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Vianello F, Cecconello A, Magro M. Toward the Specificity of Bare Nanomaterial Surfaces for Protein Corona Formation. Int J Mol Sci 2021; 22:7625. [PMID: 34299242 PMCID: PMC8305441 DOI: 10.3390/ijms22147625] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 07/08/2021] [Accepted: 07/15/2021] [Indexed: 12/16/2022] Open
Abstract
Aiming at creating smart nanomaterials for biomedical applications, nanotechnology aspires to develop a new generation of nanomaterials with the ability to recognize different biological components in a complex environment. It is common opinion that nanomaterials must be coated with organic or inorganic layers as a mandatory prerequisite for applications in biological systems. Thus, it is the nanomaterial surface coating that predominantly controls the nanomaterial fate in the biological environment. In the last decades, interdisciplinary studies involving not only life sciences, but all branches of scientific research, provided hints for obtaining uncoated inorganic materials able to interact with biological systems with high complexity and selectivity. Herein, the fragmentary literature on the interactions between bare abiotic materials and biological components is reviewed. Moreover, the most relevant examples of selective binding and the conceptualization of the general principles behind recognition mechanisms were provided. Nanoparticle features, such as crystalline facets, density and distribution of surface chemical groups, and surface roughness and topography were encompassed for deepening the comprehension of the general concept of recognition patterns.
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Affiliation(s)
| | | | - Massimiliano Magro
- Department of Comparative Biomedicine and Food Science, University of Padua, Viale dell’Università 16, 35020 Legnaro, Italy; (F.V.); (A.C.)
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2
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Coppens V, De Wachter O, Goossens J, Hendrix J, Maudsley S, Azmi A, van Gastel J, Van Saet A, Lauwers T, Morrens M. Profiling of the Peripheral Blood Mononuclear Cell Proteome in Schizophrenia and Mood Disorders for the Discovery of Discriminatory Biomarkers: A Proof-of-Concept Study. Neuropsychobiology 2021; 79:324-334. [PMID: 32392557 DOI: 10.1159/000507631] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Accepted: 03/29/2020] [Indexed: 11/19/2022]
Abstract
INTRODUCTION Current diagnoses in psychiatry are solely based on the evaluation of clinical presentation by the treating psychiatrist. This results in a high percentage of misdiagnosis and consequential inefficient treatment; especially regarding major depressive disorder (MDD), depression in the context of bipolar disorder (BD-D), bipolar disorder with manic symptoms (BD-M), and psychosis in the context of schizophrenia (SZ). Objective biomarkers allowing for accurate discriminatory diagnostics are therefore urgently needed. METHODS Peripheral blood mononuclear cell (PBMC) proteomes of patients with MDD (n = 5) , BD-D (n = 3), BD-M (n = 4), and SZ (n = 4), and also of healthy controls (HC; n = 6) were analyzed by state-of-the-art mass spectrometry. Proteins with a differential expression of a >2 standard deviation (SD) expression fold change from that of the HC and between either MDD versus BD-D or BD-M versus SZ were subsequently identified as potential discriminatory biomarkers. RESULTS In total, 4,271 individual proteins were retrieved from the HC. Of these, about 2,800 were detected in all patient and HC samples. For objective discrimination between MDD and BD-D, 66 candidate biomarkers were found. In parallel, 72 proteins might harbor a biomarker capacity for differential diagnostics of BD-M and SZ. A single biomarker was contraregulated versus HC in each pair of comparisons. DISCUSSION With this work, we provide a register of candidate biomarkers with the potential to objectively discriminate MDD from BD-D, and BD-M from SZ. Although concerning a proof-of-concept study with limited sample size, these data provide a stepping-stone for follow-up research on the validation of the true discriminatory potential and feasibility of clinical implementation of the discovered biomarker candidates.
