1
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Chen Y, Ren W, Wang Q, He Y, Ma D, Cai Z. The regulation of necroptosis by ubiquitylation. Apoptosis 2022; 27:668-684. [PMID: 35939135 DOI: 10.1007/s10495-022-01755-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/15/2022] [Indexed: 12/01/2022]
Abstract
Necroptosis is a programmed necrosis that is mediated by receptor-interacting protein kinases RIPK1, RIPK3 and the mixed lineage kinase domain-like protein, MLKL. Necroptosis must be strictly regulated to maintain normal tissue homeostasis, and dysregulation of necroptosis leads to the development of various inflammatory, infectious, and degenerative diseases. Ubiquitylation is a widespread post-translational modification that is essential for balancing numerous physiological processes. Over the past decade, considerable progress has been made in the understanding of the role of ubiquitylation in regulating necroptosis. Here, we will discuss the regulatory functions of ubiquitylation in necroptosis signaling pathway. An enhanced understanding of the ubiquitylation enzymes and regulatory proteins in necroptotic signaling pathway will be exploited for the development of new therapeutic strategies for necroptosis-related diseases.
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Affiliation(s)
- Yiliang Chen
- Tongji University Cancer Center, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, Shanghai, 200092, China.,Department of Biochemistry and Molecular Biology, School of Medicine, Tongji University, Shanghai, 200120, China
| | - Wenqing Ren
- Tongji University Cancer Center, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, Shanghai, 200092, China
| | - Qingsong Wang
- College of Pharmacy, Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, China
| | - Yuan He
- Tongji University Cancer Center, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, Shanghai, 200092, China
| | - Dan Ma
- Department of General Surgery, Xinqiao Hospital, Third Military Medical University, Chongqing, 400037, China
| | - Zhenyu Cai
- Tongji University Cancer Center, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, Shanghai, 200092, China. .,Department of Biochemistry and Molecular Biology, School of Medicine, Tongji University, Shanghai, 200120, China. .,College of Pharmacy, Ningxia Medical University, Yinchuan, 750004, Ningxia Hui Autonomous Region, China.
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2
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Won M, Park KA, Kim S, Ju E, Ko Y, Yoo H, Ro H, Lee J, Oh J, Lee EG, Kim SY, Nam SW, Shen HM, Yeo MK, Kim JM, Hur GM. ANKRD13a controls early cell-death checkpoint by interacting with RIP1 independent of NF-κB. Cell Death Differ 2022; 29:1152-1163. [PMID: 34839354 PMCID: PMC9177599 DOI: 10.1038/s41418-021-00906-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 11/11/2021] [Accepted: 11/16/2021] [Indexed: 12/19/2022] Open
Abstract
In TNF signaling, ubiquitination of RIP1 functions as an early cell-death checkpoint, which prevents the spatial transition of the signaling complex from complex-I to death-inducing complex-II. Here, we report that ankyrin repeat domain 13a (ANKRD13a) acts as a novel component of complex-II to set a higher signal threshold for the cytotoxic potential of TNF. ANKRD13a deficiency is sufficient to turn the response to TNF from survival to death by promoting the formation of complex-II without affecting NF-κB activation. ANKRD13a binds to ubiquitinated-RIP1 via its UIM, and subsequently limits the association of FADD and caspase-8 with RIP1. Moreover, high ANKRD13a expression is inversely correlated with apoptotic phenotypes in ovarian cancer tissues and is associated with poor prognosis. Our work identifies ANKRD13a as a novel gatekeeper of the early cell-death checkpoint, which may function as part of an escape mechanism from cell death in some cancers.
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Affiliation(s)
- Minho Won
- Department of Pharmacology and Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
- Biotechnology Process Engineering Center, Korea Research Institute of Bioscience & Biotechnology, Cheongju, 28116, Republic of Korea
| | - Kyeong Ah Park
- Department of Pharmacology and Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Sup Kim
- Department of Radiation Oncology, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Eunjin Ju
- Department of Pharmacology and Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Youngbok Ko
- Department of Obstetrics and Gynecology, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Heonjong Yoo
- Department of Obstetrics and Gynecology, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Hyunju Ro
- Department of Biological Sciences, College of Biosciences and Biotechnology, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Jaeseob Lee
- Department of Biomedical Science, Korea University Graduate School, Seoul, 02841, Republic of Korea
| | - Junseo Oh
- Department of Biomedical Science, Korea University Graduate School, Seoul, 02841, Republic of Korea
| | - Eun Gyo Lee
- Biotechnology Process Engineering Center, Korea Research Institute of Bioscience & Biotechnology, Cheongju, 28116, Republic of Korea
| | - Sang Yean Kim
- Department of Pathology, College of Medicine, The Catholic University, Seoul, 06591, Republic of Korea
| | - Suk Woo Nam
- Department of Pathology, College of Medicine, The Catholic University, Seoul, 06591, Republic of Korea
| | - Han-Ming Shen
- Faculty of Health Sciences, University of Macau, Macau, China
| | - Min-Kyung Yeo
- Department of Pathology, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Jin Man Kim
- Department of Pathology, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Gang Min Hur
- Department of Pharmacology and Department of Medical Science, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea.
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3
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RIP1 post-translational modifications. Biochem J 2022; 479:929-951. [PMID: 35522161 DOI: 10.1042/bcj20210725] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Revised: 04/13/2022] [Accepted: 04/19/2022] [Indexed: 11/17/2022]
Abstract
Receptor interacting protein 1 (RIP1) kinase is a critical regulator of inflammation and cell death signaling, and plays a crucial role in maintaining immune responses and proper tissue homeostasis. Mounting evidence argues for the importance of RIP1 post-translational modifications in control of its function. Ubiquitination by E3 ligases, such as inhibitors of apoptosis (IAP) proteins and LUBAC, as well as the reversal of these modifications by deubiquitinating enzymes, such as A20 and CYLD, can greatly influence RIP1 mediated signaling. In addition, cleavage by caspase-8, RIP1 autophosphorylation, and phosphorylation by a number of signaling kinases can greatly impact cellular fate. Disruption of the tightly regulated RIP1 modifications can lead to signaling disbalance in TNF and/or TLR controlled and other inflammatory pathways, and result in severe human pathologies. This review will focus on RIP1 and its many modifications with an emphasis on ubiquitination, phosphorylation, and cleavage, and their functional impact on the RIP1's role in signaling pathways.
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4
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Meng Y, Sandow JJ, Czabotar PE, Murphy JM. The regulation of necroptosis by post-translational modifications. Cell Death Differ 2021; 28:861-883. [PMID: 33462412 PMCID: PMC7937688 DOI: 10.1038/s41418-020-00722-7] [Citation(s) in RCA: 72] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Revised: 12/14/2020] [Accepted: 12/18/2020] [Indexed: 01/30/2023] Open
Abstract
Necroptosis is a caspase-independent, lytic form of programmed cell death whose errant activation has been widely implicated in many pathologies. The pathway relies on the assembly of the apical protein kinases, RIPK1 and RIPK3, into a high molecular weight cytoplasmic complex, termed the necrosome, downstream of death receptor or pathogen detector ligation. The necrosome serves as a platform for RIPK3-mediated phosphorylation of the terminal effector, the MLKL pseudokinase, which induces its oligomerization, translocation to, and perturbation of, the plasma membrane to cause cell death. Over the past 10 years, knowledge of the post-translational modifications that govern RIPK1, RIPK3 and MLKL conformation, activity, interactions, stability and localization has rapidly expanded. Here, we review current knowledge of the functions of phosphorylation, ubiquitylation, GlcNAcylation, proteolytic cleavage, and disulfide bonding in regulating necroptotic signaling. Post-translational modifications serve a broad array of functions in modulating RIPK1 engagement in, or exclusion from, cell death signaling, whereas the bulk of identified RIPK3 and MLKL modifications promote their necroptotic functions. An enhanced understanding of the modifying enzymes that tune RIPK1, RIPK3, and MLKL necroptotic functions will prove valuable in efforts to therapeutically modulate necroptosis.
