1
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Iannetta AA, Hicks LM. Maximizing Depth of PTM Coverage: Generating Robust MS Datasets for Computational Prediction Modeling. Methods Mol Biol 2022; 2499:1-41. [PMID: 35696073 DOI: 10.1007/978-1-0716-2317-6_1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Post-translational modifications (PTMs) regulate complex biological processes through the modulation of protein activity, stability, and localization. Insights into the specific modification type and localization within a protein sequence can help ascertain functional significance. Computational models are increasingly demonstrated to offer a low-cost, high-throughput method for comprehensive PTM predictions. Algorithms are optimized using existing experimental PTM data, thus accurate prediction performance relies on the creation of robust datasets. Herein, advancements in mass spectrometry-based proteomics technologies to maximize PTM coverage are reviewed. Further, requisite experimental validation approaches for PTM predictions are explored to ensure that follow-up mechanistic studies are focused on accurate modification sites.
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Affiliation(s)
- Anthony A Iannetta
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Leslie M Hicks
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
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2
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Reyes AJF, Kitata RB, Dela Rosa MAC, Wang YT, Lin PY, Yang PC, Friedler A, Yitzchaik S, Chen YJ. Integrating site-specific peptide reporters and targeted mass spectrometry enables rapid substrate-specific kinase assay at the nanogram cell level. Anal Chim Acta 2021; 1155:338341. [PMID: 33766317 DOI: 10.1016/j.aca.2021.338341] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 02/04/2021] [Accepted: 02/16/2021] [Indexed: 11/25/2022]
Abstract
Dysregulation of phosphorylation-mediated signaling drives the initiation and progression of many diseases. A substrate-specific kinase assay capable of quantifying the altered site-specific phosphorylation of its phenotype-dependent substrates provides better specificity to monitor a disease state. We report a sensitive and rapid substrate-specific kinase assay by integrating site-specific peptide reporter and multiple reaction monitoring (MRM)-MS platform for relative and absolute quantification of substrate-specific kinase activity at the sensitivity of nanomolar kinase and nanogram cell lysate. Using non-small cell lung cancer as a proof-of-concept, three substrate peptides selected from constitutive phosphorylation in tumors (HDGF-S165, RALY-S135, and NRD1-S94) were designed to demonstrate the feasibility. The assay showed good accuracy (<15% nominal deviation) and reproducibility (<15% CV). In PC9 cells, the measured activity for HDGF-S165 was 3.2 ± 0.2 fmol μg-1 min-1, while RALY-S135 and NRD1-S94 showed 4- and 20-fold higher activity at the sensitivity of 25 ng and 5 ng lysate, respectively, suggesting different endogenous kinases for each substrate peptide. Without the conventional shotgun phosphoproteomics workflow, the overall pipeline from cell lysate to MS data acquisition only takes 3 h. The multiplexed analysis revealed differences in the phenotype-dependent substrate phosphorylation profiles across six NSCLC cell lines and suggested a potential association of HDGF-S165 and NRD1-S94 with TKI resistance. With the ease of design, sensitivity, accuracy, and reproducibility, this approach may offer rapid and sensitive assays for targeted quantification of the multiplexed substrate-specific kinase activity of small amounts of sample.
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Affiliation(s)
- Aaron James F Reyes
- Molecular Science and Technology Program, Taiwan International Graduate Program, Academia Sinica and National Tsing Hua University, Taiwan; Institute of Chemistry, Academia Sinica, No. 128, Section 2, Academia Road, Taipei, 115, Taiwan; Department of Chemistry, National Tsing Hua University, No. 101, Section 2, Kuang-Fu Road, Hsinchu, 30013, Taiwan
| | - Reta Birhanu Kitata
- Institute of Chemistry, Academia Sinica, No. 128, Section 2, Academia Road, Taipei, 115, Taiwan
| | - Mira Anne C Dela Rosa
- Institute of Chemistry, Academia Sinica, No. 128, Section 2, Academia Road, Taipei, 115, Taiwan
| | - Yi-Ting Wang
- Institute of Chemistry, Academia Sinica, No. 128, Section 2, Academia Road, Taipei, 115, Taiwan
| | - Pei-Yi Lin
- Institute of Chemistry, Academia Sinica, No. 128, Section 2, Academia Road, Taipei, 115, Taiwan
| | - Pan-Chyr Yang
- Department of Internal Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Assaf Friedler
- Institute of Chemistry and the Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Safra Campus, Givat Ram, Jerusalem, 91904, Israel
| | - Shlomo Yitzchaik
- Institute of Chemistry and the Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Safra Campus, Givat Ram, Jerusalem, 91904, Israel
| | - Yu-Ju Chen
- Molecular Science and Technology Program, Taiwan International Graduate Program, Academia Sinica and National Tsing Hua University, Taiwan; Institute of Chemistry, Academia Sinica, No. 128, Section 2, Academia Road, Taipei, 115, Taiwan; Department of Chemistry, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei, 10617, Taiwan.
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3
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Vanderplow AM, Eagle AL, Kermath BA, Bjornson KJ, Robison AJ, Cahill ME. Akt-mTOR hypoactivity in bipolar disorder gives rise to cognitive impairments associated with altered neuronal structure and function. Neuron 2021; 109:1479-1496.e6. [PMID: 33765445 PMCID: PMC8105282 DOI: 10.1016/j.neuron.2021.03.008] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 01/20/2021] [Accepted: 03/04/2021] [Indexed: 12/22/2022]
Abstract
The Akt family of kinases exerts many of its cellular effects via the activation of the mammalian target of rapamycin (mTOR) kinase through a series of intermediary proteins. Multiple lines of evidence have identified Akt-family kinases as candidate schizophrenia and bipolar disorder genes. Although dysfunction of the prefrontal cortex (PFC) is a key feature of both schizophrenia and bipolar disorder, no studies have comprehensively assessed potential alterations in Akt-mTOR pathway activity in the PFC of either disorder. Here, we examined the activity and expression profile of key proteins in the Akt-mTOR pathway in bipolar disorder and schizophrenia homogenates from two different PFC subregions. Our findings identify reduced Akt-mTOR PFC signaling in a subset of bipolar disorder subjects. Using a reverse-translational approach, we demonstrated that Akt hypofunction in the PFC is sufficient to give rise to key cognitive phenotypes that are paralleled by alterations in synaptic connectivity and function.
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Affiliation(s)
- Amanda M Vanderplow
- Department of Comparative Biosciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Andrew L Eagle
- Department of Physiology, Michigan State University, East Lansing, MI 48824, USA
| | - Bailey A Kermath
- Department of Comparative Biosciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Kathryn J Bjornson
- Department of Comparative Biosciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Alfred J Robison
- Department of Physiology, Michigan State University, East Lansing, MI 48824, USA
| | - Michael E Cahill
- Department of Comparative Biosciences, University of Wisconsin-Madison, Madison, WI 53706, USA.
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4
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Yu B, Mamedov R, Fuhler GM, Peppelenbosch MP. Drug Discovery in Liver Disease Using Kinome Profiling. Int J Mol Sci 2021; 22:2623. [PMID: 33807722 PMCID: PMC7961955 DOI: 10.3390/ijms22052623] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 03/01/2021] [Accepted: 03/01/2021] [Indexed: 12/15/2022] Open
Abstract
The liver is one of the most important organs, playing critical roles in maintaining biochemical homeostasis. Accordingly, disease of the liver is often debilitating and responsible for untold human misery. As biochemical nexus, with kinases being master regulators of cellular biochemistry, targeting kinase enzymes is an obvious avenue for treating liver disease. Development of such therapy, however, is hampered by the technical difficulty of obtaining comprehensive insight into hepatic kinase activity, a problem further compounded by the often unique aspects of hepatic kinase activities, which makes extrapolations from other systems difficult. This consideration prompted us to review the current state of the art with respect to kinome profiling approaches towards the hepatic kinome. We observe that currently four different approaches are available, all showing significant promise. Hence we postulate that insight into the hepatic kinome will quickly increase, leading to rational kinase-targeted therapy for different liver diseases.
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Affiliation(s)
| | | | | | - Maikel P. Peppelenbosch
- Department of Gastroenterology and Hepatology, Erasmus MC—University Medical Center Rotterdam, 3015 CN Rotterdam, The Netherlands; (B.Y.); (R.M.); (G.M.F.)
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5
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Liu YC, Tsai FJ, Chen CJ. A rapid, multiplexed kinase activity assay using 8-plex iTRAQ labeling, SPE, and MALDI-TOF/TOF MS. Analyst 2020; 145:992-1000. [PMID: 31829320 DOI: 10.1039/c9an01810g] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Synthesized peptide substrates have been used for in vitro phosphorylation using purified kinases or cell lysates. For screening assays, a direct readout and comparison among different experimental conditions without using an internal standard would be preferred. In this study, we developed a rapid, quantitative measurement method of multikinase activity based on MALDI-TOF/TOF MS. We combined 8-plex iTRAQ-labeled peptide substrates, solid phase extraction (SPE), and a phosphorylated peptide purification plate to rapidly determine multikinase activity in cell lysates. To enable our platform to be applicable in insulin stimulation and cancer drug inhibition, a list of peptide substrates was designed. By labeling peptide substrates with 8-plex iTRAQ reagents, protein kinase activity in 8 samples could be directly compared using the mass tags on their fragmented ion spectra. The protein amount and incubation time for multikinase activity assays were optimized, and the effect of insulin stimulation and an inhibitory drug on the cellular protein kinase activity was evaluated.
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Affiliation(s)
- Yu-Ching Liu
- Graduate Institute of Integrated Medicine, China Medical University, Taichung 40402, Taiwan.