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Affiliation(s)
- Violette Coppens
- Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), Collaborative Antwerp Psychiatric Research Institute (CAPRI), University of Antwerp, Antwerp, Belgium, .,Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), University Psychiatric Center Duffel, Duffel, Belgium,
| | - Oskar De Wachter
- Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), Collaborative Antwerp Psychiatric Research Institute (CAPRI), University of Antwerp, Antwerp, Belgium.,Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), University Psychiatric Center Duffel, Duffel, Belgium
| | - Jobbe Goossens
- Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), Collaborative Antwerp Psychiatric Research Institute (CAPRI), University of Antwerp, Antwerp, Belgium.,Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), University Psychiatric Center Duffel, Duffel, Belgium
| | - Jolien Hendrix
- Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), Collaborative Antwerp Psychiatric Research Institute (CAPRI), University of Antwerp, Antwerp, Belgium
| | - Stuart Maudsley
- Receptor Biology Lab, Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Abdelkrim Azmi
- Center for Molecular Neurology, VIB, Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Jaana van Gastel
- Receptor Biology Lab, Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Alysia Van Saet
- Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), Collaborative Antwerp Psychiatric Research Institute (CAPRI), University of Antwerp, Antwerp, Belgium.,Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), University Psychiatric Center Duffel, Duffel, Belgium
| | - Tina Lauwers
- Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), Collaborative Antwerp Psychiatric Research Institute (CAPRI), University of Antwerp, Antwerp, Belgium.,Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), University Psychiatric Center Duffel, Duffel, Belgium
| | - Manuel Morrens
- Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), Collaborative Antwerp Psychiatric Research Institute (CAPRI), University of Antwerp, Antwerp, Belgium.,Scientific Initiative for Neuropsychiatric and Psychopharmacological Studies (SINAPS), University Psychiatric Center Duffel, Duffel, Belgium
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3
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Deng J, Ikenishi F, Smith N, Lazar IM. Streamlined microfluidic analysis of phosphopeptides using stable isotope-labeled synthetic peptides and MRM-MS detection. Electrophoresis 2018; 39:3171-3184. [PMID: 30216485 DOI: 10.1002/elps.201800133] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Revised: 09/05/2018] [Accepted: 09/06/2018] [Indexed: 11/07/2022]
Abstract
Modern high-throughput and high-content biological research is performed with advanced instrumentation and complex and time-consuming protocols, which, as a whole, pose a challenge for routine implementation in a research laboratory. In support of a "bioanalytical toolbox" with potential utility for exploring cellular functions mediated via protein phosphorylation-a post-translational modification (PTM) with essential regulatory roles in a variety of cellular processes-in this work, we describe the development of a simple, integrated microfluidic chip that can perform targeted, quantitative analysis of phosphopeptides involved in cancer-relevant signaling pathways. The microfluidic device comprises microreactors packed with C18 and TiO2 particles for on-chip solid phase extraction (SPE) and phosphopeptide enrichment, and an ESI interface for facilitating multiple reaction monitoring (MRM)-mass spectrometry (MS) detection. The chips are demonstrated for the detection of three phosphopeptides involved in ERBB2/MAPK signaling pathways, selected from the outcome of a proteomic study involving EGF stimulation of SKBR3/HER2+ breast cancer cells. The data demonstrate that the proposed microfluidic strategy can be used for the MS quantification of phosphopeptides in the low nM range from cell lysates without any prior sample pretreatment, fractionation or bioaffinity enrichment, and is generally applicable to the analysis of any phosphopeptide targets.