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Affiliation(s)
- Yanxiang Meng
- Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Jarrod J Sandow
- Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Peter E Czabotar
- Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | - James M Murphy
- Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC, 3052, Australia.
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia.
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5
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Ubiquitination of RIPK1 regulates its activation mediated by TNFR1 and TLRs signaling in distinct manners. Nat Commun 2020; 11:6364. [PMID: 33311474 PMCID: PMC7733462 DOI: 10.1038/s41467-020-19935-y] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2020] [Accepted: 11/04/2020] [Indexed: 12/21/2022] Open
Abstract
RIPK1 is a death-domain (DD) containing kinase involved in regulating apoptosis, necroptosis and inflammation. RIPK1 activation is known to be regulated by its DD-mediated interaction and ubiquitination, though underlying mechanisms remain incompletely understood. Here we show that K627 in human RIPK1-DD and its equivalent K612 in murine RIPK1-DD is a key ubiquitination site that regulates the overall ubiquitination pattern of RIPK1 and its DD-mediated interactions with other DD-containing proteins. K627R/K612R mutation inhibits the activation of RIPK1 and blocks both apoptosis and necroptosis mediated by TNFR1 signaling. However, Ripk1K612R/K612R mutation sensitizes cells to necroptosis and caspase-1 activation in response to TLRs signaling. Ripk1K612R/K612R mice are viable, but develop age-dependent reduction of RIPK1 expression, spontaneous intestinal inflammation and splenomegaly, which can be rescued by antibiotic treatment and partially by Ripk3 deficiency. Furthermore, we show that the interaction of RIPK1 with FADD contributes to suppressing the activation of RIPK3 mediated by TLRs signaling. Our study demonstrates the distinct roles of K612 ubiquitination in mRIPK1/K627 ubiquitination in hRIPK1 in regulating its pro-death kinase activity in response to TNFα and pro-survival activity in response to TLRs signaling.
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6
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Simpson DS, Gabrielyan A, Feltham R. RIPK1 ubiquitination: Evidence, correlations and the undefined. Semin Cell Dev Biol 2020; 109:76-85. [PMID: 32980239 DOI: 10.1016/j.semcdb.2020.08.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 08/25/2020] [Accepted: 08/26/2020] [Indexed: 12/23/2022]
Abstract
Over the last two decades the mechanisms that underpin cell survival and cell death have been intensively studied. One molecule in particular, Receptor Interacting Protein Kinase 1 (RIPK1), has gained interest due to the ability to function upstream of both NF-κB signaling and caspase-dependent and -independent cell death. RIPK1 is critical in determining cell fate downstream of cytokine signaling receptors such as the Tumour Necrosis Factor Receptor Super Family (TNFRSF) and the innate immune Toll-like receptors. Various studies have attempted to untangle how ubiquitination of RIPK1 dictates signaling outcomes; however, due to the complex nature of ubiquitin signaling it has been difficult to prove that ubiquitination of RIPK1 does in fact influence signaling outcomes. Therefore, we ask the question: What do we really know about RIPK1 ubiquitination, and, to what extent can we conclude that ubiquitination of RIPK1 impacts RIPK1-mediated signaling events?
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Affiliation(s)
- Daniel S Simpson
- The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Australia; Department of Medical Biology, University of Melbourne, Parkville, VIC 3050, Australia
| | - Anna Gabrielyan
- The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Australia; Department of Medical Biology, University of Melbourne, Parkville, VIC 3050, Australia
| | - Rebecca Feltham
- The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Australia; Department of Medical Biology, University of Melbourne, Parkville, VIC 3050, Australia.
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7
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Arsova B, Watt M, Usadel B. Monitoring of Plant Protein Post-translational Modifications Using Targeted Proteomics. FRONTIERS IN PLANT SCIENCE 2018; 9:1168. [PMID: 30174677 PMCID: PMC6107839 DOI: 10.3389/fpls.2018.01168] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2018] [Accepted: 07/23/2018] [Indexed: 05/19/2023]
Abstract
Protein post-translational modifications (PTMs) are among the fastest and earliest of plant responses to changes in the environment, making the mechanisms and dynamics of PTMs an important area of plant science. One of the most studied PTMs is protein phosphorylation. This review summarizes the use of targeted proteomics for the elucidation of the biological functioning of plant PTMs, and focuses primarily on phosphorylation. Since phosphorylated peptides have a low abundance, usually complex enrichment protocols are required for their research. Initial identification is usually performed with discovery phosphoproteomics, using high sensitivity mass spectrometers, where as many phosphopeptides are measured as possible. Once a PTM site is identified, biological characterization can be addressed with targeted proteomics. In targeted proteomics, Selected/Multiple Reaction Monitoring (S/MRM) is traditionally coupled to simple, standard protein digestion protocols, often omitting the enrichment step, and relying on triple-quadruple mass spectrometer. The use of synthetic peptides as internal standards allows accurate identification, avoiding cross-reactivity typical for some antibody based approaches. Importantly, internal standards allow absolute peptide quantitation, reported down to 0.1 femtomoles, also useful for determination of phospho-site occupancy. S/MRM is advantageous in situations where monitoring and diagnostics of peptide PTM status is needed for many samples, as it has faster sample processing times, higher throughput than other approaches, and excellent quantitation and reproducibility. Furthermore, the number of publicly available data-bases with plant PTM discovery data is growing, facilitating selection of modified peptides and design of targeted proteomics workflows. Recent instrument developments result in faster scanning times, inclusion of ion-trap instruments leading to parallel reaction monitoring- which further facilitates S/MRM experimental design. Finally, recent combination of data independent and data dependent spectra acquisition means that in addition to anticipated targeted data, spectra can now be queried for unanticipated information. The potential for future applications in plant biology is outlined.
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Affiliation(s)
- Borjana Arsova
- Institut für Bio- und Geowissenschaften, IBG-2–Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
| | - Michelle Watt
- Institut für Bio- und Geowissenschaften, IBG-2–Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
| | - Björn Usadel
- Institut für Bio- und Geowissenschaften, IBG-2–Plant Sciences, Forschungszentrum Jülich, Jülich, Germany
- IBMG: Institute for Biology I, RWTH Aachen University, Aachen, Germany
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8
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Gianazza E, Banfi C. Post-translational quantitation by SRM/MRM: applications in cardiology. Expert Rev Proteomics 2018; 15:477-502. [DOI: 10.1080/14789450.2018.1484283] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Erica Gianazza
- Unit of Proteomics, Centro Cardiologico Monzino IRCCS, Milan, Italy
| | - Cristina Banfi
- Unit of Proteomics, Centro Cardiologico Monzino IRCCS, Milan, Italy
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9
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Cadmium pyrithione suppresses tumor growth in vitro and in vivo through inhibition of proteasomal deubiquitinase. Biometals 2017; 31:29-43. [PMID: 29098502 DOI: 10.1007/s10534-017-0062-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2017] [Accepted: 10/19/2017] [Indexed: 10/18/2022]
Abstract
The ubiquitin-proteasome system (UPS) is indispensable to the protein quality control in eukaryotic cells. Due to the remarkable clinical success of using proteasome inhibitors for clinical treatment of multiple myeloma, it is anticipated that targeting the UPS upstream of the proteasome step be an effective strategy for cancer therapy. Deubiquitinases (DUB) are proteases that remove ubiquitin from target proteins and therefore regulate multiple cellular processes including some signaling pathways altered in cancer cells. Thus, targeting DUB is a promising strategy for cancer drug discovery. Previously, we have reported that metal complexes, such as copper and gold complexes, can disrupt the UPS via suppressing the activity of 19S proteasome-associated DUBs and/or of the 20S proteasomes, thereby inducing cancer cell death. In this study, we found that cadmium pyrithione (CdPT) treatment led to remarkable accumulation of ubiquitinated proteins in cultured cancer cells and primary leukemia cells. CdPT potently inhibited the activity of proteasomal DUBs (USP14 and UCHL5), but slightly inhibited 20S proteasome activity. The anti-cancer activity of CdPT was associated with triggering apoptosis via caspase activation. Moreover, treatment with CdPT inhibited proteasome function and repressed tumor growth in animal xenograft models. Our results show that cadmium-containing complex CdPT may function as a novel proteasomal DUB inhibitor and suggest appealing prospects for cancer treatment.