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6
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Smolko CM, Janes KA. An ultrasensitive fiveplex activity assay for cellular kinases. Sci Rep 2019; 9:19409. [PMID: 31857650 PMCID: PMC6923413 DOI: 10.1038/s41598-019-55998-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Accepted: 09/30/2019] [Indexed: 02/06/2023] Open
Abstract
Protein kinases are enzymes whose abundance, protein-protein interactions, and posttranslational modifications together determine net signaling activity in cells. Large-scale data on cellular kinase activity are limited, because existing assays are cumbersome, poorly sensitive, low throughput, and restricted to measuring one kinase at a time. Here, we surmount the conventional hurdles of activity measurement with a multiplexing approach that leverages the selectivity of individual kinase-substrate pairs. We demonstrate proof of concept by designing an assay that jointly measures activity of five pleiotropic signaling kinases: Akt, IκB kinase (IKK), c-jun N-terminal kinase (JNK), mitogen-activated protein kinase (MAPK)-extracellular regulated kinase kinase (MEK), and MAPK-activated protein kinase-2 (MK2). The assay operates in a 96-well format and specifically measures endogenous kinase activation with coefficients of variation less than 20%. Multiplex tracking of kinase-substrate pairs reduces input requirements by 25-fold, with ~75 µg of cellular extract sufficient for fiveplex activity profiling. We applied the assay to monitor kinase signaling during coxsackievirus B3 infection of two different host-cell types and identified multiple differences in pathway dynamics and coordination that warrant future study. Because the Akt–IKK–JNK–MEK–MK2 pathways regulate many important cellular functions, the fiveplex assay should find applications in inflammation, environmental-stress, and cancer research.
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Affiliation(s)
- Christian M Smolko
- Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, 22908, USA
| | - Kevin A Janes
- Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, 22908, USA. .,Department of Biochemistry & Molecular Genetics, University of Virginia, Charlottesville, VA, 22908, USA.
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7
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Abstract
Proteomics and phosphoproteomics have been emerging as new dimensions of omics. Phosphorylation has a profound impact on the biological functions and applications of proteins. It influences everything from intrinsic activity and extrinsic executions to cellular localization. This post-translational modification has been subjected to detailed study and has been an object of analytical curiosity with the advent of faster instrumentation. The major strength of phosphoproteomic research lies in the fact that it gives an overall picture of the workforce of the cell. Phosphoproteomics gives deeper insights into understanding the mechanism behind development and progression of a disease. This review for the first time consolidates the list of existing bioinformatics tools developed for phosphoproteomics. The gap between development of bioinformatics tools and their implementation in clinical research is highlighted. The challenge facing progress is ideally believed to be the interdisciplinary arena this field of research is associated with. For meaningful solutions and deliverables, these tools need to be implemented in clinical studies for obtaining answers to pharmacodynamic questions, saving time, costs and energy. This review hopes to invoke some thought in this direction.
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8
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Lun XK, Szklarczyk D, Gábor A, Dobberstein N, Zanotelli VRT, Saez-Rodriguez J, von Mering C, Bodenmiller B. Analysis of the Human Kinome and Phosphatome by Mass Cytometry Reveals Overexpression-Induced Effects on Cancer-Related Signaling. Mol Cell 2019; 74:1086-1102.e5. [PMID: 31101498 PMCID: PMC6561723 DOI: 10.1016/j.molcel.2019.04.021] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2018] [Revised: 02/06/2019] [Accepted: 04/11/2019] [Indexed: 12/24/2022]
Abstract
Kinase and phosphatase overexpression drives tumorigenesis and drug resistance. We previously developed a mass-cytometry-based single-cell proteomics approach that enables quantitative assessment of overexpression effects on cell signaling. Here, we applied this approach in a human kinome- and phosphatome-wide study to assess how 649 individually overexpressed proteins modulated cancer-related signaling in HEK293T cells in an abundance-dependent manner. Based on these data, we expanded the functional classification of human kinases and phosphatases and showed that the overexpression effects include non-catalytic roles. We detected 208 previously unreported signaling relationships. The signaling dynamics analysis indicated that the overexpression of ERK-specific phosphatases sustains proliferative signaling. This suggests a phosphatase-driven mechanism of cancer progression. Moreover, our analysis revealed a drug-resistant mechanism through which overexpression of tyrosine kinases, including SRC, FES, YES1, and BLK, induced MEK-independent ERK activation in melanoma A375 cells. These proteins could predict drug sensitivity to BRAF-MEK concurrent inhibition in cells carrying BRAF mutations.
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Affiliation(s)
- Xiao-Kang Lun
- Institute of Molecular Life Sciences, University of Zürich, 8057 Zürich, Switzerland; Molecular Life Sciences PhD Program, Life Science Zürich Graduate School, ETH Zürich and University of Zürich, 8057 Zürich, Switzerland
| | - Damian Szklarczyk
- Institute of Molecular Life Sciences, University of Zürich, 8057 Zürich, Switzerland
| | - Attila Gábor
- Joint Research Centre for Computational Biomedicine, Faculty of Medicine, RWTH Aachen University, 52074 Aachen, Germany
| | - Nadine Dobberstein
- Institute of Molecular Life Sciences, University of Zürich, 8057 Zürich, Switzerland
| | - Vito Riccardo Tomaso Zanotelli
- Institute of Molecular Life Sciences, University of Zürich, 8057 Zürich, Switzerland; Systems Biology PhD Program, Life Science Zürich Graduate School, ETH Zürich and University of Zürich, 8057 Zürich, Switzerland
| | - Julio Saez-Rodriguez
- Joint Research Centre for Computational Biomedicine, Faculty of Medicine, RWTH Aachen University, 52074 Aachen, Germany; European Bioinformatics Institute, European Molecular Biology Laboratory (EMBL-EBI), Hinxton, CB10 1SD Cambridge, UK; Institute for Computational Biomedicine, Faculty of Medicine, Heidelberg University, BIOQUANT, 69120 Heidelberg, Germany
| | - Christian von Mering
- Institute of Molecular Life Sciences, University of Zürich, 8057 Zürich, Switzerland
| | - Bernd Bodenmiller
- Institute of Molecular Life Sciences, University of Zürich, 8057 Zürich, Switzerland.
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9
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Yu S, Du Z, Dong C, Ren J. In situ study of RSK2 kinase activity in a single living cell by combining single molecule spectroscopy with activity-based probes. Analyst 2019; 144:3756-3764. [DOI: 10.1039/c9an00178f] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
FCS with the ABP strategy is a very promising method for studying endogenous protein kinases in living cells.
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Affiliation(s)
- Shengrong Yu
- School of Chemistry & Chemical Engineering
- State Key Laboratory of Metal Matrix Composites
- Shanghai Jiao Tong University
- Shanghai
- P. R. China
| | - Zhixue Du
- School of Chemistry & Chemical Engineering
- State Key Laboratory of Metal Matrix Composites
- Shanghai Jiao Tong University
- Shanghai
- P. R. China
| | - Chaoqing Dong
- School of Chemistry & Chemical Engineering
- State Key Laboratory of Metal Matrix Composites
- Shanghai Jiao Tong University
- Shanghai
- P. R. China
| | - Jicun Ren
- School of Chemistry & Chemical Engineering
- State Key Laboratory of Metal Matrix Composites
- Shanghai Jiao Tong University
- Shanghai
- P. R. China
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10
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Manes NP, Nita-Lazar A. Application of targeted mass spectrometry in bottom-up proteomics for systems biology research. J Proteomics 2018; 189:75-90. [PMID: 29452276 DOI: 10.1016/j.jprot.2018.02.008] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2017] [Revised: 01/25/2018] [Accepted: 02/07/2018] [Indexed: 02/08/2023]
Abstract
The enormous diversity of proteoforms produces tremendous complexity within cellular proteomes, facilitates intricate networks of molecular interactions, and constitutes a formidable analytical challenge for biomedical researchers. Currently, quantitative whole-proteome profiling often relies on non-targeted liquid chromatography-mass spectrometry (LC-MS), which samples proteoforms broadly, but can suffer from lower accuracy, sensitivity, and reproducibility compared with targeted LC-MS. Recent advances in bottom-up proteomics using targeted LC-MS have enabled previously unachievable identification and quantification of target proteins and posttranslational modifications within complex samples. Consequently, targeted LC-MS is rapidly advancing biomedical research, especially systems biology research in diverse areas that include proteogenomics, interactomics, kinomics, and biological pathway modeling. With the recent development of targeted LC-MS assays for nearly the entire human proteome, targeted LC-MS is positioned to enable quantitative proteomic profiling of unprecedented quality and accessibility to support fundamental and clinical research. Here we review recent applications of bottom-up proteomics using targeted LC-MS for systems biology research. SIGNIFICANCE: Advances in targeted proteomics are rapidly advancing systems biology research. Recent applications include systems-level investigations focused on posttranslational modifications (such as phosphoproteomics), protein conformation, protein-protein interaction, kinomics, proteogenomics, and metabolic and signaling pathways. Notably, absolute quantification of metabolic and signaling pathway proteins has enabled accurate pathway modeling and engineering. Integration of targeted proteomics with other technologies, such as RNA-seq, has facilitated diverse research such as the identification of hundreds of "missing" human proteins (genes and transcripts that appear to encode proteins but direct experimental evidence was lacking).
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Affiliation(s)
- Nathan P Manes
- Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Aleksandra Nita-Lazar
- Laboratory of Immune System Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA.