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Affiliation(s)
- Jingren Deng
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA, USA
| | - Fumio Ikenishi
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA, USA
| | - Nicole Smith
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA, USA
| | - Iulia M Lazar
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA, USA
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4
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Ollikainen E, Bonabi A, Nordman N, Jokinen V, Kotiaho T, Kostiainen R, Sikanen T. Rapid separation of phosphopeptides by microchip electrophoresis-electrospray ionization mass spectrometry. J Chromatogr A 2016; 1440:249-254. [PMID: 26931427 DOI: 10.1016/j.chroma.2016.02.063] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2015] [Revised: 02/19/2016] [Accepted: 02/22/2016] [Indexed: 01/12/2023]
Abstract
Protein phosphorylation is a significant biological process, but separation of phosphorylated peptide isomers is often challenging for many analytical techniques. We developed a microchip electrophoresis (MCE) method for rapid separation of phosphopeptides with on-chip electrospray ionization (ESI) facilitating online sample introduction to the mass spectrometer (MS). With the method, two monophosphorylated positional isomers of insulin receptor peptide (IR1A and IR1B) and a triply phosphorylated insulin receptor peptide (IR3), all with the same amino acid sequence, were separated from the nonphosphorylated peptide (IR0) in less than one minute. For efficient separation of the positional peptide isomers from each other derivatization with 9-fluorenylmethyl reagents (either chloroformate, Fmoc-Cl, or N-succinimidyl carbonate, Fmoc-OSu) was required before the analysis. The derivatization improved not only the separation of the monophosphorylated positional peptide isomers in MCE, but also identification of the phosphorylation site based on MS/MS.
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Affiliation(s)
- Elisa Ollikainen
- Division of Pharmaceutical Chemistry and Technology, Faculty of Pharmacy, University of Helsinki, Viikinkaari 5E, 00014 University of Helsinki, Finland
| | - Ashkan Bonabi
- Division of Pharmaceutical Chemistry and Technology, Faculty of Pharmacy, University of Helsinki, Viikinkaari 5E, 00014 University of Helsinki, Finland
| | - Nina Nordman
- Division of Pharmaceutical Chemistry and Technology, Faculty of Pharmacy, University of Helsinki, Viikinkaari 5E, 00014 University of Helsinki, Finland
| | - Ville Jokinen
- Department of Materials Science and Engineering, School of Chemical Technology, Aalto University, Finland, Micronova, Tietotie 3, 02150, Finland
| | - Tapio Kotiaho
- Division of Pharmaceutical Chemistry and Technology, Faculty of Pharmacy, University of Helsinki, Viikinkaari 5E, 00014 University of Helsinki, Finland; Laboratory of Analytical Chemistry, Department of Chemistry, University of Helsinki, A. I. Virtasen aukio 1, 00014 University of Helsinki, Finland
| | - Risto Kostiainen
- Division of Pharmaceutical Chemistry and Technology, Faculty of Pharmacy, University of Helsinki, Viikinkaari 5E, 00014 University of Helsinki, Finland
| | - Tiina Sikanen
- Division of Pharmaceutical Chemistry and Technology, Faculty of Pharmacy, University of Helsinki, Viikinkaari 5E, 00014 University of Helsinki, Finland.
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5
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Kanno T, Furukawa K, Horigome T. Exploring the phosphoproteome profiles during Xenopus egg activation by calcium stimulation using a fully automated phosphopeptide purification system. J Biochem 2015; 159:407-19. [PMID: 26530081 DOI: 10.1093/jb/mvv109] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2015] [Accepted: 10/01/2015] [Indexed: 12/18/2022] Open
Abstract
To explore the phosphoproteome profiles duringXenopusegg activation by Ca(2+)-stimulation, an automated phosphopeptide purification system involving a titania column was improved by introducing 4-step elution with phosphate buffers. The number of detected phosphopeptides in the tryptic digest of aXenopusegg cytosol fraction on mass spectrometry (MS) was increased 1.5-fold and the percentage of multiply phosphorylated peptides increased from 17 to 24% with introduction of the 4-step elution method. Phosphopeptides were purified by the improved method from tryptic digests of cytosol fractions ofXenopuseggs without and with a Ca(2+)-stimulus, and then, analysed by MS. One thousand three hundred and seventy-five and 994 phosphopeptides were reproducibly detected on duplicate MS, respectively. They included 818 and 437 phosphopeptides specific to each digest, respectively. A method involving isobaric tags for relative and absolute quantitation (iTRAQ) was also applied to compare the phosphorylation levels inXenopuseggs without and with a Ca(2+)-stimulus, the ratios for 112 phosphopeptides in tryptic digests of these egg cytosol fractions being obtained. It was suggested from all the results that the phosphorylation sites and levels change duringXenopusegg activation for many known and unknown sites on structural proteins, signalling related proteins, cell cycle-related proteins and others.