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10
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Seo J, Lee EW, Sung H, Seong D, Dondelinger Y, Shin J, Jeong M, Lee HK, Kim JH, Han SY, Lee C, Seong JK, Vandenabeele P, Song J. CHIP controls necroptosis through ubiquitylation- and lysosome-dependent degradation of RIPK3. Nat Cell Biol 2016; 18:291-302. [DOI: 10.1038/ncb3314] [Citation(s) in RCA: 105] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 01/18/2016] [Indexed: 12/16/2022]
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11
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Catalytic-independent inhibition of cIAP1-mediated RIP1 ubiquitination by EGLN3. Cell Signal 2015; 28:72-80. [PMID: 26612615 DOI: 10.1016/j.cellsig.2015.11.011] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2015] [Revised: 11/11/2015] [Accepted: 11/19/2015] [Indexed: 12/30/2022]
Abstract
EGLN3 belongs to the EGLN family of prolyl hydroxylases that are able to catalyze the hydroxylation of proteins such as the α subunits of hypoxia-inducible factor. We and others have shown that EGLN3 negatively regulates the canonical NFκB pathway. Mechanistically, we demonstrated that EGLN3 inhibits ubiquitination of IKKγ (the regulatory subunit of IκB kinase complex) which is vitally important for NFκB activation. Polyubiquitination of the RIP1 (receptor-interacting protein 1) kinase is important for NFκB activation triggered by tumor necrosis factor α. It remains to be determined whether EGLN3 is able to modulate RIP1 ubiquitination catalyzed by cIAP1 (cellular inhibitor of apoptosis protein 1). This study shows that EGLN3 interacts with cIAP1 and suppresses cIAP1-mediated RIP1 ubiquitination via the C-terminal region. The hydroxylase activity is not required for the ability of EGLN3 to restrain RIP1 ubiquitination. Furthermore, EGLN3 is a novel binding protein of RIP1. The C-terminal region of EGLN3 is responsible for its interaction with RIP1. EGLN3 hydroxylase activity is not essential for the EGLN3-RIP1 interaction. EGLN3 interferes with the association between RIP1 and cIAP1, and attenuates RIP1-induced NFκB activation. This study provides novel insight into the mechanism underlying EGLN3 inhibition of NFκB signaling and sheds light on the regulation of RIP1 ubiquitination.
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12
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Quantitation of protein post-translational modifications using isobaric tandem mass tags. Bioanalysis 2015; 7:383-400. [PMID: 25697195 DOI: 10.4155/bio.14.296] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Post-translational modifications (PTMs) of proteins are known to modulate many cellular processes and their qualitative and quantitative evaluation is fundamental for understanding the mechanisms of biological events. Over the past decade, improvements in sample preparation techniques and enrichment strategies, the development of quantitative labeling strategies, the launch of a new generation of mass spectrometers and the creation of bioinformatics tools for the interrogation of ever larger datasets has established MS-based quantitative proteomics as a powerful workflow for global proteomics, PTM analysis and the elucidation of key biological mechanisms. With the advantage of their multiplexing capacity and the flexibility of an ever-growing family of different peptide-reactive groups, isobaric tandem mass tags facilitate quantitative proteomics and PTM experiments and enable higher sample throughput. In this review, we focus on the technical concept and utility of the isobaric tandem mass tag labeling approach to PTM analysis, including phosphorylation, glycosylation and S-nitrosylation.
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13
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Abstract
Ubiquitin (UB)-driven signaling systems permeate biology, and are often integrated with other types of post-translational modifications (PTMs), including phosphorylation. Flux through such pathways is dictated by the fractional stoichiometry of distinct modifications and protein assemblies as well as the spatial organization of pathway components. Yet, we rarely understand the dynamics and stoichiometry of rate-limiting intermediates along a reaction trajectory. Here, we review how quantitative proteomic tools and enrichment strategies are being used to quantify UB-dependent signaling systems, and to integrate UB signaling with regulatory phosphorylation events, illustrated with the PINK1/PARKIN pathway. A key feature of ubiquitylation is that the identity of UB chain linkage types can control downstream processes. We also describe how proteomic and enzymological tools can be used to identify and quantify UB chain synthesis and linkage preferences. The emergence of sophisticated quantitative proteomic approaches will set a new standard for elucidating biochemical mechanisms of UB-driven signaling systems.
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Affiliation(s)
- Alban Ordureau
- Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Christian Münch
- Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - J Wade Harper
- Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA.
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14
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Timm T, Lenz C, Merkel D, Sadiffo C, Grabitzki J, Klein J, Lochnit G. Detection and site localization of phosphorylcholine-modified peptides by NanoLC-ESI-MS/MS using precursor ion scanning and multiple reaction monitoring experiments. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2015; 26:460-471. [PMID: 25487775 DOI: 10.1007/s13361-014-1036-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2014] [Revised: 10/17/2014] [Accepted: 10/22/2014] [Indexed: 06/04/2023]
Abstract
Phosphorylcholine (PC)-modified biomolecules like lipopolysaccharides, glycosphingolipids, and (glyco)proteins are widespread, highly relevant antigens of parasites, since this small hapten shows potent immunomodulatory capacity, which allows the establishment of long-lasting infections of the host. Especially for PC-modified proteins, structural data is rare because of the zwitterionic nature of the PC substituent, resulting in low sensitivities and unusual but characteristic fragmentation patterns. We have developed a targeted mass spectrometric approach using hybrid triple quadrupole/linear ion trap (QTRAP) mass spectrometry coupled to nanoflow chromatography for the sensitive detection of PC-modified peptides from complex proteolytic digests, and the localization of the PC-modification within the peptide backbone. In a first step, proteolytic digests are screened using precursor ion scanning for the marker ions of choline (m/z 104.1) and phosphorylcholine (m/z 184.1) to establish the presence of PC-modified peptides. Potential PC-modified precursors are then subjected to a second analysis using multiple reaction monitoring (MRM)-triggered product ion spectra for the identification and site localization of the modified peptides. The approach was first established using synthetic PC-modified synthetic peptides and PC-modified model digests. Following the optimization of key parameters, we then successfully applied the method to the detection of PC-peptides in the background of a proteolytic digest of a whole proteome. This methodological invention will greatly facilitate the detection of PC-substituted biomolecules and their structural analysis.
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Affiliation(s)
- Thomas Timm
- Protein Analytics, Institute of Biochemistry, Faculty of Medicine, Justus-Liebig-University Giessen, 35392, Giessen, Germany
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15
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Gianazza E, Tremoli E, Banfi C. The selected reaction monitoring/multiple reaction monitoring-based mass spectrometry approach for the accurate quantitation of proteins: clinical applications in the cardiovascular diseases. Expert Rev Proteomics 2014; 11:771-88. [PMID: 25400095 DOI: 10.1586/14789450.2014.947966] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Selected reaction monitoring, also known as multiple reaction monitoring, is a powerful targeted mass spectrometry approach for a confident quantitation of proteins/peptides in complex biological samples. In recent years, its optimization and application have become pivotal and of great interest in clinical research to derive useful outcomes for patient care. Thus, selected reaction monitoring/multiple reaction monitoring is now used as a highly sensitive and selective method for the evaluation of protein abundances and biomarker verification with potential applications in medical screening. This review describes technical aspects for the development of a robust multiplex assay and discussing its recent applications in cardiovascular proteomics: verification of promising disease candidates to select only the highest quality peptides/proteins for a preclinical validation, as well as quantitation of protein isoforms and post-translational modifications.
