, United States
| | - Evan R Williams
- Department of Chemistry, University of California , Berkeley, California 94720-1460, United States
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10
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Protein species-specific characterization of conformational change induced by multisite phosphorylation. J Proteomics 2016; 134:138-143. [DOI: 10.1016/j.jprot.2015.12.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Revised: 10/29/2015] [Accepted: 12/01/2015] [Indexed: 01/29/2023]
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11
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Rampler E, Stranzl T, Orban-Nemeth Z, Hollenstein DM, Hudecz O, Schlögelhofer P, Mechtler K. Comprehensive Cross-Linking Mass Spectrometry Reveals Parallel Orientation and Flexible Conformations of Plant HOP2-MND1. J Proteome Res 2015; 14:5048-62. [PMID: 26535604 DOI: 10.1021/acs.jproteome.5b00903] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The HOP2-MND1 heterodimer is essential for meiotic homologous recombination in plants and other eukaryotes and promotes the repair of DNA double-strand breaks. We investigated the conformational flexibility of HOP2-MND1, important for understanding the mechanistic details of the heterodimer, with chemical cross-linking in combination with mass spectrometry (XL-MS). The final XL-MS workflow encompassed the use of complementary cross-linkers, quenching, digestion, size exclusion enrichment, and HCD-based LC-MS/MS detection prior to data evaluation. We applied two different homobifunctional amine-reactive cross-linkers (DSS and BS(2)G) and one zero-length heterobifunctional cross-linker (EDC). Cross-linked peptides of four biological replicates were analyzed prior to 3D structure prediction by protein threading and protein-protein docking for cross-link-guided molecular modeling. Miniaturization of the size-exclusion enrichment step reduced the required starting material, led to a high amount of cross-linked peptides, and allowed the analysis of replicates. The major interaction site of HOP2-MND1 was identified in the central coiled-coil domains, and an open colinear parallel arrangement of HOP2 and MND1 within the complex was predicted. Moreover, flexibility of the C-terminal capping helices of both complex partners was observed, suggesting the coexistence of a closed complex conformation in solution.
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Affiliation(s)
- Evelyn Rampler
- Institute of Molecular Pathology , Dr.-Bohr-Gasse 7, 1030 Vienna, Austria.,Department of Analytical Chemistry, Faculty of Chemistry, University of Vienna , Währingerstr. 42, 1090 Vienna, Austria
| | - Thomas Stranzl
- Institute of Molecular Pathology , Dr.-Bohr-Gasse 7, 1030 Vienna, Austria
| | | | | | - Otto Hudecz
- Institute of Molecular Biotechnology, Austrian Academy of Sciences , Dr.-Bohr-Gasse 3, 1030 Vienna, Austria
| | | | - Karl Mechtler
- Institute of Molecular Pathology , Dr.-Bohr-Gasse 7, 1030 Vienna, Austria.,Institute of Molecular Biotechnology, Austrian Academy of Sciences , Dr.-Bohr-Gasse 3, 1030 Vienna, Austria
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12
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Pan J, Zhang S, Chou A, Hardie DB, Borchers CH. Fast Comparative Structural Characterization of Intact Therapeutic Antibodies Using Hydrogen-Deuterium Exchange and Electron Transfer Dissociation. Anal Chem 2015; 87:5884-90. [PMID: 25927482 DOI: 10.1021/ac504809r] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Higher-order structural characterization plays an important role in many stages of therapeutic antibody production. Herein, we report a new top-down mass spectrometry approach for characterizing the higher-order structure of intact antibodies, by combining hydrogen/deuterium exchange (HDX), subzero temperature chromatography, and electron transfer dissociation on the Orbitrap mass spectrometer. Individual IgG domain-level deuteration information was obtained for 6 IgG domains on Herceptin (HER), which included the antigen binding sites. This is the first time that top-down HDX has been applied to an intact protein as large as 150 kDa, which has never been done before on any instrument. Ligand-binding induced structural differences in HER were determined to be located only on the variable region of the light chain. Global glycosylation profile of antibodies and HDX property of the glycoforms were also determined by accurate intact mass measurements. Although the presence of disulfide bonds prevent the current approach from being able to obtain amino acid level structural information within the disulfide-linked regions, the advantages such as minimal sample manipulation, fast workflow, very low level of back exchange, and simple data analysis, make it well-suited for fast comparative structural evaluation of intact antibodies.