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Affiliation(s)
- Takuma Kanno
- Graduate School of Science and Technology, Niigata University, Igarashi-2, Nishi-ku, Niigata 950-2181, Japan
| | - Kazuhiro Furukawa
- Graduate School of Science and Technology, Niigata University, Igarashi-2, Nishi-ku, Niigata 950-2181, Japan
| | - Tsuneyoshi Horigome
- Graduate School of Science and Technology, Niigata University, Igarashi-2, Nishi-ku, Niigata 950-2181, Japan
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6
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Krásný L, Pompach P, Strnadová M, Hynek R, Vališ K, Havlíček V, Novák P, Volný M. High-throughput workflow for identification of phosphorylated peptides by LC-MALDI-TOF/TOF-MS coupled to in situ enrichment on MALDI plates functionalized by ion landing. JOURNAL OF MASS SPECTROMETRY : JMS 2015; 50:802-811. [PMID: 26169134 DOI: 10.1002/jms.3586] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2014] [Revised: 02/23/2015] [Accepted: 02/24/2015] [Indexed: 06/04/2023]
Abstract
We report an MS-based workflow for identification of phosphorylated peptides from trypsinized protein mixtures and cell lysates that is suitable for high-throughput sample analysis. The workflow is based on an in situ enrichment on matrix-assisted laser desorption/ionization (MALDI) plates that were functionalized by TiO2 using automated ion landing apparatus that can operate unsupervised. The MALDI plate can be functionalized by TiO2 into any array of predefined geometry (here, 96 positions for samples and 24 for mass calibration standards) made compatible with a standard MALDI spotter and coupled with high-performance liquid chromatography. The in situ MALDI plate enrichment was compared with a standard precolumn-based separation and achieved comparable or better results than the standard method. The performance of this new workflow was demonstrated on a model mixture of proteins as well as on Jurkat cells lysates. The method showed improved signal-to-noise ratio in a single MS spectrum, which resulted in better identification by MS/MS and a subsequent database search. Using the workflow, we also found specific phosphorylations in Jurkat cells that were nonspecifically activated by phorbol 12-myristate 13-acetate. These phosphorylations concerned the mitogen-activated protein kinase/extracellular signal-regulated kinase signaling pathway and its targets and were in agreement with the current knowledge of this signaling cascade. Control sample of non-activated cells was devoid of these phosphorylations. Overall, the presented analytical workflow is able to detect dynamic phosphorylation events in minimally processed mammalian cells while using only a short high-performance liquid chromatography gradient.