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Affiliation(s)
- Erica Gianazza
- Laboratory of Cell Biology and Biochemistry of Atherothrombosis, Unit of Proteomics, Centro Cardiologico Monzino IRCCS, Via Parea 4, 20138 Milan, Italy
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16
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Lill JR, Wertz IE. Toward understanding ubiquitin-modifying enzymes: from pharmacological targeting to proteomics. Trends Pharmacol Sci 2014; 35:187-207. [PMID: 24717260 DOI: 10.1016/j.tips.2014.01.005] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2013] [Revised: 01/24/2014] [Accepted: 01/24/2014] [Indexed: 11/20/2022]
Abstract
Ubiquitination is a highly conserved post-translational modification that regulates protein trafficking, function, and turnover. Ubiquitin ligases (E3s) conjugate ubiquitin polypeptides on substrates, whereas deubiquitnases (DUBs) reverse ubiquitination. Engineering of chemical antagonists and inhibitors of ubiquitin ligases and DUBs has considerably aided the study of enzymes that participate in ubiquitin modification of substrates. In addition, proteomic tools have been developed to characterize the enzymes, substrates, and modifications regulated by DUBs and E3s. Here we review inhibitors and antagonists that have been developed against DUBs and E3s, focusing on enzymes that participate in ubiquitin editing or in the reciprocal ubiquitin regulation of substrates. We outline the cellular biology that is regulated by these DUBs and E3s and highlight how the inhibitory compounds have improved our understanding of these pathways. Finally, we discuss the challenges and future directions for pharmacologically targeting ubiquitin-modifying enzymes, as well as the development of proteomic methods to evaluate ubiquitin modification of substrates.
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Affiliation(s)
- Jennie R Lill
- Department of Protein Chemistry, Genentech, Inc., 1 DNA Way, M/S 413A, South San Francisco, CA 94080, USA.
| | - Ingrid E Wertz
- Department of Early Discovery Biochemistry, Genentech, Inc., 1 DNA Way, M/S 40, South San Francisco, CA 94080, USA.
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Ofengeim D, Yuan J. Regulation of RIP1 kinase signalling at the crossroads of inflammation and cell death. Nat Rev Mol Cell Biol 2013; 14:727-36. [PMID: 24129419 DOI: 10.1038/nrm3683] [Citation(s) in RCA: 452] [Impact Index Per Article: 41.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Receptor-interacting protein 1 (RIP1) kinase has emerged as a key upstream regulator that controls inflammatory signalling as well as the activation of multiple cell death pathways, including apoptosis and necroptosis. The ability of RIP1 to modulate these key cellular events is tightly controlled by ubiquitylation, deubiquitylation and the interaction of RIP1 with a class of ubiquitin receptors. The modification of RIP1 may thus provide a unique 'ubiquitin code' that determines whether a cell activates nuclear factor-κB (NF-κB) to promote inflammatory signalling or induces cell death by apoptosis or necroptosis. Targeting RIP1 might be a novel therapeutic strategy for the treatment of both acute and chronic human diseases.
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Affiliation(s)
- Dimitry Ofengeim
- Department of Cell Biology, Harvard Medical School, Boston, Massachusetts 02115, USA
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18
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Anania VG, Pham VC, Huang X, Masselot A, Lill JR, Kirkpatrick DS. Peptide level immunoaffinity enrichment enhances ubiquitination site identification on individual proteins. Mol Cell Proteomics 2013; 13:145-56. [PMID: 24142993 PMCID: PMC3879610 DOI: 10.1074/mcp.m113.031062] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Ubiquitination is a process that involves the covalent attachment of the 76-residue ubiquitin protein through its C-terminal di-glycine (GG) to lysine (K) residues on substrate proteins. This post-translational modification elicits a wide range of functional consequences including targeting proteins for proteasomal degradation, altering subcellular trafficking events, and facilitating protein-protein interactions. A number of methods exist for identifying the sites of ubiquitination on proteins of interest, including site-directed mutagenesis and affinity-purification mass spectrometry (AP-MS). Recent publications have also highlighted the use of peptide-level immunoaffinity enrichment of K-GG modified peptides from whole cell lysates for global characterization of ubiquitination sites. Here we investigated the utility of this technique for focused mapping of ubiquitination sites on individual proteins. For a series of membrane-associated and cytoplasmic substrates including erbB-2 (HER2), Dishevelled-2 (DVL2), and T cell receptor α (TCRα), we observed that K-GG peptide immunoaffinity enrichment consistently yielded additional ubiquitination sites beyond those identified in protein level AP-MS experiments. To assess this quantitatively, SILAC-labeled lysates were prepared and used to compare the abundances of individual K-GG peptides from samples prepared in parallel. Consistently, K-GG peptide immunoaffinity enrichment yielded greater than fourfold higher levels of modified peptides than AP-MS approaches. Using this approach, we went on to characterize inducible ubiquitination on multiple members of the T-cell receptor complex that are functionally affected by endoplasmic reticulum (ER) stress. Together, these data demonstrate the utility of immunoaffinity peptide enrichment for single protein ubiquitination site analysis and provide insights into the ubiquitination of HER2, DVL2, and proteins in the T-cell receptor complex.
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19
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Absolute proteomic quantification of the activity state of proteases and proteolytic cleavages using proteolytic signature peptides and isobaric tags. J Proteomics 2013; 100:79-91. [PMID: 24060996 DOI: 10.1016/j.jprot.2013.09.006] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Revised: 08/29/2013] [Accepted: 09/13/2013] [Indexed: 01/25/2023]
Abstract
UNLABELLED Proteolytic processing alters the structure and function of a wide range of proteins in the proteome. We describe a method for the absolute quantification of proteolysis that is compatible with existing quantitative proteomic applications and could be applied on a protein-family wide scale. A tryptic peptide spanning a cleavage site differentiates this intact form of the protein from the corresponding semi-tryptic peptides of a protease cleaved protein. We term such proteomic signatures of specific proteolytic events "proteolytic signature peptides" (PSPs). By quantifying both the tryptic and semi-tryptic PSPs simultaneously with proteotypic peptides common to all forms of the protein both the relative and the absolute amounts of the intact and cleaved protein can be determined. Using synthetic PSP standards of cleavage sites in intact and cleaved proteins the absolute amounts of each form of the protein can be determined. The technique was demonstrated by the simultaneous identification and quantification of matrix metalloproteinase zymogens and their proteolytically activated forms in parallel with conventional absolute quantification of their TIMP inhibitors. For quantification we synthesized a pair of isobaric mass tags, we term CLIP-TRAQ, using C(13) labeled reagents that when fragmented during CID generate signature ions at 113.1 or 114.1 respectively. As an expandable platform this allows for the simultaneous identification of multiple proteins and their proteolytic state in complex proteomes on a family-wide scale in parallel with conventional proteomic analysis. This article is part of a Special Issue entitled: CNPN 2013. BIOLOGICAL SIGNIFICANCE Proteolysis is key to various biological processes and the activity and function of many proteins are dictated by their proteolytic state. The development of methods to quantify protein abundance in conjunction to determining their proteolytic state and hence activity is essential for the complete understanding of the processes for which proteolysis is involved. This article is part of a Special Issue: Can Proteomics Fill the Gap Between Genomics and Phenotypes?
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20
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Application of the CIRAD mass spectrometry approach for lysine acetylation site discovery. Methods Mol Biol 2013; 981:13-23. [PMID: 23381850 DOI: 10.1007/978-1-62703-305-3_2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Mass spectrometry (MS)-based methods typically assess acetylation by detection of a diagnostic ion at 126.1 m/z, corresponding to the immonium ion of acetyl-lysine -NH(3), which is generated by collisionally induced dissociation. A novel implementation of this approach, based on the accurate mass and retention time technique, couples high mass resolution measurement with rapid cycling between low and elevated collision energies to generate intact and fragment high-resolution mass spectra. This allows acetyl lysine diagnostic ions at 126.1 m/z to be monitored and aligned to the precursor m/z based on retention time profile. The technique is termed Collisionally Induced Release of Acetyl Diagnostic. Sequence information is also obtained for acetylation site assignment. This technique to identify acetylation species is information independent as it does not require the sequence of the protein/peptides to identify acetylation, and thus complementary to data-dependent methods. It is suitable for analysis of acetylated peptides, or proteins enriched by immunoprecipitation with acetyl lysine-specific antibodies.