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Affiliation(s)
- Jingxi Pan
- †University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, #3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
| | - Suping Zhang
- †University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, #3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
| | - Albert Chou
- †University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, #3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
| | - Darryl B Hardie
- †University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, #3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
| | - Christoph H Borchers
- †University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, #3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
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13
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Affiliation(s)
- Gregory
F. Pirrone
- Department of Chemistry and
Chemical Biology, Northeastern University, 360 Huntington Ave., Boston, Massachusetts 02115 United States
| | - Roxana E. Iacob
- Department of Chemistry and
Chemical Biology, Northeastern University, 360 Huntington Ave., Boston, Massachusetts 02115 United States
| | - John R. Engen
- Department of Chemistry and
Chemical Biology, Northeastern University, 360 Huntington Ave., Boston, Massachusetts 02115 United States
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14
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Mortensen DN, Williams ER. Investigating protein folding and unfolding in electrospray nanodrops upon rapid mixing using theta-glass emitters. Anal Chem 2014; 87:1281-7. [PMID: 25525976 PMCID: PMC4303338 DOI: 10.1021/ac503981c] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
![]()
Theta-glass emitters are used to
rapidly mix two solutions to induce
either protein folding or unfolding during nanoelectrospray (nanoESI).
Mixing acid-denatured myoglobin with an aqueous ammonium acetate solution
to increase solution pH results in protein folding during nanoESI.
A reaction time and upper limit to the droplet lifetime of 9 ±
2 μs is obtained from the relative abundance of the folded conformer
in these rapid mixing experiments compared to that obtained from solutions
at equilibrium and a folding time constant of 7 μs. Heme reincorporation
does not occur, consistent with the short droplet lifetime and the
much longer time constant for this process. Similar mixing experiments
with acid-denatured cytochrome c and the resulting
folding during nanoESI indicate a reaction time of between 7 and 25
μs depending on the solution composition. The extent of unfolding
of holo-myoglobin upon rapid mixing with theta-glass emitters is less
than that reported previously (Fisher
et al. Anal. Chem.2014, 86, 4581−458824702054), a result
that is attributed to the much smaller, ∼1.5 μm, average
o.d. tips used here. These results indicate that the time frame during
which protein folding or unfolding can occur during nanoESI depends
both on the initial droplet size, which can be varied by changing
the emitter tip diameter, and on the solution composition. This study
demonstrates that protein folding or unfolding processes that occur
on the ∼10 μs time scale can be readily investigated
using rapid mixing with theta-glass emitters combined with mass spectrometry.
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Affiliation(s)
- Daniel N Mortensen
- Department of Chemistry, University of California , Berkeley, California 94720-1460, United States
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15
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Salisbury JP, Liu Q, Agar JN. QUDeX-MS: hydrogen/deuterium exchange calculation for mass spectra with resolved isotopic fine structure. BMC Bioinformatics 2014; 15:403. [PMID: 25495703 PMCID: PMC4274694 DOI: 10.1186/s12859-014-0403-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2014] [Accepted: 12/01/2014] [Indexed: 12/25/2022] Open
Abstract
Background Hydrogen/deuterium exchange (HDX) coupled to mass spectrometry permits analysis of structure, dynamics, and molecular interactions of proteins. HDX mass spectrometry is confounded by deuterium exchange-associated peaks overlapping with peaks of heavy, natural abundance isotopes, such as carbon-13. Recent studies demonstrated that high-performance mass spectrometers could resolve isotopic fine structure and eliminate this peak overlap, allowing direct detection and quantification of deuterium incorporation. Results Here, we present a graphical tool that allows for a rapid and automated estimation of deuterium incorporation from a spectrum with isotopic fine structure. Given a peptide sequence (or elemental formula) and charge state, the mass-to-charge ratios of deuterium-associated peaks of the specified ion is determined. Intensities of peaks in an experimental mass spectrum within bins corresponding to these values are used to determine the distribution of deuterium incorporated. A theoretical spectrum can then be calculated based on the estimated distribution of deuterium exchange to confirm interpretation of the spectrum. Deuterium incorporation can also be detected for ion signals without a priori specification of an elemental formula, permitting detection of exchange in complex samples of unidentified material such as natural organic matter. A tool is also incorporated into QUDeX-MS to help in assigning ion signals from peptides arising from enzymatic digestion of proteins. MATLAB-deployable and standalone versions are available for academic use at qudex-ms.sourceforge.net and agarlabs.com. Conclusion Isotopic fine structure HDX-MS offers the potential to increase sequence coverage of proteins being analyzed through mass accuracy and deconvolution of overlapping ion signals. As previously demonstrated, however, the data analysis workflow for HDX-MS data with resolved isotopic fine structure is distinct. QUDeX-MS we hope will aid in the adoption of isotopic fine structure HDX-MS by providing an intuitive workflow and interface for data analysis.