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Affiliation(s)
- Lukáš Krásný
- Institute of Microbiology ASCR, v.v.i., Vídeňská 1083, Prague, 142 20, Czech Republic
- Institute of Chemical Technology, Technická 5, Prague, 16628, Czech Republic
| | - Petr Pompach
- Institute of Microbiology ASCR, v.v.i., Vídeňská 1083, Prague, 142 20, Czech Republic
- Department of Biochemistry, Faculty of Science, Charles University, Hlavova 8, Prague, 128 40, Czech Republic
| | - Marcela Strnadová
- Institute of Microbiology ASCR, v.v.i., Vídeňská 1083, Prague, 142 20, Czech Republic
| | - Radovan Hynek
- Institute of Chemical Technology, Technická 5, Prague, 16628, Czech Republic
| | - Karel Vališ
- Institute of Microbiology ASCR, v.v.i., Vídeňská 1083, Prague, 142 20, Czech Republic
- Department of Biochemistry, Faculty of Science, Charles University, Hlavova 8, Prague, 128 40, Czech Republic
| | - Vladimír Havlíček
- Institute of Microbiology ASCR, v.v.i., Vídeňská 1083, Prague, 142 20, Czech Republic
- Regional Centre of Advanced Technologies and Materials, Faculty of Science, Palacky University, 17.listopadu 12, Olomouc, 771 46, Czech Republic
| | - Petr Novák
- Institute of Microbiology ASCR, v.v.i., Vídeňská 1083, Prague, 142 20, Czech Republic
- Department of Biochemistry, Faculty of Science, Charles University, Hlavova 8, Prague, 128 40, Czech Republic
| | - Michael Volný
- Applied Physics Laboratory, University of Washington, 1013 NE 40th St, Seattle, WA, 98105, USA
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7
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Yang C, Zhong X, Li L. Recent advances in enrichment and separation strategies for mass spectrometry-based phosphoproteomics. Electrophoresis 2014; 35:3418-29. [PMID: 24687451 PMCID: PMC4849134 DOI: 10.1002/elps.201400017] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2014] [Revised: 03/21/2014] [Accepted: 03/21/2014] [Indexed: 12/29/2022]
Abstract
Due to the significance of protein phosphorylation in various biological processes and signaling events, new analytical techniques for enhanced phosphoproteomics have been rapidly introduced in the recent years. The combinatorial use of the phospho-specific enrichment techniques and prefractionation methods prior to MS analysis enable comprehensive profiling of the phosphoproteome and facilitate deciphering the critical roles that phosphorylation plays in signaling pathways in various biological systems. This review places special emphasis on the recent five-year (2009-2013) advances for enrichment and separation techniques that have been utilized for phosphopeptides prior to MS analysis.
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Affiliation(s)
- Chenxi Yang
- Department of Chemistry, University of Wisconsin, 1101 University Avenue, Madison, Wisconsin 53706, United States
| | - Xuefei Zhong
- School of Pharmacy, University of Wisconsin, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Lingjun Li
- Department of Chemistry, University of Wisconsin, 1101 University Avenue, Madison, Wisconsin 53706, United States
- School of Pharmacy, University of Wisconsin, 777 Highland Avenue, Madison, Wisconsin 53705, United States
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8
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Daniels CM, Ong SE, Leung AKL. Phosphoproteomic approach to characterize protein mono- and poly(ADP-ribosyl)ation sites from cells. J Proteome Res 2014; 13:3510-22. [PMID: 24920161 PMCID: PMC4123941 DOI: 10.1021/pr401032q] [Citation(s) in RCA: 98] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
![]()
Poly(ADP-ribose),
or PAR, is a cellular polymer implicated in DNA/RNA
metabolism, cell death, and cellular stress response via its role
as a post-translational modification, signaling molecule, and scaffolding
element. PAR is synthesized by a family of proteins known as poly(ADP-ribose)
polymerases, or PARPs, which attach PAR polymers to various amino
acids of substrate proteins. The nature of these polymers (large,
charged, heterogeneous, base-labile) has made these attachment sites
difficult to study by mass spectrometry. Here we propose a new pipeline
that allows for the identification of mono(ADP-ribosyl)ation and poly(ADP-ribosyl)ation
sites via the enzymatic product of phosphodiesterase-treated ADP-ribose,
or phospho(ribose). The power of this method lies in the enrichment
potential of phospho(ribose), which we show to be enriched by phosphoproteomic
techniques when a neutral buffer, which allows for retention of the
base-labile attachment site, is used for elution. Through the identification
of PARP-1 in vitro automodification sites as well as endogenous ADP-ribosylation
sites from whole cells, we have shown that ADP-ribose can exist on
adjacent amino acid residues as well as both lysine and arginine in
addition to known acidic modification sites. The universality of this
technique has allowed us to show that enrichment of ADP-ribosylated
proteins by macrodomain leads to a bias against ADP-ribose modifications
conjugated to glutamic acids, suggesting that the macrodomain is either
removing or selecting against these distinct protein attachments.