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11
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Hayashi K, Yamashita R, Takami R, Matsui T, Gotou M, Nishimoto T, Kobayashi H. Strategy for Identification of Phosphorylation Levels of Low Abundance Proteins in Vivo for Which Antibodies Are not Available. J Cardiovasc Dev Dis 2017; 4:jcdd4040017. [PMID: 29367546 PMCID: PMC5753118 DOI: 10.3390/jcdd4040017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Revised: 09/22/2017] [Accepted: 09/30/2017] [Indexed: 12/05/2022] Open
Abstract
Protein function is mainly modulated by dynamic reversible or irreversible post-translational modifications. Among them, the identification of protein phosphorylation sites and changes in phosphorylation levels in vivo are of considerable interest for a better understanding of the protein function. Thus, effective strategies for the quantitative determination of phosphorylation degrees for low abundant proteins, for which antibodies are not available, are required in order to evaluate the functional regulation of proteins attributed to phosphorylation. In this study, we used the heart β1-adrenergic receptor (Adrb1) as a model protein and developed FLAG-Adrb1 knock-in mice, in which the FLAG tag was inserted at the N-terminus of Adrb1. The phosphorylation sites and levels of Adrb1 in the heart were elucidated by immuno-affinity purification followed by quantitative mass spectrometry analysis using ion intensity ratio of the phosphorylated peptide versus corresponding unphosphorylated peptide. The phosphorylation levels at Ser274 and Ser462 of Adrb1 were approximately 0.25 and 0.0023. This effective strategy should be useful for not only analyzing site-specific phosphorylation levels of target proteins, but also quantifying the expression levels of proteins of interest when appropriate antibodies are not available.
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Affiliation(s)
- Kozo Hayashi
- Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Kanagawa 251-8555 Fujisawa, Japan.
| | - Ryo Yamashita
- Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Kanagawa 251-8555 Fujisawa, Japan.
| | - Ritsuko Takami
- Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Kanagawa 251-8555 Fujisawa, Japan.
| | - Toshikatsu Matsui
- Cardiovascular and Metabolic Drug Discovery Unit, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Kanagawa 251-8555 Fujisawa, Japan.
| | - Masamitsu Gotou
- Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Kanagawa 251-8555 Fujisawa, Japan.
| | - Tomoyuki Nishimoto
- Cardiovascular and Metabolic Drug Discovery Unit, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Kanagawa 251-8555 Fujisawa, Japan.
| | - Hiroyuki Kobayashi
- Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Kanagawa 251-8555 Fujisawa, Japan.
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Zavialova MG, Zgoda VG, Nikolaev EN. [Analysis of contribution of protein phosphorylation in the development of the diseases]. BIOMEDIT︠S︡INSKAI︠A︡ KHIMII︠A︡ 2017; 63:101-114. [PMID: 28414281 DOI: 10.18097/pbmc20176302101] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
In recent decades, studies in the molecular origins of socially significant diseases have made a big step forward with the development and using of high-performance methods in genomics and proteomics. Numerous studies in the framework of the global program "Human Proteome" were aimed at the identification of all possible proteins in various cell cultures and tissues, including cancer. One of the objectives was to identify biomarkers - proteins with high specificity to certain pathologies. However, in many cases, it is shown that the development of the disease is not associated with the appearance of new proteins, but depends on the level of gene expression or forming of proteoforms - splice variants, single amino acid substitutions (SAP variants), and post-translational modifications (PTM) of proteins. PTM may play a key role in the development of pathology because they activate a variety of regulatory or structural proteins in the majority of cell physiological processes. Phosphorylation is among the most significant of these protein modifications.This review will describe methods for analysis of protein phosphorylation used in the studies of such diseases as cancer and neurodegenerative diseases, as well as examples of cases when the modified proteins are involved directly to their development, and screening such significant PTM is used for the diagnosis and choice of treatment.
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Affiliation(s)
| | - V G Zgoda
- Institute of Biomedical Chemistry, Moscow, Russia
| | - E N Nikolaev
- Institute of Biomedical Chemistry, Moscow, Russia; Skolkovo Institute of Science and Technology (Skoltech), Moscow, Russia
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13
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Abstract
Cellular signaling, predominantly mediated by phosphorylation through protein kinases, is found to be deregulated in most cancers. Accordingly, protein kinases have been subject to intense investigations in cancer research, to understand their role in oncogenesis and to discover new therapeutic targets. Despite great advances, an understanding of kinase dysfunction in cancer is far from complete.A powerful tool to investigate phosphorylation is mass-spectrometry (MS)-based phosphoproteomics, which enables the identification of thousands of phosphorylated peptides in a single experiment. Since every phosphorylation event results from the activity of a protein kinase, high-coverage phosphoproteomics data should indirectly contain comprehensive information about the activity of protein kinases.In this chapter, we discuss the use of computational methods to predict kinase activity scores from MS-based phosphoproteomics data. We start with a short explanation of the fundamental features of the phosphoproteomics data acquisition process from the perspective of the computational analysis. Next, we briefly review the existing databases with experimentally verified kinase-substrate relationships and present a set of bioinformatic tools to discover novel kinase targets. We then introduce different methods to infer kinase activities from phosphoproteomics data and these kinase-substrate relationships. We illustrate their application with a detailed protocol of one of the methods, KSEA (Kinase Substrate Enrichment Analysis). This method is implemented in Python within the framework of the open-source Kinase Activity Toolbox (kinact), which is freely available at http://github.com/saezlab/kinact/ .
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Affiliation(s)
- Jakob Wirbel
- Joint Research Center for Computational Biomedicine (JRC-COMBINE), Faculty of Medicine, RWTH Aachen University, MTZ Pauwelsstrasse 19, D-52074, Aachen, Germany
- Institute for Pharmacy and Molecular Biotechnology (IPMB), University of Heidelberg, 69120, Heidelberg, Germany
| | - Pedro Cutillas
- Barts Cancer Institute, Queen Mary University of London, London, UK.
| | - Julio Saez-Rodriguez
- Joint Research Center for Computational Biomedicine (JRC-COMBINE), Faculty of Medicine, RWTH Aachen University, MTZ Pauwelsstrasse 19, D-52074, Aachen, Germany.
- European Molecular Biology Laboratory - European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Cambridge, UK.
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14
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Dermit M, Dokal A, Cutillas PR. Approaches to identify kinase dependencies in cancer signalling networks. FEBS Lett 2017; 591:2577-2592. [DOI: 10.1002/1873-3468.12748] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Revised: 06/27/2017] [Accepted: 07/03/2017] [Indexed: 12/18/2022]
Affiliation(s)
- Maria Dermit
- Cell Signalling & Proteomics Group; Barts Cancer Institute (CRUK Centre); Queen Mary University of London; UK
| | - Arran Dokal
- Cell Signalling & Proteomics Group; Barts Cancer Institute (CRUK Centre); Queen Mary University of London; UK
| | - Pedro R. Cutillas
- Cell Signalling & Proteomics Group; Barts Cancer Institute (CRUK Centre); Queen Mary University of London; UK
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15
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Zhang Y, Zhang Y, Yu Y. Global Phosphoproteomic Analysis of Insulin/Akt/mTORC1/S6K Signaling in Rat Hepatocytes. J Proteome Res 2017; 16:2825-2835. [PMID: 28689409 DOI: 10.1021/acs.jproteome.7b00140] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Insulin resistance is a hallmark of type 2 diabetes. Although multiple genetic and physiological factors interact to cause insulin resistance, deregulated signaling by phosphorylation is a common underlying mechanism. In particular, the specific phosphorylation-dependent regulatory mechanisms and signaling outputs of insulin are poorly understood in hepatocytes, which represents one of the most important insulin-responsive cell types. Using primary rat hepatocytes as a model system, we performed reductive dimethylation (ReDi)-based quantitative mass spectrometric analysis and characterized the phosphoproteome that is regulated by insulin as well as its key downstream kinases including Akt, mTORC1, and S6K. We identified a total of 12 294 unique, confidently localized phosphorylation sites and 3805 phosphorylated proteins in this single cell type. Detailed bioinformatic analysis on each individual data set identified both known and previously unrecognized targets of this key insulin downstream effector pathway. Furthermore, integrated analysis of the hepatic Akt/mTORC1/S6K signaling axis allowed the delineation of the substrate specificity of several close-related kinases within the insulin signaling pathway. We expect that the data sets will serve as an invaluable resource, providing the foundation for future hypothesis-driven research that helps delineate the molecular mechanisms that underlie the pathogenesis of type 2 diabetes and related metabolic syndrome.
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Affiliation(s)
- Yuanyuan Zhang
- Department of Molecular Genetics, University of Texas Southwestern Medical Center , Dallas, Texas 75390, United States
| | - Yajie Zhang
- Department of Biochemistry, University of Texas Southwestern Medical Center , Dallas, Texas 75390, United States
| | - Yonghao Yu
- Department of Biochemistry, University of Texas Southwestern Medical Center , Dallas, Texas 75390, United States
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16
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Wilkes EH, Casado P, Rajeeve V, Cutillas PR. Kinase activity ranking using phosphoproteomics data (KARP) quantifies the contribution of protein kinases to the regulation of cell viability. Mol Cell Proteomics 2017; 16:1694-1704. [PMID: 28674151 DOI: 10.1074/mcp.o116.064360] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Revised: 02/05/2017] [Indexed: 12/17/2022] Open
Abstract
Cell survival is regulated by a signaling network driven by the activity of protein kinases; however, determining the contribution that each kinase in the network makes to such regulation remains challenging. Here, we report a computational approach that uses mass spectrometry-based phosphoproteomics data to rank protein kinases based on their contribution to cell regulation. We found that the scores returned by this algorithm, which we have termed kinase activity ranking using phosphoproteomics data (KARP), were a quantitative measure of the contribution that individual kinases make to the signaling output. Application of KARP to the analysis of eight hematological cell lines revealed that cyclin-dependent kinase (CDK) 1/2, casein kinase (CK) 2, extracellular signal-related kinase (ERK), and p21-activated kinase (PAK) were the most frequently highly ranked kinases in these cell models. The patterns of kinase activation were cell-line specific yet showed a significant association with cell viability as a function of kinase inhibitor treatment. Thus, our study exemplifies KARP as an untargeted approach to empirically and systematically identify regulatory kinases within signaling networks.