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Affiliation(s)
- Joseph P Salisbury
- Departments of Chemistry and Chemical Biology and Pharmaceutical Sciences and Barnett Institute of Chemical and Biological Analysis, Northeastern University, 360 Huntington Avenue, Boston, MA, 02115, USA.
| | - Qian Liu
- Departments of Chemistry and Chemical Biology and Pharmaceutical Sciences and Barnett Institute of Chemical and Biological Analysis, Northeastern University, 360 Huntington Avenue, Boston, MA, 02115, USA.
| | - Jeffrey N Agar
- Departments of Chemistry and Chemical Biology and Pharmaceutical Sciences and Barnett Institute of Chemical and Biological Analysis, Northeastern University, 360 Huntington Avenue, Boston, MA, 02115, USA.
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16
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Rand KD, Zehl M, Jørgensen TJD. Measuring the hydrogen/deuterium exchange of proteins at high spatial resolution by mass spectrometry: overcoming gas-phase hydrogen/deuterium scrambling. Acc Chem Res 2014; 47:3018-27. [PMID: 25171396 DOI: 10.1021/ar500194w] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Proteins are dynamic molecules that exhibit conformational flexibility to function properly. Well-known examples of this are allosteric regulation of protein activity and ligand-induced conformational changes in protein receptors. Detailed knowledge of the conformational properties of proteins is therefore pertinent to both basic and applied research, including drug development, since the majority of drugs target protein receptors and a growing number of drugs introduced to the market are therapeutic peptides or proteins. X-ray crystallography provides a static picture at atomic resolution of the lowest-energy structure of the native ensemble. There is a growing need for sensitive analytical tools to explore all of the significant molecular structures in the conformational landscape of proteins. Hydrogen/deuterium exchange monitored by mass spectrometry (HDX-MS) has recently emerged as a powerful method for characterizing protein conformational dynamics. The basis of this method is the fact that backbone amides in stable hydrogen-bonded structures (e.g., α-helices and β-sheets) are protected against exchange with the aqueous solvent. All protein structures are dynamic, however, and eventually all of the protecting hydrogen bonds will transiently break as the protein--according to thermodynamic principles--cycles through partially unfolded states that correspond to excited free energy levels. As a result, all of the backbone amides will eventually become temporarily solvent-exposed and exchange-competent over time. Consequently, a folded protein in D2O will gradually incorporate deuterium into its backbone amides, and the kinetics of the process can be readily monitored by mass spectrometry. The deuterium uptake kinetics for the intact protein (global exchange kinetics) represents the sum of the exchange kinetics for the individual backbone amides. Local exchange kinetics is typically achieved by using pepsin digestion under quench conditions (i.e., under cold acidic conditions where the amide hydrogen exchange rate is slowed by many orders of magnitude). The ability to localize the individual deuterated residues (the spatial resolution) is determined by the size (typically ∼7-15 residues) and the number of peptic peptides. These peptides provide a relatively coarse-grained picture of the protein dynamics. A fundamental understanding of the relationship between protein function/dysfunction and conformational dynamics requires in many cases higher resolution and ultimately single-residue resolution. In this Account, we summarize our efforts to achieve single-residue deuterium levels in proteins by electron-based or laser-induced gas-phase fragmentation methods. A crucial analytical requirement for this approach is that the pattern of deuterium labeling from solution is retained in the gas-phase fragment ions. It is therefore essential to control and minimize any occurrence of gas-phase randomization of the solution deuterium label (H/D scrambling) during the MS experiment. For this purpose, we have developed model peptide probes to accurately measure the onset and extent of H/D scrambling. Our analytical procedures to control the occurrence of H/D scrambling are detailed along with the physical parameters that induce it during MS analysis. In light of the growing use of gas-phase dissociation experiments to measure the HDX of proteins in order to obtain a detailed characterization and understanding of the dynamic conformations and interactions of proteins at the molecular level, we discuss the perspectives and challenges of future high-resolution HDX-MS methodology.