Ultimately, the enrichment pipeline presented here offers a universal
approach for characterizing the mono- and poly(ADP-ribosyl)ated proteome.
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Affiliation(s)
- Casey M Daniels
- Department of Biochemistry and Molecular Biology, Bloomberg School of Public Health, Johns Hopkins University , Baltimore, Maryland 21205, United States
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9
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Eriksson AIK, Edwards K, Hagfeldt A, Hernández VA. Physicochemical Characterization of Phosphopeptide/Titanium Dioxide Interactions Employing the Quartz Crystal Microbalance Technique. J Phys Chem B 2013; 117:2019-25. [DOI: 10.1021/jp310161m] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
| | - Katarina Edwards
- Department of Chemistry−BMC, Uppsala University, Uppsala, Sweden
- FRIAS,
School of Soft Matter Research, University of Freiburg, Freiburg, Germany
| | - Anders Hagfeldt
- Department
of Chemistry−Ångström, Uppsala University, Uppsala, Sweden
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10
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Systems Analysis of Arrestin Pathway Functions. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2013; 118:431-67. [DOI: 10.1016/b978-0-12-394440-5.00017-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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11
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Wang ZG, Cheng G, Liu YL, Zhang JL, Sun DH, Ni JZ. Magnetic γ-Fe2O3@REVO4 (RE = Sm, Dy, Ho) affinity microspheres for selective capture, fast separation and easy identification of phosphopeptides. J Mater Chem B 2013; 1:1491-1500. [DOI: 10.1039/c2tb00431c] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
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12
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Lanthanum silicate coated magnetic microspheres as a promising affinity material for phosphopeptide enrichment and identification. Anal Bioanal Chem 2012; 404:763-70. [DOI: 10.1007/s00216-012-6150-0] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2012] [Revised: 05/23/2012] [Accepted: 05/24/2012] [Indexed: 11/26/2022]
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13
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Martin B, Chadwick W, Yi T, Park SS, Lu D, Ni B, Gadkaree S, Farhang K, Becker KG, Maudsley S. VENNTURE--a novel Venn diagram investigational tool for multiple pharmacological dataset analysis. PLoS One 2012; 7:e36911. [PMID: 22606307 PMCID: PMC3351456 DOI: 10.1371/journal.pone.0036911] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2011] [Accepted: 04/10/2012] [Indexed: 12/24/2022] Open
Abstract
As pharmacological data sets become increasingly large and complex, new visual analysis and filtering programs are needed to aid their appreciation. One of the most commonly used methods for visualizing biological data is the Venn diagram. Currently used Venn analysis software often presents multiple problems to biological scientists, in that only a limited number of simultaneous data sets can be analyzed. An improved appreciation of the connectivity between multiple, highly-complex datasets is crucial for the next generation of data analysis of genomic and proteomic data streams. We describe the development of VENNTURE, a program that facilitates visualization of up to six datasets in a user-friendly manner. This program includes versatile output features, where grouped data points can be easily exported into a spreadsheet. To demonstrate its unique experimental utility we applied VENNTURE to a highly complex parallel paradigm, i.e. comparison of multiple G protein-coupled receptor drug dose phosphoproteomic data, in multiple cellular physiological contexts. VENNTURE was able to reliably and simply dissect six complex data sets into easily identifiable groups for straightforward analysis and data output. Applied to complex pharmacological datasets, VENNTURE's improved features and ease of analysis are much improved over currently available Venn diagram programs. VENNTURE enabled the delineation of highly complex patterns of dose-dependent G protein-coupled receptor activity and its dependence on physiological cellular contexts. This study highlights the potential for such a program in fields such as pharmacology, genomics, and bioinformatics.