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Affiliation(s)
- Edmund H Wilkes
- From the ‡Integrative Cell Signalling & Proteomics, Centre for Haemato-Oncology, Barts Cancer Institute, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ
| | - Pedro Casado
- From the ‡Integrative Cell Signalling & Proteomics, Centre for Haemato-Oncology, Barts Cancer Institute, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ
| | - Vinothini Rajeeve
- From the ‡Integrative Cell Signalling & Proteomics, Centre for Haemato-Oncology, Barts Cancer Institute, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ
| | - Pedro R Cutillas
- From the ‡Integrative Cell Signalling & Proteomics, Centre for Haemato-Oncology, Barts Cancer Institute, Queen Mary University of London, Charterhouse Square, London, EC1M 6BQ
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17
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Abstract
Protein and lipid kinases are deregulated in most, if not all, cancers and are among the most valuable therapeutic targets in these diseases. Despite the introduction of dozens of effective kinase inhibitors into clinical practice, the development of drug resistance remains a major barrier to treatment because of adaption of cellular signaling pathways to bypass targeted kinases. So that the basal and adaptive responses of kinases in cancer can be better understood, new methods have emerged that allow simultaneous and unbiased measurement of the activation state of a substantial fraction of the entire kinome. Here, we discuss such kinome-profiling methodologies, emphasizing the relative strengths and weaknesses of each approach.
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Affiliation(s)
- Maria Radu
- Cancer Biology Program, Fox Chase Cancer Center, 333 Cottman Avenue, Philadelphia, PA, 19111-2497, USA
| | - Jonathan Chernoff
- Cancer Biology Program, Fox Chase Cancer Center, 333 Cottman Avenue, Philadelphia, PA, 19111-2497, USA
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18
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Jayaraman D, Richards AL, Westphall MS, Coon JJ, Ané JM. Identification of the phosphorylation targets of symbiotic receptor-like kinases using a high-throughput multiplexed assay for kinase specificity. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2017; 90:1196-1207. [PMID: 28267253 PMCID: PMC5461195 DOI: 10.1111/tpj.13529] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2015] [Revised: 02/17/2017] [Accepted: 03/01/2017] [Indexed: 05/29/2023]
Abstract
Detecting the phosphorylation substrates of multiple kinases in a single experiment is a challenge, and new techniques are being developed to overcome this challenge. Here, we used a multiplexed assay for kinase specificity (MAKS) to identify the substrates directly and to map the phosphorylation site(s) of plant symbiotic receptor-like kinases. The symbiotic receptor-like kinases nodulation receptor-like kinase (NORK) and lysin motif domain-containing receptor-like kinase 3 (LYK3) are indispensable for the establishment of root nodule symbiosis. Although some interacting proteins have been identified for these symbiotic receptor-like kinases, very little is known about their phosphorylation substrates. Using this high-throughput approach, we identified several other potential phosphorylation targets for both these symbiotic receptor-like kinases. In particular, we also discovered the phosphorylation of LYK3 by NORK itself, which was also confirmed by pairwise kinase assays. Motif analysis of potential targets for these kinases revealed that the acidic motif xxxsDxxx was common to both of them. In summary, this high-throughput technique catalogs the potential phosphorylation substrates of multiple kinases in a single efficient experiment, the biological characterization of which should provide a better understanding of phosphorylation signaling cascade in symbiosis.
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Affiliation(s)
- Dhileepkumar Jayaraman
- Department of Agronomy, 1575 Linden Drive, University of Wisconsin–Madison, WI 53706, USA
| | - Alicia L. Richards
- Department of Chemistry, 1101 University Avenue, University of Wisconsin–Madison, WI 53706, USA
- Genome Center of Wisconsin, University of Wisconsin–Madison, 425 Henry Mall, WI 53706, USA
| | - Michael S. Westphall
- Department of Chemistry, 1101 University Avenue, University of Wisconsin–Madison, WI 53706, USA
- Genome Center of Wisconsin, University of Wisconsin–Madison, 425 Henry Mall, WI 53706, USA
- Department of Biomolecular Chemistry, University of Wisconsin–Madison, 420 Henry Mall, WI 53706, USA
| | - Joshua J. Coon
- Department of Chemistry, 1101 University Avenue, University of Wisconsin–Madison, WI 53706, USA
- Genome Center of Wisconsin, University of Wisconsin–Madison, 425 Henry Mall, WI 53706, USA
- Department of Biomolecular Chemistry, University of Wisconsin–Madison, 420 Henry Mall, WI 53706, USA
| | - Jean-Michel Ané
- Department of Agronomy, 1575 Linden Drive, University of Wisconsin–Madison, WI 53706, USA
- Department of Bacteriology, 1550 Linden Drive, University of Wisconsin–Madison, WI 53706, USA
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19
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Meyer NO, O'Donoghue AJ, Schulze-Gahmen U, Ravalin M, Moss SM, Winter MB, Knudsen GM, Craik CS. Multiplex Substrate Profiling by Mass Spectrometry for Kinases as a Method for Revealing Quantitative Substrate Motifs. Anal Chem 2017; 89:4550-4558. [PMID: 28322550 DOI: 10.1021/acs.analchem.6b05002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
The more than 500 protein kinases comprising the human kinome catalyze hundreds of thousands of phosphorylation events to regulate a diversity of cellular functions; however, the extended substrate specificity is still unknown for many of these kinases. We report here a method for quantitatively describing kinase substrate specificity using an unbiased peptide library-based approach with direct measurement of phosphorylation by tandem liquid chromatography-tandem mass spectrometry (LC-MS/MS) peptide sequencing (multiplex substrate profiling by mass spectrometry, MSP-MS). This method can be deployed with as low as 10 nM enzyme to determine activity against S/T/Y-containing peptides; additionally, label-free quantitation is used to ascertain catalytic efficiency values for individual peptide substrates in the multiplex assay. Using this approach we developed quantitative motifs for a selection of kinases from each branch of the kinome, with and without known substrates, highlighting the applicability of the method. The sensitivity of this approach is evidenced by its ability to detect phosphorylation events from nanogram quantities of immunoprecipitated material, which allows for wider applicability of this method. To increase the information content of the quantitative kinase motifs, a sublibrary approach was used to expand the testable sequence space within a peptide library of approximately 100 members for CDK1, CDK7, and CDK9. Kinetic analysis of the HIV-1 Tat (transactivator of transcription)-positive transcription elongation factor b (P-TEFb) interaction allowed for localization of the P-TEFb phosphorylation site as well as characterization of the stimulatory effect of Tat on P-TEFb catalytic efficiency.
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Affiliation(s)
- Nicole O Meyer
- Department of Pharmaceutical Chemistry, University of California San Francisco , San Francisco, California 94158, United States
| | - Anthony J O'Donoghue
- Department of Pharmaceutical Chemistry, University of California San Francisco , San Francisco, California 94158, United States
| | - Ursula Schulze-Gahmen
- Department of Molecular and Cell Biology, University of California Berkeley , Berkeley, California 94720, United States
| | - Matthew Ravalin
- Department of Pharmaceutical Chemistry, University of California San Francisco , San Francisco, California 94158, United States
| | - Steven M Moss
- Department of Pharmaceutical Chemistry, University of California San Francisco , San Francisco, California 94158, United States
| | - Michael B Winter
- Department of Pharmaceutical Chemistry, University of California San Francisco , San Francisco, California 94158, United States
| | - Giselle M Knudsen
- Department of Pharmaceutical Chemistry, University of California San Francisco , San Francisco, California 94158, United States
| | - Charles S Craik
- Department of Pharmaceutical Chemistry, University of California San Francisco , San Francisco, California 94158, United States
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20
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Studer RA, Rodriguez-Mias RA, Haas KM, Hsu JI, Vieitez C, Sole C, Swaney DL, Stanford LB, Liachko I, Bottcher R, Dunham MJ, de Nadal E, Posas F, Beltrao P, Villen J. Evolution of protein phosphorylation across 18 fungal species. Science 2016; 354:229-232. [DOI: 10.1126/science.aaf2144] [Citation(s) in RCA: 72] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2016] [Accepted: 08/16/2016] [Indexed: 12/28/2022]
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21
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Jetson RR, Krusemark CJ. Sensing Enzymatic Activity by Exposure and Selection of DNA-Encoded Probes. Angew Chem Int Ed Engl 2016; 55:9562-6. [PMID: 27355201 PMCID: PMC5402352 DOI: 10.1002/anie.201603387] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2016] [Revised: 05/11/2016] [Indexed: 11/05/2022]
Abstract
A sensing approach is applied to encode quantitative enzymatic activity information into DNA sequence populations. The method utilizes DNA-linked peptide substrates as activity probes. Signal detection involves chemical manipulation of a probe population downstream of sample exposure and application of purifying, selective pressure for enzyme products. Selection-induced changes in DNA abundance indicate sample activity. The detection of protein kinase, protease, and farnesyltransferase activities is demonstrated. The assays were employed to measure enzyme inhibition by small molecules and activity in cell lysates using parallel DNA sequencing or quantitative PCR. This strategy will allow the extensive infrastructure for genetic analysis to be applied to proteomic assays, which has a number of advantages in throughput, sensitivity, and sample multiplexing.