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Affiliation(s)
- Kasper D. Rand
- Department
of Pharmacy, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2100 Copenhagen, Denmark
| | - Martin Zehl
- Department
of Pharmacognosy and Department of Pharmaceutical Chemistry, University of Vienna, Althanstrasse 14, 1090 Vienna, Austria
| | - Thomas J. D. Jørgensen
- Department
of Biochemistry and Molecular Biology, University of Southern Denmark, DK-5230 Odense, Denmark
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17
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Reinwarth M, Avrutina O, Fabritz S, Kolmar H. Fragmentation follows structure: top-down mass spectrometry elucidates the topology of engineered cystine-knot miniproteins. PLoS One 2014; 9:e108626. [PMID: 25303319 PMCID: PMC4193770 DOI: 10.1371/journal.pone.0108626] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2014] [Accepted: 09/02/2014] [Indexed: 12/21/2022] Open
Abstract
Over the last decades the field of pharmaceutically relevant peptides has enormously expanded. Among them, several peptide families exist that contain three or more disulfide bonds. In this context, elucidation of the disulfide patterns is extremely important as these motifs are often prerequisites for folding, stability, and activity. An example of this structure-determining pattern is a cystine knot which comprises three constrained disulfide bonds and represents a core element in a vast number of mechanically interlocked peptidic structures possessing different biological activities. Herein, we present our studies on disulfide pattern determination and structure elucidation of cystine-knot miniproteins derived from Momordica cochinchinensis peptide MCoTI-II, which act as potent inhibitors of human matriptase-1. A top-down mass spectrometric analysis of the oxidised and bioactive peptides is described. Following the detailed sequencing of the peptide backbone, interpretation of the MS(3) spectra allowed for the verification of the knotted topology of the examined miniproteins. Moreover, we found that the fragmentation pattern depends on the knottin's folding state, hence, tertiary structure, which to our knowledge has not been described for a top-down MS approach before.
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Affiliation(s)
- Michael Reinwarth
- Institute of Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
| | - Olga Avrutina
- Institute of Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
| | | | - Harald Kolmar
- Institute of Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
- * E-mail: (SF); (HK)
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18
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Pan J, Zhang S, Parker CE, Borchers CH. Subzero Temperature Chromatography and Top-Down Mass Spectrometry for Protein Higher-Order Structure Characterization: Method Validation and Application to Therapeutic Antibodies. J Am Chem Soc 2014; 136:13065-71. [DOI: 10.1021/ja507880w] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Jingxi Pan
- University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, 3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
| | - Suping Zhang
- University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, 3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
| | - Carol E. Parker
- University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, 3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
| | - Christoph H. Borchers
- University of Victoria-Genome British Columbia Proteomics Centre, Vancouver Island Technology Park, 3101-4464 Markham St., Victoria, British Columbia V8Z 7X8, Canada
- Department
of Biochemistry and Microbiology, University of Victoria, Petch Building Room 207, 3800 Finnerty Rd., Victoria, British Columbia V8P 5C2, Canada
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19
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Venne AS, Zahedi RP. The potential of fractional diagonal chromatography strategies for the enrichment of post-translational modifications. EUPA OPEN PROTEOMICS 2014. [DOI: 10.1016/j.euprot.2014.07.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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20
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Pan J, Borchers CH. Top-down mass spectrometry and hydrogen/deuterium exchange for comprehensive structural characterization of interferons: Implications for biosimilars. Proteomics 2014; 14:1249-58. [DOI: 10.1002/pmic.201300341] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2013] [Revised: 11/14/2013] [Accepted: 02/24/2014] [Indexed: 11/10/2022]
Affiliation(s)
- Jingxi Pan
- University of Victoria - Genome BC Proteomics Centre; University of Victoria; Victoria BC Canada
| | - Christoph H. Borchers
- University of Victoria - Genome BC Proteomics Centre; University of Victoria; Victoria BC Canada
- Department of Biochemistry and Microbiology; University of Victoria; Victoria BC Canada
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21
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Recent developments and applications of electron transfer dissociation mass spectrometry in proteomics. Amino Acids 2014; 46:1625-34. [PMID: 24687149 DOI: 10.1007/s00726-014-1726-y] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2013] [Accepted: 03/07/2014] [Indexed: 12/30/2022]