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21
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Bustos D, Bakalarski CE, Yang Y, Peng J, Kirkpatrick DS. Characterizing ubiquitination sites by peptide-based immunoaffinity enrichment. Mol Cell Proteomics 2012; 11:1529-40. [PMID: 22729469 DOI: 10.1074/mcp.r112.019117] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Advances in high resolution tandem mass spectrometry and peptide enrichment technologies have transformed the field of protein biochemistry by enabling analysis of end points that have traditionally been inaccessible to molecular and biochemical techniques. One field benefitting from this research has been the study of ubiquitin, a 76-amino acid protein that functions as a covalent modifier of other proteins. Seminal work performed decades ago revealed that trypsin digestion of a branched protein structure known as A24 yielded an enigmatic diglycine signature bound to a lysine residue in histone 2A. With the onset of mass spectrometry proteomics, identification of K-GG-modified peptides has emerged as an effective way to map the position of ubiquitin modifications on a protein of interest and to quantify the extent of substrate ubiquitination. The initial identification of K-GG peptides by mass spectrometry initiated a flurry of work aimed at enriching these post-translationally modified peptides for identification and quantification en masse. Recently, immunoaffinity reagents have been reported that are capable of capturing K-GG peptides from ubiquitin and its thousands of cellular substrates. Here we focus on the history of K-GG peptides, their identification by mass spectrometry, and the utility of immunoaffinity reagents for studying the mechanisms of cellular regulation by ubiquitin.
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Affiliation(s)
- Daisy Bustos
- Department of Protein Chemistry, Genentech, Inc., South San Francisco, California 94080, USA
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22
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Qiao B, Sugianto P, Fung E, Del-Castillo-Rueda A, Moran-Jimenez MJ, Ganz T, Nemeth E. Hepcidin-induced endocytosis of ferroportin is dependent on ferroportin ubiquitination. Cell Metab 2012; 15:918-24. [PMID: 22682227 PMCID: PMC3372862 DOI: 10.1016/j.cmet.2012.03.018] [Citation(s) in RCA: 232] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2011] [Revised: 02/09/2012] [Accepted: 03/20/2012] [Indexed: 12/14/2022]
Abstract
Ferroportin exports iron into plasma from absorptive enterocytes, erythrophagocytosing macrophages, and hepatic stores. The hormone hepcidin controls cellular iron export and plasma iron concentrations by binding to ferroportin and causing its internalization and degradation. We explored the mechanism of hepcidin-induced endocytosis of ferroportin, the key molecular event in systemic iron homeostasis. Hepcidin binding caused rapid ubiquitination of ferroportin in cell lines overexpressing ferroportin and in murine bone marrow-derived macrophages. No hepcidin-dependent ubiquitination was observed in C326S ferroportin mutant which does not bind hepcidin. Substitutions of lysines between residues 229 and 269 in the third cytoplasmic loop of ferroportin prevented hepcidin-dependent ubiquitination and endocytosis of ferroportin, and promoted cellular iron export even in the presence of hepcidin. The human ferroportin mutation K240E, previously associated with clinical iron overload, caused hepcidin resistance in vitro by interfering with ferroportin ubiquitination. Our study demonstrates that ubiquitination is the functionally relevant signal for hepcidin-induced ferroportin endocytosis.
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Affiliation(s)
- Bo Qiao
- Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
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23
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Walczak H. TNF and ubiquitin at the crossroads of gene activation, cell death, inflammation, and cancer. Immunol Rev 2012; 244:9-28. [PMID: 22017428 DOI: 10.1111/j.1600-065x.2011.01066.x] [Citation(s) in RCA: 184] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Tumor necrosis factor (TNF) is crucial for innate immunity, but deregulated TNF signaling also plays an eminent role in the pathogenesis of many chronic inflammatory diseases and cancer-related inflammation. The signals that mediate both the beneficial and the harmful effects of TNF are initiated when TNF binds to its receptors on the surface of target cells. TNF receptor 1 (TNFR1) is ubiquitously expressed, whereas TNFR2 is mainly expressed on lymphocytes and endothelial cells. This review focuses on the molecular and physiological consequences of the interaction of TNF with TNFR1. The different outcomes of TNF signaling originate at the apical signaling complex that forms when TNF binds to TNFR1, the TNFR1 signaling complex (TNF-RSC). By integrating recently gained insight on the functional importance of the presence of different types of ubiquitination in the TNF-RSC, including linear ubiquitin linkages generated by the linear ubiquitin chain assembly complex (LUBAC), with the equally recent elucidation of the mode in which ubiquitin-binding domains interact with specific di-ubiquitin linkages, this review develops a new concept for the way the concerted action of different ubiquitination events enables the TNF-RSC to generate its signaling output in a spatio-temporally controlled manner. Finally, it will be explained how these new findings and the emerging concept of differential ubiquitination governing the TNF-RSC may impact future research on the molecular mechanism of TNF signaling and the function of this cytokine in normal physiology, chronic inflammation, and cancer.
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Affiliation(s)
- Henning Walczak
- Tumour Immunology Unit, Division of Immunology and Inflammation, Department of Medicine, Imperial College London, London, UK.
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24
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Bertrand MJM, Lippens S, Staes A, Gilbert B, Roelandt R, De Medts J, Gevaert K, Declercq W, Vandenabeele P. cIAP1/2 are direct E3 ligases conjugating diverse types of ubiquitin chains to receptor interacting proteins kinases 1 to 4 (RIP1-4). PLoS One 2011; 6:e22356. [PMID: 21931591 PMCID: PMC3171409 DOI: 10.1371/journal.pone.0022356] [Citation(s) in RCA: 79] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2010] [Accepted: 06/23/2011] [Indexed: 12/25/2022] Open
Abstract
The RIP kinases have emerged as essential mediators of cellular stress that integrate both extracellular stimuli emanating from various cell-surface receptors and signals coming from intracellular pattern recognition receptors. The molecular mechanisms regulating the ability of the RIP proteins to transduce the stress signals remain poorly understood, but seem to rely only partially on their kinase activities. Recent studies on RIP1 and RIP2 have highlighted the importance of ubiquitination as a key process regulating their capacity to activate downstream signaling pathways. In this study, we found that XIAP, cIAP1 and cIAP2 not only directly bind to RIP1 and RIP2 but also to RIP3 and RIP4. We show that cIAP1 and cIAP2 are direct E3 ubiquitin ligases for all four RIP proteins and that cIAP1 is capable of conjugating the RIPs with diverse types of ubiquitin chains, including linear chains. Consistently, we show that repressing cIAP1/2 levels affects the activation of NF-κB that is dependent on RIP1, -2, -3 and -4. Finally, we identified Lys51 and Lys145 of RIP4 as two critical residues for cIAP1-mediated ubiquitination and NF-κB activation.
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25
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Taylor RT, Best SM. Assessing ubiquitination of viral proteins: Lessons from flavivirus NS5. Methods 2011; 55:166-71. [PMID: 21855635 DOI: 10.1016/j.ymeth.2011.08.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2011] [Revised: 07/29/2011] [Accepted: 08/01/2011] [Indexed: 11/13/2022] Open
Abstract
Ubiquitin (Ub) conjugation to a substrate protein is a widely used cellular mechanism for control of protein stability and function, modulation of signal transduction pathways and antiviral responses. Identification and characterization of ubiquitinated viral proteins is an important step in understanding novel mechanisms of viral protein regulation as well as elucidating cellular antiviral strategies. Here we describe a protocol to easily detect and characterize the ubiquitination status of a viral substrate protein expressed either during infection or ectopically expressed as a fusion with a biotinylatable epitope tag. This tag provides advantages over current immunoprecipitation techniques by making use of the extremely tight biotin-streptavidin interaction. We provide an example of this protocol using the nonstructural protein 5 (NS5) from Langat virus (LGTV), a member of the tick-borne encephalitis virus (TBEV) serocomplex within the Flavivirus genus. Using the protocols outlined here, we describe some of the pitfalls inherent in determination of Ub linkage and demonstrate that NS5 is modified by at least two distinct ubiquitination types, multiubiquitination and K48-linked polyubiquitin chains.