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Affiliation(s)
- Rachael R Jetson
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue Center for Cancer Research, Purdue University, 575 Stadium Mall Drive, West Lafayette, IN, 47905, USA
| | - Casey J Krusemark
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue Center for Cancer Research, Purdue University, 575 Stadium Mall Drive, West Lafayette, IN, 47905, USA.
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22
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23
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von Stechow L, Francavilla C, Olsen JV. Recent findings and technological advances in phosphoproteomics for cells and tissues. Expert Rev Proteomics 2016; 12:469-87. [PMID: 26400465 PMCID: PMC4819829 DOI: 10.1586/14789450.2015.1078730] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Site-specific phosphorylation is a fast and reversible covalent post-translational modification that is tightly regulated in cells. The cellular machinery of enzymes that write, erase and read these modifications (kinases, phosphatases and phospho-binding proteins) is frequently deregulated in different diseases, including cancer. Large-scale studies of phosphoproteins – termed phosphoproteomics – strongly rely on the use of high-performance mass spectrometric instrumentation. This powerful technology has been applied to study a great number of phosphorylation-based phenotypes. Nevertheless, many technical and biological challenges have to be overcome to identify biologically relevant phosphorylation sites in cells and tissues. This review describes different technological strategies to identify and quantify phosphorylation sites with high accuracy, without significant loss of analysis speed and reproducibility in tissues and cells. Moreover, computational tools for analysis, integration and biological interpretation of phosphorylation events are discussed.
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Affiliation(s)
- Louise von Stechow
- a Proteomics Program, The Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200 Copenhagen, Denmark
| | - Chiara Francavilla
- a Proteomics Program, The Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200 Copenhagen, Denmark
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24
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Sun S, Shen H, Liu C, Li Z. Phosphorylation-regulated crosslinking of gold nanoparticles: a new strategy for colorimetric detection of protein kinase activity. Analyst 2016; 140:5685-91. [PMID: 26147077 DOI: 10.1039/c5an00963d] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Accurate and rapid detection of protein kinase activities is of great significance because protein kinases play important regulatory roles in many vital biological processes. Herein, we wish to report a facile colorimetric protein kinase assay based on the phosphorylation-tuned crosslinking of gold nanoparticles (GNPs) by using protein kinase A (PKA) as a proof-of-concept target. In this new strategy, a biotinylated peptide (biotin-LRRASLG) is used as the PKA-specific substrate. When mixed with streptavidin-functionalized GNPs (STV-GNPs), the positively charged biotin-peptide will combine with different GNPs both through the specific STV-biotin binding and through electrostatic interactions, which will lead to the crosslinking and coagulation of GNPs. In contrast, under the catalysis of PKA, the biotin-peptide will be phosphorylated at the serine residue and its net charge will be obviously altered, which may significantly weaken the electrostatic interaction between the phosphopeptide and GNPs and thus effectively prevent the STV-GNPs from crosslinking and settlement. Therefore, by viewing the color changes of the GNPs, the PKA activity can be easily detected by the naked eye.
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Affiliation(s)
- Sujuan Sun
- Key Laboratory of Analytical Chemistry for Life Science of Shaanxi Province, School of Chemistry and Chemical Engineering, Shaanxi Normal University, Xi'an 710119, Shaanxi Province, P. R. China.
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25
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Duan XC, Chen H, Liu FF, Conway L, Wei S, Cai ZP, Liu L, Voglmeir J. One Assay for All: Exploring Small Molecule Phosphorylation Using Amylose–Polyiodide Complexes. Anal Chem 2015; 87:9546-50. [DOI: 10.1021/acs.analchem.5b02247] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Xu C. Duan
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
| | - Huan Chen
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
| | - Fang F. Liu
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
| | - Louis Conway
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
| | - Shuang Wei
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
| | - Zhi P. Cai
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
| | - Li Liu
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
| | - Josef Voglmeir
- Glycomics
and Glycan Bioengineering
Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu 210095 China
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26
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Large-scale label-free phosphoproteomics: from technology to data interpretation. Bioanalysis 2015; 6:2403-20. [PMID: 25384593 DOI: 10.4155/bio.14.188] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Protein phosphorylation plays a central role in the dynamic intracellular signaling and the control of biochemical pathways in all living cells. Recent advances in high-performance MS/MS-based technology make the large-scale identification and quantification of phosphorylation sites possible. Here, we review the full data generation pipeline, starting from sample preparation methods and LC-MS detection procedures, through to data processing and analysis software tools that facilitate the systematic comparative profiling of thousands of phosphoproteins in different biological specimens in a single experiment. We emphasize current challenges and promising avenues for the mechanistic interpretation and visualization of global phosphorylation networks and their relevance to human health and disease.
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27
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Qi L, Liu Z, Wang J, Cui Y, Guo Y, Zhou T, Zhou Z, Guo X, Xue Y, Sha J. Systematic analysis of the phosphoproteome and kinase-substrate networks in the mouse testis. Mol Cell Proteomics 2014; 13:3626-38. [PMID: 25293948 PMCID: PMC4256510 DOI: 10.1074/mcp.m114.039073] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2014] [Revised: 09/09/2014] [Indexed: 11/06/2022] Open
Abstract
Spermatogenesis is a complex process closely associated with the phosphorylation-orchestrated cell cycle. Elucidating the phosphorylation-based regulations should advance our understanding of the underlying molecular mechanisms. Here we present an integrative study of phosphorylation events in the testis. Large-scale phosphoproteome profiling in the adult mouse testis identified 17,829 phosphorylation sites in 3955 phosphoproteins. Although only approximately half of the phosphorylation sites enriched by IMAC were also captured by TiO2, both the phosphoprotein data sets identified by the two methods significantly enriched the functional annotation of spermatogenesis. Thus, the phosphoproteome profiled in this study is a highly useful snapshot of the phosphorylation events in spermatogenesis. To further understand phosphoregulation in the testis, the site-specific kinase-substrate relations were computationally predicted for reconstructing kinase-substrate phosphorylation networks. A core sub-kinase-substrate phosphorylation networks among the spermatogenesis-related proteins was retrieved and analyzed to explore the phosphoregulation during spermatogenesis. Moreover, network-based analyses demonstrated that a number of protein kinases such as MAPKs, CDK2, and CDC2 with statistically more site-specific kinase-substrate relations might have significantly higher activities and play an essential role in spermatogenesis, and the predictions were consistent with previous studies on the regulatory roles of these kinases. In particular, the analyses proposed that the activities of POLO-like kinases (PLKs) might be dramatically higher, while the prediction was experimentally validated by detecting and comparing the phosphorylation levels of pT210, an indicator of PLK1 activation, in testis and other tissues. Further experiments showed that the inhibition of POLO-like kinases decreases cell proliferation by inducing G2/M cell cycle arrest. Taken together, this systematic study provides a global landscape of phosphoregulation in the testis, and should prove to be of value in future studies of spermatogenesis.
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Affiliation(s)
- Lin Qi
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Zexian Liu
- §Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China
| | - Jing Wang
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Yiqiang Cui
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Yueshuai Guo
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Tao Zhou
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Zuomin Zhou
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Xuejiang Guo
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China;
| | - Yu Xue
- §Department of Biomedical Engineering, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China
| | - Jiahao Sha
- From the ‡State Key Laboratory of Reproductive Medicine, Department of Histology and Embryology, Nanjing Medical University, Nanjing, Jiangsu 210029, China
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28
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Parker BL, Shepherd NE, Trefely S, Hoffman NJ, White MY, Engholm-Keller K, Hambly BD, Larsen MR, James DE, Cordwell SJ. Structural basis for phosphorylation and lysine acetylation cross-talk in a kinase motif associated with myocardial ischemia and cardioprotection. J Biol Chem 2014; 289:25890-906. [PMID: 25008320 DOI: 10.1074/jbc.m114.556035] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Myocardial ischemia and cardioprotection by ischemic pre-conditioning induce signal networks aimed at survival or cell death if the ischemic period is prolonged. These pathways are mediated by protein post-translational modifications that are hypothesized to cross-talk with and regulate each other. Phosphopeptides and lysine-acetylated peptides were quantified in isolated rat hearts subjected to ischemia or ischemic pre-conditioning, with and without splitomicin inhibition of lysine deacetylation. We show lysine acetylation (acetyl-Lys)-dependent activation of AMP-activated protein kinase, AKT, and PKA kinases during ischemia. Phosphorylation and acetyl-Lys sites mapped onto tertiary structures were proximal in >50% of proteins investigated, yet they were mutually exclusive in 50 ischemic pre-conditioning- and/or ischemia-associated peptides containing the KXXS basophilic protein kinase consensus motif. Modifications in this motif were modeled in the C terminus of muscle-type creatine kinase. Acetyl-Lys increased proximal dephosphorylation by 10-fold. Structural analysis of modified muscle-type creatine kinase peptide variants by two-dimensional NMR revealed stabilization via a lysine-phosphate salt bridge, which was disrupted by acetyl-Lys resulting in backbone flexibility and increased phosphatase accessibility.