Abstract
Electron transfer dissociation (ETD) has been developed recently as an efficient ion fragmentation technique in mass spectrometry (MS), being presently considered a step forward in proteomics with real perspectives for improvement, upgrade and application. Available also on affordable ion trap mass spectrometers, ETD induces specific N-Cα bond cleavages of the peptide backbone with the preservation of the post-translational modifications and generation of product ions that are diagnostic for the modification site(s). In addition, in the last few years ETD contributed significantly to the development of top-down approaches which enable tandem MS of intact protein ions. The present review, covering the last 5 years highlights concisely the major achievements and the current applications of ETD fragmentation technique in proteomics. An ample part of the review is dedicated to ETD contribution in the elucidation of the most common posttranslational modifications, such as phosphorylation and glycosylation. Further, a brief section is devoted to top-down by ETD method applied to intact proteins. As the last few years have witnessed a major expansion of the microfluidics systems, a few considerations on ETD in combination with chip-based nanoelectrospray (nanoESI) as a platform for high throughput top-down proteomics are also presented.
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22
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Cassou CA, Williams ER. Anions in electrothermal supercharging of proteins with electrospray ionization follow a reverse Hofmeister series. Anal Chem 2014; 86:1640-7. [PMID: 24410546 PMCID: PMC3983018 DOI: 10.1021/ac403398j] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
![]()
The
effects of different anions on the extent of electrothermal
supercharging of proteins from aqueous ammonium and sodium salt solutions
were investigated. Sulfate and hydrogen phosphate are the most effective
anions at producing high charge state protein ions from buffered aqueous
solution, whereas iodide and perchlorate are ineffective with electrothermal
supercharging. The propensity for these anions to produce high charge
state protein ions follows the following trend: sulfate > hydrogen
phosphate > thiocyanate > bicarbonate > chloride > formate
≈
bromide > acetate > iodide > perchlorate. This trend correlates
with
the reverse Hofmeister series over a wide range of salt concentrations
(1 mM to 2 M) and with several physical properties, including solvent
surface tension, anion viscosity B-coefficient, and anion surface/bulk
partitioning coefficient, all of which are related to the Hofmeister
series. The effectiveness of electrothermal supercharging does not
depend on bubble formation, either from thermal degradation of the
buffer or from coalescence of dissolved gas. These results provide
evidence that the effect of different ions in the formation of high
charge state ions by electrothermal supercharging is largely a result
of Hofmeister effects on protein stability leading to protein unfolding
in the heated ESI droplet.
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Affiliation(s)
- Catherine A Cassou
- Department of Chemistry, University of California , Berkeley, California 94720-1460, United States
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23
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Venne AS, Kollipara L, Zahedi RP. The next level of complexity: Crosstalk of posttranslational modifications. Proteomics 2014; 14:513-24. [DOI: 10.1002/pmic.201300344] [Citation(s) in RCA: 197] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2013] [Revised: 11/06/2013] [Accepted: 11/21/2013] [Indexed: 12/22/2022]
Affiliation(s)
- A. Saskia Venne
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V; Dortmund Germany
| | | | - René P. Zahedi
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V; Dortmund Germany
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24
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Ji C, Wei G. Deglycosylation induces extensive dynamics changes in α-amylase revealed by hydrogen/deuterium exchange mass spectrometry. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2013; 27:2625-2630. [PMID: 24591023 DOI: 10.1002/rcm.6732] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2013] [Revised: 08/28/2013] [Accepted: 09/06/2013] [Indexed: 06/03/2023]
Abstract
RATIONALE N-Linked glycosylation plays important roles in modulating protein structure and function. The direct impact of the modification on protein conformation is not yet well understood. METHODS Here we probed the dynamic changes following Endo H trimming of high mannose glycans in α-amylase by means of amide hydrogen/deuterium exchange mass spectrometry. RESULTS The results revealed that deglycosylation elicited extensive alterations in backbone dynamics, affecting regions both adjacent to and distal from the glycosylation site. CONCLUSIONS The overall exchange rate is reduced in the glycosylated state, which indicates rigidity enhancement due to the attached carbohydrates.