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Affiliation(s)
- Bronwen Martin
- Metabolism Unit, Laboratory of Clinical Investigation, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Wayne Chadwick
- Receptor Pharmacology Unit, Laboratory of Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Tie Yi
- Metabolism Unit, Laboratory of Clinical Investigation, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Sung-Soo Park
- Receptor Pharmacology Unit, Laboratory of Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Daoyuan Lu
- Receptor Pharmacology Unit, Laboratory of Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Bin Ni
- Receptor Pharmacology Unit, Laboratory of Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Shekhar Gadkaree
- Diabetes Section, Laboratory of Clinical Investigation, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Kathleen Farhang
- Diabetes Section, Laboratory of Clinical Investigation, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Kevin G. Becker
- Gene Expression and Genomics Unit, Research Resources Branch, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
| | - Stuart Maudsley
- Receptor Pharmacology Unit, Laboratory of Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, United States of America
- * E-mail:
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14
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Park SS, Wu WW, Zhou Y, Shen RF, Martin B, Maudsley S. Effective correction of experimental errors in quantitative proteomics using stable isotope labeling by amino acids in cell culture (SILAC). J Proteomics 2012; 75:3720-32. [PMID: 22575385 DOI: 10.1016/j.jprot.2012.04.035] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2012] [Revised: 03/29/2012] [Accepted: 04/24/2012] [Indexed: 12/22/2022]
Abstract
Accurate and reliable quantitative proteomics in cell culture has been considerably facilitated by the introduction of the stable isotope labeling by amino acids in cell culture (SILAC), combined with high resolution mass spectrometry. There are however several major sources of quantification errors that commonly occur with SILAC techniques, i.e. incomplete incorporation of isotopic amino acids, arginine-to-proline conversion, and experimental errors in final sample mixing. Dataset normalization is a widely adopted solution to such errors, however this may not completely prevent introducing incorrect expression ratios. Here we demonstrate that a label-swap replication of SILAC experiments was able to effectively correct experimental errors by averaging ratios measured in individual replicates using quantitative proteomics and phosphoproteomics of ligand treatment of neural cell cultures. Furthermore, this strategy was successfully applied to a SILAC triplet experiment, which presents a much more complicated experimental matrix, affected by both incomplete labeling and arginine-to-proline conversion. Based on our results, we suggest that SILAC experiments should be designed to incorporate label-swap replications for enhanced reliability in expression ratios.
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Affiliation(s)
- Sung-Soo Park
- Receptor Pharmacology Unit, National Institute on Aging, National Institutes of Health, Baltimore, MD, United States
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15
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Abstract
The microRNA miR-519 robustly inhibits cell proliferation, in turn triggering senescence and decreasing tumor growth. However, the molecular mediators of miR-519-elicited growth inhibition are unknown. Here, we systematically investigated the influence of miR-519 on gene expression profiles leading to growth cessation in HeLa human cervical carcinoma cells. By analyzing miR-519-triggered changes in protein and mRNA expression patterns and by identifying mRNAs associated with biotinylated miR-519, we uncovered two prominent subsets of miR-519-regulated mRNAs. One subset of miR-519 target mRNAs encoded DNA maintenance proteins (including DUT1, EXO1, RPA2, and POLE4); miR-519 repressed their expression and increased DNA damage, in turn raising the levels of the cyclin-dependent kinase (cdk) inhibitor p21. The other subset of miR-519 target mRNAs encoded proteins that control intracellular calcium levels (notably, ATP2C1 and ORAI1); their downregulation by miR-519 aberrantly elevated levels of cytosolic [Ca(2+)] storage in HeLa cells, similarly increasing p21 levels in a manner dependent on the Ca(2+)-activated kinases CaMKII and GSK3β. The rises in levels of DNA damage, the Ca(2+) concentration, and p21 levels stimulated an autophagic phenotype in HeLa and other human carcinoma cell lines. As a consequence, ATP levels increased, and the level of activity of the AMP-activated protein kinase (AMPK) declined, further contributing to the elevation in the abundance of p21. Our results indicate that miR-519 promotes DNA damage, alters Ca(2+) homeostasis, and enhances energy production; together, these processes elevate the expression level of p21, promoting growth inhibition and cell survival.