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Affiliation(s)
- Benjamin L Parker
- From the Discipline of Pathology, School of Medical Sciences, University of Sydney, Sydney 2006, Australia, the Diabetes and Obesity Program, Biological Mass Spectrometry Unit, Garvan Institute of Medical Research, 2010 Australia
| | | | | | - Nolan J Hoffman
- the Diabetes and Obesity Program, Biological Mass Spectrometry Unit, Garvan Institute of Medical Research, 2010 Australia
| | - Melanie Y White
- the School of Molecular Bioscience and the Charles Perkins Centre, University of Sydney, Sydney 2006, Australia, and
| | | | - Brett D Hambly
- From the Discipline of Pathology, School of Medical Sciences, University of Sydney, Sydney 2006, Australia, the Charles Perkins Centre, University of Sydney, Sydney 2006, Australia, and
| | - Martin R Larsen
- the Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, 5230 Odense M, Denmark
| | - David E James
- the Diabetes and Obesity Program, Biological Mass Spectrometry Unit, Garvan Institute of Medical Research, 2010 Australia, the Charles Perkins Centre, University of Sydney, Sydney 2006, Australia, and
| | - Stuart J Cordwell
- From the Discipline of Pathology, School of Medical Sciences, University of Sydney, Sydney 2006, Australia, the School of Molecular Bioscience and the Charles Perkins Centre, University of Sydney, Sydney 2006, Australia, and
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29
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Liu C, Chang L, Wang H, Bai J, Ren W, Li Z. Upconversion Nanophosphor: An Efficient Phosphopeptides-Recognizing Matrix and Luminescence Resonance Energy Transfer Donor for Robust Detection of Protein Kinase Activity. Anal Chem 2014; 86:6095-102. [DOI: 10.1021/ac501247t] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Chenghui Liu
- Key
Laboratory of Analytical Chemistry for Life Science of Shaanxi Province,
School of Chemistry and Chemical Engineering, Shaanxi Normal University, Xi’an 710062, Shaanxi Province P. R. China
- College
of Chemistry and Environmental Science, Hebei University, Baoding 071002, Hebei Province P. R. China
| | - Lijuan Chang
- College
of Chemistry and Environmental Science, Hebei University, Baoding 071002, Hebei Province P. R. China
| | - Honghong Wang
- Key
Laboratory of Analytical Chemistry for Life Science of Shaanxi Province,
School of Chemistry and Chemical Engineering, Shaanxi Normal University, Xi’an 710062, Shaanxi Province P. R. China
| | - Jie Bai
- College
of Chemistry and Environmental Science, Hebei University, Baoding 071002, Hebei Province P. R. China
| | - Wei Ren
- College
of Chemistry and Environmental Science, Hebei University, Baoding 071002, Hebei Province P. R. China
| | - Zhengping Li
- Key
Laboratory of Analytical Chemistry for Life Science of Shaanxi Province,
School of Chemistry and Chemical Engineering, Shaanxi Normal University, Xi’an 710062, Shaanxi Province P. R. China
- College
of Chemistry and Environmental Science, Hebei University, Baoding 071002, Hebei Province P. R. China
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30
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Molden RC, Goya J, Khan Z, Garcia BA. Stable isotope labeling of phosphoproteins for large-scale phosphorylation rate determination. Mol Cell Proteomics 2014; 13:1106-18. [PMID: 24532841 DOI: 10.1074/mcp.o113.036145] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
Signals that control responses to stimuli and cellular function are transmitted through the dynamic phosphorylation of thousands of proteins by protein kinases. Many techniques have been developed to study phosphorylation dynamics, including several mass spectrometry (MS)-based methods. Over the past few decades, substantial developments have been made in MS techniques for the large-scale identification of proteins and their post-translational modifications. Nevertheless, all of the current MS-based techniques for quantifying protein phosphorylation dynamics rely on the measurement of changes in peptide abundance levels, and many methods suffer from low confidence in phosphopeptide identification due to poor fragmentation. Here we have optimized an approach for the stable isotope labeling of amino acids by phosphate using [γ-¹⁸O₄]ATP in nucleo to determine global site-specific phosphorylation rates. The advantages of this metabolic labeling technique are increased confidence in phosphorylated peptide identification, direct labeling of phosphorylation sites, measurement phosphorylation rates, and the identification of actively phosphorylated sites in a cell-like environment. In this study we calculated approximate rate constants for over 1,000 phosphorylation sites based on labeling progress curves. We measured a wide range of phosphorylation rate constants from 0.34 min⁻¹ to 0.001 min⁻¹. Finally, we applied stable isotope labeling of amino acids by phosphate to identify sites that have different phosphorylation kinetics during G1/S and M phase. We found that most sites had very similar phosphorylation rates under both conditions; however, a small subset of sites on proteins involved in the mitotic spindle were more actively phosphorylated during M phase, whereas proteins involved in DNA replication and transcription were more actively phosphorylated during G1/S phase. The data have been deposited to the ProteomeXchange with the identifier PXD000680.
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Affiliation(s)
- Rosalynn C Molden
- Department of Chemistry, Frick Laboratory, Princeton University, Princeton, New Jersey 08544
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31
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Brumbaugh J, Russell JD, Yu P, Westphall MS, Coon JJ, Thomson JA. NANOG is multiply phosphorylated and directly modified by ERK2 and CDK1 in vitro. Stem Cell Reports 2014; 2:18-25. [PMID: 24678451 PMCID: PMC3966117 DOI: 10.1016/j.stemcr.2013.12.005] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2013] [Revised: 12/04/2013] [Accepted: 12/05/2013] [Indexed: 11/28/2022] Open
Abstract
NANOG is a divergent homeobox protein and a core component of the transcriptional circuitry that sustains pluripotency and self-renewal. Although NANOG has been extensively studied on the transcriptional level, little is known regarding its posttranslational regulation, likely due to its low abundance and challenging physical properties. Here, we identify eleven phosphorylation sites on endogenous human NANOG, nine of which mapped to single amino acids. To screen for the signaling molecules that impart these modifications, we developed the multiplexed assay for kinase specificity (MAKS). MAKS simultaneously tests activity for up to ten kinases while directly identifying the substrate and exact site of phosphorylation. Using MAKS, we discovered site-specific phosphorylation by ERK2 and CDK1/CyclinA2, providing a putative link between key signaling pathways and NANOG.
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Affiliation(s)
- Justin Brumbaugh
- Stem Cells and Regenerative Medicine, Morgridge Institute for Research, Madison, WI 53715, USA
| | - Jason D Russell
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Pengzhi Yu
- Stem Cells and Regenerative Medicine, Morgridge Institute for Research, Madison, WI 53715, USA
| | - Michael S Westphall
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI 53706, USA ; Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Joshua J Coon
- Department of Chemistry, University of Wisconsin-Madison, Madison, WI 53706, USA ; Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - James A Thomson
- Stem Cells and Regenerative Medicine, Morgridge Institute for Research, Madison, WI 53715, USA ; Department of Cell & Regenerative Biology, University of Wisconsin-Madison, Madison, WI 53706, USA ; Department of Molecular, Cellular & Developmental Biology, University of California, Santa Barbara, Santa Barbara, CA 93106, USA
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32
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Edelman WC, Haas KM, Hsu JI, Lawrence RT, Villén J. A practical recipe to survey phosphoproteomes. Methods Mol Biol 2014; 1156:389-405. [PMID: 24792003 DOI: 10.1007/978-1-4939-0685-7_26] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
The field of cellular signaling is fueled by the discovery of novel protein phosphorylation events. Phosphoproteomics focuses on the large-scale identification and characterization of serine, threonine, and tyrosine phosphorylation of proteins. Phosphopeptide enrichment followed by mass spectrometry has emerged as the most powerful technique for unbiased, discovery-driven analysis by offering high sensitivity, resolution, and speed. Methods for mass spectrometry-based phosphoproteomics analysis have improved substantially over the last decade, making the discipline more approachable to the broader scientific community. Herein we describe the status of the field of phosphoproteomics and provide a robust workflow covering the major aspects of large-scale phosphorylation analysis from phosphopeptide enrichment via IMAC to data analysis.
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Affiliation(s)
- William C Edelman
- Department of Genome Sciences, University of Washington, Foege S133C, 3720 15th Ave. NE, Seattle, WA, 98105, USA
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33
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Yang W, Wang Y, Chang L, Liu C, Bai J, Li Z. Highly sensitive detection of protein kinase activity using upconversion luminescent nanoparticles. RSC Adv 2014. [DOI: 10.1039/c4ra00470a] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
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34
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Ren W, Liu C, Lian S, Li Z. Flow cytometry-assisted mix-and-read assay for ultrasensitive detection of protein kinase activity by use of Zr(4+)-functionalized mesoporous SiO2 microspheres. Anal Chem 2013; 85:10956-61. [PMID: 24138701 DOI: 10.1021/ac4024457] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
A flow cytometry-assisted mix-and-read assay is developed for ultrasensitive detection of protein kinase activity by use of Zr(4+)-functionalized mesoporous SiO2 microspheres (ZrMMs). This strategy integrates the distinct advantages of ZrMMs for highly specific recognition as well as high capacity binding of kinase-induced fluorescent phosphopeptides and flow cytometry for powerful and separation-free bead analysis, leading to an ultrahigh sensitivity for kinase analysis in a extremely simple mix-and-read manner. Furthermore, this ultrasensitive design is well suitable for detection of cell kinase activities in complex biological samples and for screening of potential protein kinase inhibitors, which is of great significance for the development of targeted therapy, clinical diagnosis, and studies of cellular signal transduction pathways.