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Affiliation(s)
- Chengjie Ji
- NovaBioAssays, 52 Dragon Ct, Woburn, MA, 01801, USA
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25
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Konermann L, Vahidi S, Sowole MA. Mass Spectrometry Methods for Studying Structure and Dynamics of Biological Macromolecules. Anal Chem 2013; 86:213-32. [DOI: 10.1021/ac4039306] [Citation(s) in RCA: 108] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Lars Konermann
- Department of Chemistry, The University of Western Ontario, London, Ontario, N6A 5B7 Canada
| | - Siavash Vahidi
- Department of Chemistry, The University of Western Ontario, London, Ontario, N6A 5B7 Canada
| | - Modupeola A. Sowole
- Department of Chemistry, The University of Western Ontario, London, Ontario, N6A 5B7 Canada
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26
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Conformer-specific characterization of nonnative protein states using hydrogen exchange and top-down mass spectrometry. Proc Natl Acad Sci U S A 2013; 110:20087-92. [PMID: 24277803 DOI: 10.1073/pnas.1315029110] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Characterization of structure and dynamics of nonnative protein states is important for understanding molecular mechanisms of processes as diverse as folding, binding, aggregation, and enzyme catalysis to name just a few; however, selectively probing local minima within rugged energy landscapes remains a problem. Mass spectrometry (MS) coupled with hydrogen/deuterium exchange (HDX) offers a unique advantage of being able to make a distinction among multiple protein conformers that coexist in solution; however, detailed structural interrogation of such states previously remained out of reach of HDX MS. In this work, we exploited the aforementioned unique feature of HDX MS in combination with the ability of MS to isolate narrow populations of protein ions to characterize individual protein conformers coexisting in solution in equilibrium. Subsequent fragmentation of the protein ions using electron-capture dissociation allowed us to allocate the deuterium distribution along the protein backbone, yielding a backbone-amide protection map for the selected conformer unaffected by contributions from other protein states present in solution. The method was tested with the small regulatory protein ubiquitin (Ub), which is known to form nonnative intermediate states under a variety of mildly denaturing conditions. Protection maps of these intermediate states obtained at residue-level resolution provide clear evidence that they are very similar to the so-called A-state of Ub that is formed in solutions with low pH and high alcohol. Method validation was carried out by comparing the backbone-amide protection map of native Ub with those deduced from high-resolution NMR measurements.