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Affiliation(s)
- R Travis Taylor
- Innate Immunity and Pathogenesis Unit, Laboratory of Virology, Rocky Mountain Laboratories, DIR, NIAID, NIH, 903 S. 4th St., Hamilton, MT 59840, USA
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26
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Calvo E, Camafeita E, Fernández-Gutiérrez B, López JA. Applying selected reaction monitoring to targeted proteomics. Expert Rev Proteomics 2011; 8:165-73. [PMID: 21501010 DOI: 10.1586/epr.11.11] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Selected reaction monitoring (SRM) is a highly selective and sensitive mass spectrometric methodology for precise and accurate quantification of low-abundant proteins in complex mixtures and for characterization of modified peptides, and constitutes the method of choice in targeted proteomics. Owing to its outstanding features, SRM arises as an alternative to antibody-based assays for discovery and validation of clinically relevant biomarkers, a topic that is tackled in this article. Several of the obstacles encountered in SRM experiments, mainly those derived from shared physicochemical properties of peptides (e.g., mass, charge and chromatographic retention time), can compromise selectivity and quantitation. We illustrate how to circumvent these limitations on the basis of using time-scheduled chromatographic approaches and choosing appropriate spectrometric conditions, including the careful selection of the precursor and diagnostic ions.
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Affiliation(s)
- Enrique Calvo
- Unidad de Proteómica, Centro Nacional de Investigaciones Cardiovasculares, CNIC, Melchor Fernández Almagro 3, E-28029 Madrid, Spain
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27
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Charvet C, Liao WL, Heo GY, Laird J, Salomon RG, Turko IV, Pikuleva IA. Isolevuglandins and mitochondrial enzymes in the retina: mass spectrometry detection of post-translational modification of sterol-metabolizing CYP27A1. J Biol Chem 2011; 286:20413-22. [PMID: 21498512 PMCID: PMC3121529 DOI: 10.1074/jbc.m111.232546] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2011] [Revised: 04/04/2011] [Indexed: 11/06/2022] Open
Abstract
We report the first peptide mapping and sequencing of an in vivo isolevuglandin-modified protein. Mitochondrial cytochrome P450 27A1 (CYP27A1) is a ubiquitous multifunctional sterol C27-hydroxylase that eliminates cholesterol and likely 7-ketocholesterol from the retina and many other tissues. We investigated the post-translational modification of this protein with isolevuglandins, arachidonate oxidation products. Treatment of purified recombinant CYP27A1 with authentic iso[4]levuglandin E(2) (iso[4]LGE(2)) in vitro diminished enzyme activity in a time- and phospholipid-dependent manner. A multiple reaction monitoring protocol was then developed to identify the sites and extent of iso[4]LGE(2) adduction. CYP27A1 exhibited only three Lys residues, Lys(134), Lys(358), and Lys(476), that readily interact with iso[4]LGE(2) in vitro. Such selective modification enabled the generation of an internal standard, (15)N-labeled CYP27A1 modified with iso[4]LGE(2), for the subsequent analysis of a human retinal sample. Two multiple reaction monitoring transitions arising from the peptide AVLK(358)(-C(20)H(26)O(3))ETLR in the retinal sample were observed that co-eluted with the corresponding two (15)N transitions from the supplemented standard. These data demonstrate that modified CYP27A1 is present in the retina. We suggest that such protein modification impairs sterol elimination and likely has other pathological sequelae. We also propose that the post-translational modifications identified in CYP27A1 exemplify a general mechanism whereby oxidative stress and inflammation deleteriously affect protein function, contributing, for example, to cholesterol-rich lesions associated with age-related macular degeneration and cardiovascular disease. The proteomic protocols developed in this study are generally applicable to characterization of lipid-derived oxidative protein modifications occurring in vivo, including proteins bound to membranes.
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Affiliation(s)
- Casey Charvet
- From the Departments of Ophthalmology and Visual Sciences and
| | - Wei-Li Liao
- the Institute for Bioscience and Biotechnology Research, Rockville, Maryland 20850, and
| | - Gun-Young Heo
- From the Departments of Ophthalmology and Visual Sciences and
| | - James Laird
- Chemistry, Case Western Reserve University, Cleveland, Ohio 44106
| | | | - Illarion V. Turko
- the Institute for Bioscience and Biotechnology Research, Rockville, Maryland 20850, and
- the Analytical Chemistry Division, National Institute of Standards and Technology, Gaithersburg, Maryland 20899
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28
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McKay SL, Johnson TL. A bird's-eye view of post-translational modifications in the spliceosome and their roles in spliceosome dynamics. MOLECULAR BIOSYSTEMS 2010; 6:2093-102. [PMID: 20672149 PMCID: PMC4065859 DOI: 10.1039/c002828b] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Pre-mRNA splicing, the removal of noncoding intron sequences from the pre-mRNA, is a critical reaction in eukaryotic gene expression. Pre-mRNA splicing is carried out by a remarkable macromolecular machine, the spliceosome, which undergoes dynamic rearrangements of its RNA and protein components to assemble its catalytic center. While significant progress has been made in describing the "moving parts" of this machine, the mechanisms by which spliceosomal proteins mediate the ordered rearrangements within the spliceosome remain elusive. Here we explore recent evidence from proteomics studies revealing extensive post-translational modification of splicing factors. While the functional significance of most of these modifications remains to be characterized, we describe recent studies in which the roles of specific post-translational modifications of splicing factors have been characterized. These examples illustrate the importance of post-translational modifications in spliceosome dynamics.
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Affiliation(s)
- Susannah L. McKay
- Division of Biological Sciences, Molecular Biology Section MC-0377, 9500 Gilman Drive, La Jolla, CA 92093-0377, USA
| | - Tracy L. Johnson
- Division of Biological Sciences, Molecular Biology Section MC-0377, 9500 Gilman Drive, La Jolla, CA 92093-0377, USA
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29
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Tweedie-Cullen RY, Mansuy IM. Towards a better understanding of nuclear processes based on proteomics. Amino Acids 2010; 39:1117-30. [PMID: 20730591 DOI: 10.1007/s00726-010-0723-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2010] [Accepted: 08/09/2010] [Indexed: 12/25/2022]
Abstract
The complex structural and functional organisation of the brain warrants the application of high-throughput approaches to study its functional alterations in physiological and pathological conditions. Such approaches have greatly benefited from advances in proteomics and genomics, and from their combination with computational modelling. They have been particularly instrumental for the analysis of processes such as the post-translational modification (PTM) of proteins, a critical biological process in the nervous system that remains not well studied. Protein PTMs are dynamic covalent marks that can be induced by activity and allow the maintenance of a trace of this activity. In the nucleus, they can modulate histone proteins and the components of the transcriptional machinery, and thereby contribute to regulating gene expression. PTMs do however need to be tightly controlled for proper chromatin functions. This review provides a synopsis of methods available to study PTMs and protein expression based on high-throughput mass spectrometry (MS), and covers basic concepts of traditional 'shot-gun'-based MS. It describes classical and emerging proteomic approaches such as multiple reaction monitoring and electron transfer dissociation, and their application to the analyses of nuclear processes in the brain.
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Affiliation(s)
- Ry Y Tweedie-Cullen
- Department of Biology of the ETH Zurich and Medical Faculty of the University Zurich, 8057, Zurich, Switzerland.
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30
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Mirzaei H, Rogers RS, Grimes B, Eng J, Aderem A, Aebersold R. Characterizing the connectivity of poly-ubiquitin chains by selected reaction monitoring mass spectrometry. MOLECULAR BIOSYSTEMS 2010; 6:2004-14. [PMID: 20694217 DOI: 10.1039/c005242f] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Protein ubiquitination is an essential post-translational modification (PTM) involved in the regulation of a variety of cellular functions, including transcription and protein degradation. Proteins can be both mono- or poly-ubiquitinated. Poly-ubiquitin chains vary in the manner by which the ubiquitin proteins are linked and their total length. Different poly-ubiquitin structures are thought to specify different fates for the target protein but the correlation between poly-ubiquitin structures and their specific cellular function(s) is not well understood. We have developed a set of specific and quantitative targeted mass spectrometry assays to determine the frequency of different types of inter-ubiquitin linkages in poly-ubiquitin chains relative to the total ubiquitin concentration. We chemically synthesized heavy isotope labeled reference peptides that represent the products generated by tryptic digestion of the known forms of inter-ubiquitin links for the yeast Saccharomyces cerevisiae and human, in addition to all peptides from tryptic digestion of a single ubiquitin molecule for these two species. We used these peptides to develop optimized Selected Reaction Monitoring (SRM) assays for their unambiguous detection in biological samples. We used these assays to profile the frequency of the different types of inter-ubiquitin linkages in a mixture of in vitro assembled human poly-ubiquitin chains and 15 isolated poly-ubiquitinated proteins from S. cerevisiae. We then applied the method to detect toxin induced changes in the poly-ubiquitination profile in complex and enriched protein samples.