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Affiliation(s)
- Wei Ren
- Key Laboratory of Applied Surface and Colloid Chemistry, Ministry of Education, and Key Laboratory of Analytical Chemistry for Life Science of Shaanxi Province, School of Chemistry and Chemical Engineering, Shaanxi Normal University , Xi'an 710062, Shaanxi Province, People's Republic of China
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35
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Everley RA, Kunz RC, McAllister FE, Gygi SP. Increasing Throughput in Targeted Proteomics Assays: 54-Plex Quantitation in a Single Mass Spectrometry Run. Anal Chem 2013; 85:5340-6. [DOI: 10.1021/ac400845e] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Affiliation(s)
- Robert A. Everley
- Department of Cell
Biology, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Ryan C. Kunz
- Department of Cell
Biology, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Fiona E. McAllister
- Department of Cell
Biology, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Steven P. Gygi
- Department of Cell
Biology, Harvard Medical School, Boston, Massachusetts 02115, United States
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36
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Bai J, Zhao Y, Wang Z, Liu C, Wang Y, Li Z. Dual-readout fluorescent assay of protein kinase activity by use of TiO2-coated magnetic microspheres. Anal Chem 2013; 85:4813-21. [PMID: 23581884 DOI: 10.1021/ac400799w] [Citation(s) in RCA: 70] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
A simple, highly sensitive, and dual-readout fluorescent assay is developed for the detection of protein kinase activity based on the specific recognition utility of TiO2-coated Fe3O4/SiO2 magnetic microspheres (TMSPs) for kinase-induced phosphopeptides. When the fluorophore-labeled substrate peptides are phosphorylated by the kinase reaction, they can bind specifically to the TiO2 layer of TMSPs by means of phosphate groups, resulting in fluorophore enrichment on the TMSP surfaces. The accumulated fluorophores on the TMSPs are proportional to the kinase activity, and the fluorescence signal readout could be run through either direct fluorescent imaging of the TMSPs or measurement of the fluorescence intensity by simply detaching the fluorescent phosphopeptides into the solution. The TMSPs exhibit extremely high selectivity for capturing phosphorylated peptides over the nonphosphorylated ones, resulting in an ultrahigh fluorescence signal-to-background ratio of 42, which is the highest fluorescence change thus far in fluorescent assays for detection of protein kinase activities. Therefore, the proposed fluorescent assay presents high sensitivity, low detection limit of 0.1 milliunit/μL, and wide dynamic range from 0.5 milliunit/μL to 0.5 unit/μL with protein kinase A (PKA) as a model target. Moreover, the TMSP-based fluorescent assay can simultaneously quantify multiple kinase activities with their specific peptides labeled with different dyes. This new strategy is also successfully applied to monitoring drug-triggered PKA activation in cell lysates. Therefore, the TMSP-based fluorescent assay is very promising in high-throughput screening of kinase inhibitors and in highly sensitive detection of kinase activity, and thus it is a valuable tool for development of targeted therapy, clinical diagnosis, and studies of fundamental life science.
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Affiliation(s)
- Jie Bai
- Key Laboratory of Medicinal Chemistry and Molecular Diagnosis, Ministry of Education, College of Chemistry and Environmental Science, Hebei University, Baoding 071002, Hebei Province, People's Republic of China
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37
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Zhang Y, Fonslow BR, Shan B, Baek MC, Yates JR. Protein analysis by shotgun/bottom-up proteomics. Chem Rev 2013; 113:2343-94. [PMID: 23438204 PMCID: PMC3751594 DOI: 10.1021/cr3003533] [Citation(s) in RCA: 957] [Impact Index Per Article: 87.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Yaoyang Zhang
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Bryan R. Fonslow
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Bing Shan
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Moon-Chang Baek
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
- Department of Molecular Medicine, Cell and Matrix Biology Research Institute, School of Medicine, Kyungpook National University, Daegu 700-422, Republic of Korea
| | - John R. Yates
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
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38
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Bai J, Liu C, Yang T, Wang F, Li Z. A versatile platform for highly sensitive detection of kinase activity based on metal ion-mediated FRET using an anionic conjugated polymer. Chem Commun (Camb) 2013; 49:3887-9. [DOI: 10.1039/c3cc41417e] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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39
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Knight JDR, Pawson T, Gingras AC. Profiling the kinome: current capabilities and future challenges. J Proteomics 2012; 81:43-55. [PMID: 23099349 DOI: 10.1016/j.jprot.2012.10.015] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2012] [Revised: 10/09/2012] [Accepted: 10/14/2012] [Indexed: 01/08/2023]
Abstract
Protein kinases are the second largest human protein family, but in terms of research interest, both basic and applied, they are surely the most popular. Over the past decade, many techniques and approaches for studying the kinome have been described and the pace of development is ever increasing. Presently, a molecular biologist can approach the kinome from many different angles: what kinases are active during a specific cell state of interest or become activated in response to a specific stimulus? What are the effects of controlling the activation status of an individual kinase? What substrates are targeted by a particular kinase, either in general or under particular conditions? And what kinase is responsible for targeting a specific phosphorylation site of interest? These are some of the more commonly asked questions during any kinase-centric research project and different strategies have been devised for answering such queries. In this review, we outline the most promising of these approaches, particularly those with a capacity for high-throughput studies. This article is part of a Special Issue entitled: From protein structures to clinical applications.
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Affiliation(s)
- James D R Knight
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada M5G 1X5
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40
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Kolitz SE, Lauffenburger DA. Measurement and modeling of signaling at the single-cell level. Biochemistry 2012; 51:7433-43. [PMID: 22954137 DOI: 10.1021/bi300846p] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
It has long been recognized that a deeper understanding of cell function, with respect to execution of phenotypic behaviors and their regulation by the extracellular environment, is likely to be achieved by analyzing the underlying molecular processes for individual cells selected from across a population, rather than averages of many cells comprising that population. In recent years, experimental and computational methods for undertaking these analyses have advanced rapidly. In this review, we provide a perspective on both measurement and modeling facets of biochemistry at a single-cell level. Our central focus is on receptor-mediated signaling networks that regulate cell phenotypic functions.
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Affiliation(s)
- Sarah E Kolitz
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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41
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Imami K, Sugiyama N, Imamura H, Wakabayashi M, Tomita M, Taniguchi M, Ueno T, Toi M, Ishihama Y. Temporal profiling of lapatinib-suppressed phosphorylation signals in EGFR/HER2 pathways. Mol Cell Proteomics 2012; 11:1741-57. [PMID: 22964224 DOI: 10.1074/mcp.m112.019919] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Lapatinib is a clinically potent kinase inhibitor for breast cancer patients because of its outstanding selectivity for epidermal growth factor receptor (EGFR) and EGFR2 (also known as HER2). However, there is only limited information about the in vivo effects of lapatinib on EGFR/HER2 and downstream signaling targets. Here, we profiled the lapatinib-induced time- and dose-dependent phosphorylation dynamics in SKBR3 breast cancer cells by means of quantitative phosphoproteomics. Among 4953 identified phosphopeptides from 1548 proteins, a small proportion (5-7%) was regulated at least twofold by 1-10 μm lapatinib. We obtained a comprehensive phosphorylation map of 21 sites on EGFR/HER2, including nine novel sites on HER2. Among them, serine/threonine phosphosites located in a small region of HER2 (amino acid residues 1049-1083) were up-regulated by the drug, whereas all other sites were down-regulated. We show that cAMP-dependent protein kinase is involved in phosphorylation of this particular region of HER2 and regulates HER2 tyrosine kinase activity. Computational analyses of quantitative phosphoproteome data indicated for the first time that protein-protein networks related to cytoskeletal organization and transcriptional/translational regulation, such as RNP complexes (i.e. hnRNP, snRNP, telomerase, ribosome), are linked to EGFR/HER2 signaling networks. To our knowledge, this is the first report to profile the temporal response of phosphorylation dynamics to a kinase inhibitor. The results provide new insights into EGFR/HER2 regulation through region-specific phosphorylation, as well as a global view of the cellular signaling networks associated with the anti-breast cancer action of lapatinib.
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Affiliation(s)
- Koshi Imami
- Institute for Advanced Biosciences, Keio University, Tsuruoka, Yamagata, Japan
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42
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Sikkema AH, den Dunnen WFA, Diks SH, Peppelenbosch MP, de Bont ESJM. Optimizing targeted cancer therapy: towards clinical application of systems biology approaches. Crit Rev Oncol Hematol 2012; 82:171-86. [PMID: 21641230 DOI: 10.1016/j.critrevonc.2011.05.002] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2011] [Revised: 04/28/2011] [Accepted: 05/04/2011] [Indexed: 12/13/2022] Open
Abstract
In cancer, genetic and epigenetic alterations ultimately culminate in discordant activation of signal transduction pathways driving the malignant process. Pharmacological or biological inhibition of such pathways holds significant promise with respect to devising rational therapy for cancer. Thus, technical concepts pursuing robust characterization of kinase activity in tissue samples from cancer patients have been subject of investigation. In the present review we provide a comprehensive overview of these techniques and discuss their advantages and disadvantages for systems biology approaches to identify kinase targets in oncological disease. Recent advances in the development and application of array-based peptide-substrate kinase activity screens show great promise in overcoming the discrepancy between the evaluation of aberrant cell signaling in specific malignancies or even individual patients and the currently available ensemble of highly specific targeted treatment strategies. These developments have the potential to result in a more effective selection of kinase inhibitors and thus optimize mechanism-based patient-specific therapeutic strategies. Given the results from current research on the tumor kinome, generating network views on aberrant tumor cell signaling is critical to meet this challenge.
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Affiliation(s)
- Arend H Sikkema
- Beatrix Children's Hospital, Department of Pediatric Oncology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, The Netherlands
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43
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Analysing signalling networks by mass spectrometry. Amino Acids 2012; 43:1061-74. [PMID: 22821269 DOI: 10.1007/s00726-012-1293-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2011] [Accepted: 04/03/2012] [Indexed: 12/31/2022]
Abstract
Sequence analysis of the human genome and the association of genetic aberrations with diseases have provided a rough framework whereby the impact of individual genotypes can be assessed. To fully understand the effect of individual and co-occurring genetic aberrations, as well as their individual and collected contribution to the development of diseases, it is critical to analyse the matching proteome and to determine how the organisation, expression level and function of protein networks are affected. Sensitive mass spectrometric platforms in combination with innovative workflows allow qualitative and quantitative analyses of the cellular as well as the extracellular proteome. Importantly, in addition to specifically identifying the content of the proteome, several aspects of the proteomic organisation can be analysed including protein complexes, protein modifications, enzymatic activities and subcellular/organelle localisation. Together, these measurements will provide novel insight into the biological effect of disease-causing mutations ultimately coupling genotype and phenotype.