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27
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Laskay ÜA, Lobas AA, Srzentić K, Gorshkov MV, Tsybin YO. Proteome Digestion Specificity Analysis for Rational Design of Extended Bottom-up and Middle-down Proteomics Experiments. J Proteome Res 2013; 12:5558-69. [DOI: 10.1021/pr400522h] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Ünige A. Laskay
- Biomolecular
Mass Spectrometry Laboratory, Ecole Polytechnique Fédérale de Lausanne, 2 av. Forel, 1015 Lausanne, Switzerland
| | - Anna A. Lobas
- Institute
for Energy Problems of Chemical Physics, Russian Academy of Sciences, Leninskii Prospect 38, Bldg. 2,119334 Moscow, Russia
- Moscow Institute of Physics and Technology (State University), 9 Institutskiy per., 141707 Dolgoprudny, Moscow
Region, Russia
| | - Kristina Srzentić
- Biomolecular
Mass Spectrometry Laboratory, Ecole Polytechnique Fédérale de Lausanne, 2 av. Forel, 1015 Lausanne, Switzerland
| | - Mikhail V. Gorshkov
- Institute
for Energy Problems of Chemical Physics, Russian Academy of Sciences, Leninskii Prospect 38, Bldg. 2,119334 Moscow, Russia
- Moscow Institute of Physics and Technology (State University), 9 Institutskiy per., 141707 Dolgoprudny, Moscow
Region, Russia
| | - Yury O. Tsybin
- Biomolecular
Mass Spectrometry Laboratory, Ecole Polytechnique Fédérale de Lausanne, 2 av. Forel, 1015 Lausanne, Switzerland
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28
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Abzalimov RR, Bobst CE, Kaltashov IA. A new approach to measuring protein backbone protection with high spatial resolution using H/D exchange and electron capture dissociation. Anal Chem 2013; 85:9173-80. [PMID: 23978257 DOI: 10.1021/ac401868b] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Inadequate spatial resolution remains one of the most serious limitations of hydrogen/deuterium exchange-mass spectrometry (HDX-MS), especially when applied to larger proteins (over 30 kDa). Supplementing proteolytic fragmentation of the protein in solution with ion dissociation in the gas phase has been used successfully by several groups to obtain near-residue level resolution. However, the restrictions imposed by the LC-MS/MS mode of operation on the data acquisition time frame makes it difficult in many cases to obtain a signal-to-noise ratio adequate for reliable assignment of the backbone amide protection levels at individual residues. This restriction is lifted in the present work by eliminating the LC separation step from the workflow and taking advantage of the high resolving power and dynamic range of a Fourier transform ion cyclotron resonance-mass spectrometer (FTICR-MS). A residue-level resolution is demonstrated for a peptic fragment of a 37 kDa recombinant protein (N-lobe of human serum transferrin), using electron-capture dissociation as an ion fragmentation tool. The absence of hydrogen scrambling in the gas phase prior to ion dissociation is verified using redundant HDX-MS data generated by FTICR-MS. The backbone protection pattern generated by direct HDX-MS/MS is in excellent agreement with the known crystal structure of the protein but also provides information on conformational dynamics, which is not available from the static X-ray structure.
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Affiliation(s)
- Rinat R Abzalimov
- Department of Chemistry, University of Massachusetts-Amherst , Amherst, MA 01003, United States
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29
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Ross KE, Arighi CN, Ren J, Huang H, Wu CH. Construction of protein phosphorylation networks by data mining, text mining and ontology integration: analysis of the spindle checkpoint. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2013; 2013:bat038. [PMID: 23749465 PMCID: PMC3675891 DOI: 10.1093/database/bat038] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Knowledge representation of the role of phosphorylation is essential for the meaningful understanding of many biological processes. However, such a representation is challenging because proteins can exist in numerous phosphorylated forms with each one having its own characteristic protein–protein interactions (PPIs), functions and subcellular localization. In this article, we evaluate the current state of phosphorylation event curation and then present a bioinformatics framework for the annotation and representation of phosphorylated proteins and construction of phosphorylation networks that addresses some of the gaps in current curation efforts. The integrated approach involves (i) text mining guided by RLIMS-P, a tool that identifies phosphorylation-related information in scientific literature; (ii) data mining from curated PPI databases; (iii) protein form and complex representation using the Protein Ontology (PRO); (iv) functional annotation using the Gene Ontology (GO); and (v) network visualization and analysis with Cytoscape. We use this framework to study the spindle checkpoint, the process that monitors the assembly of the mitotic spindle and blocks cell cycle progression at metaphase until all chromosomes have made bipolar spindle attachments. The phosphorylation networks we construct, centered on the human checkpoint kinase BUB1B (BubR1) and its yeast counterpart MAD3, offer a unique view of the spindle checkpoint that emphasizes biologically relevant phosphorylated forms, phosphorylation-state–specific PPIs and kinase–substrate relationships. Our approach for constructing protein phosphorylation networks can be applied to any biological process that is affected by phosphorylation. Database URL:http://www.yeastgenome.org/
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Affiliation(s)
- Karen E Ross
- Center for Bioinformatics and Computational Biology, 15 Innovation Way, Suite 205, University of Delaware, Newark, DE 19711, USA.
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