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Affiliation(s)
- Hamid Mirzaei
- Institute for Systems Biology, Seattle, WA 98103, USA
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31
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Drogaris P, Le Blanc JCY, Fitzgerald JE, Lowndes NF, Verreault A, Thibault P. Enhanced protein detection using a trapping mode on a hybrid quadrupole linear ion trap (Q-Trap). Anal Chem 2010; 81:6300-9. [PMID: 20337398 DOI: 10.1021/ac9004259] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
A novel method to improve the detection of protein ions using a linear ion trap mass spectrometer is presented. A scan function combining charge separation with segmented transmission of multiply charged ions was developed to enhance the sensitivity and resolution of the linear ion trap for the nanoLC-MS analysis of intact proteins. The analytical benefits of the present method are particularly apparent in protein analyses, where the increased proportion of multiply charged ions can exacerbate space-charge effects and compromise the dynamic range of the linear ion trap instrument. The enhanced ion storage and charge separation capabilities of our targeted and enhanced multiply charged scan mode provided a 4-fold increase in signal-to-noise and 5-fold increase in resolution, thus enabling the detection of closely related protein isoforms. The application of this method is demonstrated for low femtomole detection of protein standards and nuclear extracts enriched in histone proteins. The enhanced resolution of this scan mode also enabled us to monitor subtle changes in the methylation of a subpopulation of histone H3 that occurs in chicken DT40 cells lacking specific methyltransferase activity. The extent of the fold change and PTM site localization was performed using predictive software tools and targeted multiple reaction monitoring analysis of histone peptides. Monomethylation of Lys 79 in histone H3 (H3K79me1) was down regulated by 240-fold in methyltransferase deficient cells.
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Affiliation(s)
- Paul Drogaris
- Institute for Research in Immunology and Cancer, Montreal QC H3T 1J4, Canada
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32
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Le Bihan T, Grima R, Martin S, Forster T, Le Bihan Y. Quantitative analysis of low-abundance peptides in HeLa cell cytoplasm by targeted liquid chromatography/mass spectrometry and stable isotope dilution: emphasising the distinction between peptide detection and peptide identification. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2010; 24:1093-1104. [PMID: 20217656 DOI: 10.1002/rcm.4487] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
We present the application of a targeted liquid chromatography/mass spectrometry (LC/MS) approach developed on a linear ion trap for the evaluation of the abundance of cytoplasmic proteins from a HeLa cell extract. Using a standard data-dependent approach, we identified some specific peptides from this extract which were also commercially available in their AQUA form (use for absolute quantitation). For some of the peptides, we observed a non-linear response between the intensity and the added quantity which was then fitted using a quadratic fit. All AQUA peptides spiked into a mix of 3 microg of the HeLa cell digest extract were detected down to 16 fmol. We placed an emphasis on peptide detection which, in this study, is performed using a combination of properties such as three specific Q3-like ion signatures (for a given Q1-like selection) and co-elution with the AQUA peptide counterparts. Detecting a peptide without necessarily identifying it using a search engine imposes less constraint in terms of tandem mass (MS/MS) spectra purity. An example is shown where a peptide is detected using those criteria but could not be identified by Mascot due to its lower abundance. To complement this observation, we used a cross-correlation analysis approach in order to separate two populations of MS/MS fragments based on differences in their elution patterns. Such an approach opens the door to new strategies to analyse lower intensity peptide fragments. An in silico analysis of the human trypsinosome allows the evaluation of how unique are the sets of features that we are using for peptide detection.
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Affiliation(s)
- Thierry Le Bihan
- Centre for Systems Biology at Edinburgh, School of Biological Sciences, The University of Edinburgh, Edinburgh, UK.
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33
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Abstract
New biomarkers are urgently needed to accelerate efforts in developing new drugs and treatments of known diseases. New clinical and translational proteomics studies emerge almost every day. However, discovery of new diagnostic biomarkers lags behind because of variability at every step in proteomics studies (e.g., assembly of a cohort of patients, sample preparation and the nature of body fluids, selection of a profiling method and uniform protocols for data analysis).Quite often, the validation step that follows the discovery phase does not reach desired levels of sensitivity and specificity or reproducibility between laboratories. Mass spectrometry and gel-based methods do not provide enough throughput for screening thousands of clinical samples. Further development of protein arrays may address this issue.Despite many obstacles, proteomics delivers vast amounts of information useful for understanding the molecular mechanisms underlying diseases.
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Affiliation(s)
- Jerzy Silberring
- Department of Biochemistry and Neurobiology, Faculty of Materials Science and Ceramics, AGH University of Science and Technology, Kraków, Poland
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Christofferson DE, Yuan J. Necroptosis as an alternative form of programmed cell death. Curr Opin Cell Biol 2010; 22:263-8. [PMID: 20045303 DOI: 10.1016/j.ceb.2009.12.003] [Citation(s) in RCA: 596] [Impact Index Per Article: 42.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2009] [Revised: 12/02/2009] [Accepted: 12/05/2009] [Indexed: 01/20/2023]
Abstract
The family of death receptors plays a critical role in regulating cell number and eliminating harmful or virally infected cells. Agonistic stimulation of death receptors is known to lead two alternative cell fates by either activating NF-kappaB to promote cell survival or inducing apoptosis to lead to cell death; and now a third pathway, termed necroptosis or programmed necrosis has been identified. Interestingly, a death-domain containing kinase, RIP1, is involved in mediating all three pathways, with its kinase activity specifically involved in regulating necroptosis. The availability of necrostatin-1, a specific inhibitor of RIP1 kinase, made it possible to dissect the distinct functional domains of RIP1. Recent genome-wide siRNA screens have identified multiple players of necroptosis that may interact with and/or regulate RIP1 kinase and mediate the signaling pathway and execution of necroptosis. Necroptosis and necrostatins provide an exciting new opportunity for developing new treatments for multiple human diseases involving necrosis and inflammation.
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Affiliation(s)
- Dana E Christofferson
- Department of Cell Biology, Harvard Medical School, 240 Longwood Ave., Boston, MA 02115, United States
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Abstract
Post-translational modifications are highly dynamic and known to regulate many cellular processes. Both the site and the stoichiometry of modification of a given protein sequence can have profound effects on the regulation of protein function. Thus, the identification of sites of post-translational modification is crucial for fully deciphering the biological roles of any given protein. The acute regulation and typically low stoichiometry of many post-translational modifications makes characterization of the sites of modification challenging. Thus, the development of analytical strategies to aid the selective enrichment and characterization of these species is paramount. Ongoing developments in mass spectrometry resulting in increased speed and sensitivity of analysis mean that mass spectrometry has become the ideal analytical tool for the qualitative and quantitative analysis of protein modifications. This chapter provides an overview of the most popular LC-MS/MS-based strategies for the enrichment of modified peptides/proteins and mass spectrometric workflows targeted toward the analysis of specific post-translationally modified analytes.