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44
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Zhou G, Khan F, Dai Q, Sylvester JE, Kron SJ. Photocleavable peptide-oligonucleotide conjugates for protein kinase assays by MALDI-TOF MS. MOLECULAR BIOSYSTEMS 2012; 8:2395-404. [PMID: 22772337 DOI: 10.1039/c2mb25163a] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Robust methods for highly parallel, quantitative analysis of cellular protein tyrosine kinase activities may provide tools critically needed to decipher oncogenic signaling, discover new targeted drugs, diagnose cancer and monitor patients. Here, we describe proof-of-principle for a novel protein kinase assay with the potential to help overcome these challenges. MALDI-TOF mass spectrometry provides an ideal tool for label-free multiplexed analysis of peptide phosphorylation, but is poorly matched to homogeneous assays and complex samples. Thus, we conjugated a common oligonucleotide tag to multiple peptide substrates, offering efficient capture from solution-phase kinase reactions by annealing to the complementary sequence tethered to PEG-passivated superparamagnetic microparticles. To enable reversible conjugation, we developed a novel bifunctional cross-linker allowing simple and efficient preparation of photocleavable peptide-oligonucleotide conjugates. After washing away contaminants and following photorelease, MALDI-TOF analysis yielded relative phosphorylation of each peptide with high sensitivity and specificity. Validating the hybridization-mediated multiplexed kinase assay, when three peptide substrate-oligonucleotide conjugates were mixed with the tyrosine kinase c-Abl and ATP, we readily observed their differential phosphorylation yet measured a common IC(50) for the Abl kinase inhibitor imatinib. This new assay enables analysis of protein kinase activities in a multiplexed format amenable to screening inhibitors against multiple kinases in parallel, an important capability for drug discovery and predictive diagnostics.
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Affiliation(s)
- Guangchang Zhou
- Department of Molecular Genetics and Cell Biology, Gordon Center for Integrative Sciences, W522A, The University of Chicago, Chicago, IL 60637, USA
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45
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Kunz RC, McAllister FE, Rush J, Gygi SP. A high-throughput, multiplexed kinase assay using a benchtop orbitrap mass spectrometer to investigate the effect of kinase inhibitors on kinase signaling pathways. Anal Chem 2012; 84:6233-9. [PMID: 22724890 DOI: 10.1021/ac301116z] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Protein phosphorylation is an important and ubiquitous post-translational modification in eukaryotic biological systems. The KAYAK (Kinase ActivitY Assay for Kinome profiling) assay measures the phosphorylation rates of dozens of peptide substrates simultaneously, directly from cell lysates. Here, we simplified the assay by removing the phosphopeptide enrichment step, increasing throughput while maintaining similar data quality. We term this new method, direct-KAYAK, because kinase activities were measured directly from reaction mixtures after desalting. In addition, new peptides were included to profile additional kinase pathways and redundant substrate peptides were removed. Finally, the method is now performed in 96-well plate format using a benchtop orbitrap mass spectrometer and the Pinpoint software package for improved data analysis. We applied the new high-throughput method to measure IC(50) values for kinases involved in monocyte-to-macrophage differentiation, a process important for inflammation and the immune response.
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Affiliation(s)
- Ryan C Kunz
- Department of Cell Biology, Harvard Medical School, Boston, Massachusetts 02115, United States
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46
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Zinn N, Hopf C, Drewes G, Bantscheff M. Mass spectrometry approaches to monitor protein-drug interactions. Methods 2012; 57:430-40. [PMID: 22687620 DOI: 10.1016/j.ymeth.2012.05.008] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2012] [Revised: 05/16/2012] [Accepted: 05/28/2012] [Indexed: 12/16/2022] Open
Abstract
Recent advances in mass spectrometry-based approaches have enabled the investigation of drug-protein interactions in various ways including the direct detection of drug-target complexes, the examination of drug-induced changes in the target protein structure, and the monitoring of enzymatic target activity. Mass spectrometry-based proteomics methods also permit the unbiased analysis of changes in protein abundance and post-translational modifications induced by drug action. Finally, chemoproteomic affinity enrichment studies enable the deconvolution of drug targets under close to physiological conditions. This review provides an overview of current methods for the characterization of drug-target interactions by mass spectrometry and describes a protocol for chemoproteomic target binding studies using immobilized bioactive molecules.
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Affiliation(s)
- Nico Zinn
- Cellzome AG, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
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47
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Siemann DW, Dong M, Pampo C, Shi W. Src-signaling interference impairs the dissemination of blood-borne tumor cells. Cell Tissue Res 2012; 349:541-50. [PMID: 22526632 DOI: 10.1007/s00441-012-1415-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2011] [Accepted: 03/19/2012] [Indexed: 12/21/2022]
Abstract
Although solid tumors continuously shed cells, only a small fraction of the neoplastic cells that enter the blood stream are capable of establishing metastases. In order to be successful, these cells must attach, extravasate, proliferate and induce angiogenesis. Preclinical studies have shown that small-molecule ATP-competitive Src kinase inhibitors can effectively impair metastasis-associated tumor cell functions in vitro. However, the impact of these agents on the metastatic cascade in vivo is less well understood. In the present studies, we have examined the ability of saracatinib, a dual-specific, orally available inhibitor of Src and Abl protein tyrosine kinases, to interfere with the establishment of lung metastases in mice by tumor cells introduced into the blood stream. The results demonstrate that Src inhibition most effectively interferes with the establishment of secondary tumor deposits when treatments are administered while tumor cells are in the initial phases of dissemination.
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Affiliation(s)
- Dietmar W Siemann
- Department of Radiation Oncology and Shands Cancer Center, University of Florida, 2000 SW Archer Road, Gainesville, FL 32610, USA.
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48
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Singh SA, Winter D, Bilimoria PM, Bonni A, Steen H, Steen JA. FLEXIQinase, a mass spectrometry-based assay, to unveil multikinase mechanisms. Nat Methods 2012; 9:504-8. [PMID: 22484849 PMCID: PMC3595540 DOI: 10.1038/nmeth.1970] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2011] [Accepted: 03/14/2012] [Indexed: 12/29/2022]
Abstract
We introduce a mass spectrometry-based method that provides residue-resolved quantitative information about protein phosphorylation. In this FLEXIQinase assay we combined our Full-Length Expressed Stable Isotope-labeled Protein for Quantification strategy (FLEXIQuant) with a traditional kinase assay to determine the mechanisms of multi-kinase substrate phosphorylation such as priming-dependent kinase activities. The assay monitors the decrease in signal intensity of the substrate peptides and the concomitant increase in the (n×80 Da)-shifted phosphorylated peptide. We analyzed the c-Jun N-terminal Kinase (JNK)-dependent glycogen synthase kinase 3β (GSK3β) activity on doublecortin (DCX) revealing mechanistic details about the role of phosphorylation cross-talk in GSK3β activity and permitting an advanced model for GSK3β-mediated signaling.
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Affiliation(s)
- Sasha A Singh
- Department of Pathology, Children's Hospital Boston and Harvard Medical School, Boston, Massachusetts, USA
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49
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Asami Y, Oishi J, Kitazaki H, Kamimoto J, Kang JH, Niidome T, Mori T, Katayama Y. A simple set-and-mix assay for screening of protein kinase inhibitors in cell lysates. Anal Biochem 2011; 418:44-9. [DOI: 10.1016/j.ab.2011.06.041] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2011] [Revised: 06/29/2011] [Accepted: 06/29/2011] [Indexed: 10/18/2022]
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50
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Eissler CL, Bremmer SC, Martinez JS, Parker LL, Charbonneau H, Hall MC. A general strategy for studying multisite protein phosphorylation using label-free selected reaction monitoring mass spectrometry. Anal Biochem 2011; 418:267-75. [PMID: 21810403 DOI: 10.1016/j.ab.2011.07.015] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2011] [Revised: 07/14/2011] [Accepted: 07/15/2011] [Indexed: 01/26/2023]
Abstract
The majority of eukaryotic proteins are phosphorylated in vivo, and phosphorylation may be the most common regulatory posttranslational modification. Many proteins are phosphorylated at numerous sites, often by multiple kinases, which may have different functional consequences. Understanding biological functions of phosphorylation events requires methods to detect and quantify individual sites within a substrate. Here we outline a general strategy that addresses this need and relies on the high sensitivity and specificity of selected reaction monitoring (SRM) mass spectrometry, making it potentially useful for studying in vivo phosphorylation without the need to isolate target proteins. Our approach uses label-free quantification for simplicity and general applicability, although it is equally compatible with stable isotope quantification methods. We demonstrate that label-free SRM-based quantification is comparable to conventional assays for measuring the kinetics of phosphatase and kinase reactions in vitro. We also demonstrate the capability of this method to simultaneously measure relative rates of phosphorylation and dephosphorylation of substrate mixtures, including individual sites on intact protein substrates in the context of a whole cell extract. This strategy should be particularly useful for characterizing the physiological substrate specificity of kinases and phosphatases and can be applied to studies of other protein modifications as well.
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Affiliation(s)
- Christie L Eissler
- Department of Biochemistry, Purdue University, West Lafayette, IN 47907, USA
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