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Zhang L, Liang Z, Yang K, Xia S, Wu Q, Zhang L, Zhang Y. Mesoporous TiO2 aerogel for selective enrichment of phosphopeptides in rat liver mitochondria. Anal Chim Acta 2012; 729:26-35. [PMID: 22595430 DOI: 10.1016/j.aca.2012.04.005] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2012] [Revised: 04/02/2012] [Accepted: 04/06/2012] [Indexed: 11/26/2022]
Abstract
The enrichment of low abundance phosphopeptides before MS analysis is a critical step for in-depth phosphoproteome research. In this study, mesoporous titanium dioxide (TiO(2)) aerogel was prepared by precipitation and supercritical drying. The specific surface area up to 490.7 m(2) g(-1) is achieved by TiO(2) aerogel, much higher than those obtained by commercial TiO(2) nanoparticles and by the latest reported mesoporous TiO(2) spheres. Due to the large specific surface area and the mesoporous structure of the aerogel, the binding capacity for phosphopeptides is six times higher than that of conventional TiO(2) microparticles (173 vs 28 μmol g(-1)). Because of the good compatibility of enrichment procedure with MALDI-TOF-MS and the large binding capacity of TiO(2) aerogel, a detection limit as low as 30 amol for analyzing phosphopeptides in β-casein digest was achieved. TiO(2) aerogel was further applied to enrich phosphopeptides from rat liver mitochondria, and 266 unique phosphopeptides with 340 phosphorylation sites, corresponding to 216 phosphoprotein groups, were identified by triplicate nanoRPLC-ESI-MS/MS runs, with false-positive rate less than 1% at the peptide level. These results demonstrate that TiO(2) aerogel is a kind of promising material for sample pretreatment in the large-scale phosphoproteome study.
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Affiliation(s)
- Liyuan Zhang
- Key Laboratory of Separation Sciences for Analytical Chemistry, National Chromatographic R. & A. Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
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Fang G, Gao W, Deng Q, Qian K, Han H, Wang S. Highly selective capture of phosphopeptides using a nano titanium dioxide–multiwalled carbon nanotube nanocomposite. Anal Biochem 2012; 423:210-7. [DOI: 10.1016/j.ab.2012.01.029] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2011] [Revised: 01/11/2012] [Accepted: 01/27/2012] [Indexed: 10/14/2022]
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Fíla J, Honys D. Enrichment techniques employed in phosphoproteomics. Amino Acids 2011; 43:1025-47. [PMID: 22002794 PMCID: PMC3418503 DOI: 10.1007/s00726-011-1111-z] [Citation(s) in RCA: 143] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2011] [Accepted: 09/26/2011] [Indexed: 11/28/2022]
Abstract
Rapid changes of protein phosphorylation play a crucial role in the regulation of many cellular processes. Being post-translationally modified, phosphoproteins are often present in quite low abundance and tend to co-exist with their unphosphorylated isoform within the cell. To make their identification more practicable, the use of enrichment protocols is often required. The enrichment strategies can be performed either at the level of phosphoproteins or at the level of phosphopeptides. Both approaches have their advantages and disadvantages. Most enriching strategies are based on chemical modifications, affinity chromatography to capture peptides and proteins containing negatively charged phosphate groups onto a positively charged matrix, or immunoprecipitation by phospho-specific antibodies. In this article, the most up-to-date enrichment techniques are discussed, taking into account their optimization, and highlighting their advantages and disadvantages. Moreover, these methods are compared to each other, revealing their complementary nature in providing comprehensive coverage of the phosphoproteome.
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Affiliation(s)
- Jan Fíla
- Laboratory of Pollen Biology, Institute of Experimental Botany, Academy of Sciences of the Czech Republic, Rozvojová 263, Prague 6, Czech Republic
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