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Affiliation(s)
- Hannah Johnson
- Michael Barber Centre for Mass Spectrometry, School of Chemistry, The University of Manchester, Manchester, UK
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Baek JH, Kim H, Shin B, Yu MH. Multiple products monitoring as a robust approach for peptide quantification. J Proteome Res 2009; 8:3625-32. [PMID: 19505066 DOI: 10.1021/pr800853k] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Quantification of target peptides and proteins is crucial for biomarker discovery. Approaches such as selected reaction monitoring (SRM) and multiple reaction monitoring (MRM) rely on liquid chromatography and mass spectrometric analysis of defined peptide product ions. These methods are not very widespread because the determination of quantifiable product ion using either SRM or MRM is a very time-consuming process. We developed a novel approach for quantifying target peptides without such an arduous process of ion selection. This method is based on monitoring multiple product ions (multiple products monitoring: MpM) from full-range MS2 spectra of a target precursor. The MpM method uses a scoring system that considers both the absolute intensities of product ions and the similarities between the query MS2 spectrum and the reference MS2 spectrum of the target peptide. Compared with conventional approaches, MpM greatly improves sensitivity and selectivity of peptide quantification using an ion-trap mass spectrometer.
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Affiliation(s)
- Je-Hyun Baek
- Functional Proteomics Center, Korea Institute of Science and Technology, Hawolgok-dong, Seongbuk-gu, Seoul 136-791, Korea
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Sobott F, Watt SJ, Smith J, Edelmann MJ, Kramer HB, Kessler BM. Comparison of CID versus ETD based MS/MS fragmentation for the analysis of protein ubiquitination. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2009; 20:1652-9. [PMID: 19523847 DOI: 10.1016/j.jasms.2009.04.023] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2009] [Revised: 04/29/2009] [Accepted: 04/30/2009] [Indexed: 05/11/2023]
Abstract
Ubiquitination has emerged as one of the major post-translational modifications that decide on protein fate, targeting, and regulation of protein function. Whereas the ubiquitination of proteins can be monitored with classic biochemical methods, the mapping of modified side chains proves to be challenging. More recently, mass spectrometry has been applied to identify ubiquitinated proteins and also their sites of modification. Typically, liquid chromatography tandem mass spectrometry (LC-MS/MS) based approaches, including collision-induced fragmentation (CID), have been successfully used in the past. However, a potential difficulty arises from the unstable nature of this modification, and also that the isopeptide bond linkage between C-terminal glycine and the N(epsilon) lysyl side chain is susceptible to fragmentation under these conditions. Here we investigate the utility of electron-transfer dissociation (ETD)-based fragmentation to detect ubiquitination sites in proteins. Our results indicate that ETD can provide alternative fragmentation patterns that allow detection of gly-gly-modified lysyl side chains, in particular z+1 fragment ions derived from triply charged precursor ions. We subsequently applied ETD fragmentation-based analysis and detected novel ubiquitination sites on DNA polymerase B1 that were not easily observed using CID. We conclude that ETD can provide significant alternative fragmentation information that complements CID-derived data to improve the coverage when mapping ubiquitination sites in proteins.
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Affiliation(s)
- Frank Sobott
- Oxford Centre for Gene Function/OXION, Department of Physiology, Anatomy and Genetics, University of Oxford, Oxford, United Kingdom.
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A sensitive mass spectrometric method for hypothesis-driven detection of peptide post-translational modifications: multiple reaction monitoring-initiated detection and sequencing (MIDAS). Nat Protoc 2009; 4:870-7. [PMID: 19444244 DOI: 10.1038/nprot.2009.57] [Citation(s) in RCA: 76] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The application of a targeted mass spectrometric workflow to the sensitive identification of post-translational modifications is described. This protocol employs multiple reaction monitoring (MRM) to search for all putative peptides specifically modified in a target protein. Positive MRMs trigger an MS/MS experiment to confirm the nature and site of the modification. This approach, termed MIDAS (MRM-initiated detection and sequencing), is more sensitive than approaches using neutral loss scanning or precursor ion scanning methodologies, due to a more efficient use of duty cycle along with a decreased background signal associated with MRM. We describe the use of MIDAS for the identification of phosphorylation, with a typical experiment taking just a couple of hours from obtaining a peptide sample. With minor modifications, the MIDAS method can be applied to other protein modifications or unmodified peptides can be used as a MIDAS target.
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Jorrín-Novo JV, Maldonado AM, Echevarría-Zomeño S, Valledor L, Castillejo MA, Curto M, Valero J, Sghaier B, Donoso G, Redondo I. Plant proteomics update (2007–2008): Second-generation proteomic techniques, an appropriate experimental design, and data analysis to fulfill MIAPE standards, increase plant proteome coverage and expand biological knowledge. J Proteomics 2009; 72:285-314. [DOI: 10.1016/j.jprot.2009.01.026] [Citation(s) in RCA: 174] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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Yocum AK, Chinnaiyan AM. Current affairs in quantitative targeted proteomics: multiple reaction monitoring-mass spectrometry. BRIEFINGS IN FUNCTIONAL GENOMICS AND PROTEOMICS 2009; 8:145-57. [PMID: 19279071 DOI: 10.1093/bfgp/eln056] [Citation(s) in RCA: 93] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Quantitative targeted proteomics has recently taken front stage in the proteomics community. Centered on multiple reaction monitoring-mass spectrometry (MRM-MS) methodologies, quantitative targeted proteomics is being used in the verification of global proteomics data, the discovery of lower abundance proteins, protein post-translational modifications, discrimination of select highly homologous protein isoforms and as the final step in biomarker discovery. An older methodology utilized with small molecule analysis, the proteomics community is making great technological strides to develop MRM-MS as the next method to address previously challenging issues in global proteomics experimentation, namely dynamic range, identification of post-translational modifications, sensitivity and selectivity of measurement which will undoubtedly further biomedical knowledge. This brief review will provide a general introduction of MRM-MS and highlight its novel application for targeted quantitative proteomic experimentations.
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Affiliation(s)
- Anastasia K Yocum
- Michigan Center for Translational Pathology University of Michigan, Ann Arbor, MI, USA.
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Proteomics: New technologies and clinical applications. Eur J Cancer 2008; 44:2737-41. [DOI: 10.1016/j.ejca.2008.09.007] [Citation(s) in RCA: 85] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2008] [Accepted: 09/23/2008] [Indexed: 12/26/2022]
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Sandoval WN, Pham VC, Lill JR. Recent developments in microwave-assisted protein chemistries – can this be integrated into the drug discovery and validation process? Drug Discov Today 2008; 13:1075-81. [DOI: 10.1016/j.drudis.2008.08.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2008] [Revised: 08/08/2008] [Accepted: 08/18/2008] [Indexed: 10/21/2022]
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Lange V, Picotti P, Domon B, Aebersold R. Selected reaction monitoring for quantitative proteomics: a tutorial. Mol Syst Biol 2008; 4:222. [PMID: 18854821 PMCID: PMC2583086 DOI: 10.1038/msb.2008.61] [Citation(s) in RCA: 1069] [Impact Index Per Article: 66.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2008] [Accepted: 09/15/2008] [Indexed: 12/01/2022] Open
Abstract
Systems biology relies on data sets in which the same group of proteins is consistently identified and precisely quantified across multiple samples, a requirement that is only partially achieved by current proteomics approaches. Selected reaction monitoring (SRM)-also called multiple reaction monitoring-is emerging as a technology that ideally complements the discovery capabilities of shotgun strategies by its unique potential for reliable quantification of analytes of low abundance in complex mixtures. In an SRM experiment, a predefined precursor ion and one of its fragments are selected by the two mass filters of a triple quadrupole instrument and monitored over time for precise quantification. A series of transitions (precursor/fragment ion pairs) in combination with the retention time of the targeted peptide can constitute a definitive assay. Typically, a large number of peptides are quantified during a single LC-MS experiment. This tutorial explains the application of SRM for quantitative proteomics, including the selection of proteotypic peptides and the optimization and validation of transitions. Furthermore, normalization and various factors affecting sensitivity and accuracy are discussed.
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Affiliation(s)
- Vinzenz Lange
- Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland
- Competence Center for Systems Physiology and Metabolic Diseases, Zurich, Switzerland
| | - Paola Picotti
- Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland
| | - Bruno Domon
- Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland
| | - Ruedi Aebersold
- Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland
- Competence Center for Systems Physiology and Metabolic Diseases, Zurich, Switzerland
- Institute for Systems Biology, Seattle, WA, USA
- Faculty of Science, University of Zurich, Zurich, Switzerland
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