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Adams C, Laukens K, Bittremieux W, Boonen K. Machine learning-based peptide-spectrum match rescoring opens up the immunopeptidome. Proteomics 2024; 24:e2300336. [PMID: 38009585 DOI: 10.1002/pmic.202300336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 10/18/2023] [Accepted: 10/23/2023] [Indexed: 11/29/2023]
Abstract
Immunopeptidomics is a key technology in the discovery of targets for immunotherapy and vaccine development. However, identifying immunopeptides remains challenging due to their non-tryptic nature, which results in distinct spectral characteristics. Moreover, the absence of strict digestion rules leads to extensive search spaces, further amplified by the incorporation of somatic mutations, pathogen genomes, unannotated open reading frames, and post-translational modifications. This inflation in search space leads to an increase in random high-scoring matches, resulting in fewer identifications at a given false discovery rate. Peptide-spectrum match rescoring has emerged as a machine learning-based solution to address challenges in mass spectrometry-based immunopeptidomics data analysis. It involves post-processing unfiltered spectrum annotations to better distinguish between correct and incorrect peptide-spectrum matches. Recently, features based on predicted peptidoform properties, including fragment ion intensities, retention time, and collisional cross section, have been used to improve the accuracy and sensitivity of immunopeptide identification. In this review, we describe the diverse bioinformatics pipelines that are currently available for peptide-spectrum match rescoring and discuss how they can be used for the analysis of immunopeptidomics data. Finally, we provide insights into current and future machine learning solutions to boost immunopeptide identification.
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Affiliation(s)
- Charlotte Adams
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Laboratory of Protein Science, Proteomics and Epigenetic Signaling (PPES), Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Kris Laukens
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
| | - Wout Bittremieux
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
| | - Kurt Boonen
- Laboratory of Protein Science, Proteomics and Epigenetic Signaling (PPES), Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
- ImmuneSpec BV, Niel, Belgium
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2
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Pitter MR, Kryczek I, Zhang H, Nagarsheth N, Xia H, Wu Z, Tian Y, Okla K, Liao P, Wang W, Zhou J, Li G, Lin H, Vatan L, Grove S, Wei S, Li Y, Zou W. PAD4 controls tumor immunity via restraining the MHC class II machinery in macrophages. Cell Rep 2024; 43:113942. [PMID: 38489266 PMCID: PMC11022165 DOI: 10.1016/j.celrep.2024.113942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 01/18/2024] [Accepted: 02/26/2024] [Indexed: 03/17/2024] Open
Abstract
Tumor-associated macrophages (TAMs) shape tumor immunity and therapeutic efficacy. However, it is poorly understood whether and how post-translational modifications (PTMs) intrinsically affect the phenotype and function of TAMs. Here, we reveal that peptidylarginine deiminase 4 (PAD4) exhibits the highest expression among common PTM enzymes in TAMs and negatively correlates with the clinical response to immune checkpoint blockade. Genetic and pharmacological inhibition of PAD4 in macrophages prevents tumor progression in tumor-bearing mouse models, accompanied by an increase in macrophage major histocompatibility complex (MHC) class II expression and T cell effector function. Mechanistically, PAD4 citrullinates STAT1 at arginine 121, thereby promoting the interaction between STAT1 and protein inhibitor of activated STAT1 (PIAS1), and the loss of PAD4 abolishes this interaction, ablating the inhibitory role of PIAS1 in the expression of MHC class II machinery in macrophages and enhancing T cell activation. Thus, the PAD4-STAT1-PIAS1 axis is an immune restriction mechanism in macrophages and may serve as a cancer immunotherapy target.
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Affiliation(s)
- Michael R Pitter
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA; Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA; Graduate Program in Molecular and Cellular Pathology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Ilona Kryczek
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Hongjuan Zhang
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Nisha Nagarsheth
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Houjun Xia
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Zhenyu Wu
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Yuzi Tian
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Karolina Okla
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Peng Liao
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Weichao Wang
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Jiajia Zhou
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Gaopeng Li
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Heng Lin
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Linda Vatan
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Sara Grove
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Shuang Wei
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Yongqing Li
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Weiping Zou
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI, USA; Center of Excellence for Cancer Immunology and Immunotherapy, Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA; Department of Pathology, University of Michigan Medical School, Ann Arbor, MI, USA; Graduate Programs in Immunology and Cancer Biology, University of Michigan Medical School, Ann Arbor, MI, USA.
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3
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Suskiewicz MJ. The logic of protein post-translational modifications (PTMs): Chemistry, mechanisms and evolution of protein regulation through covalent attachments. Bioessays 2024; 46:e2300178. [PMID: 38247183 DOI: 10.1002/bies.202300178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 01/09/2024] [Accepted: 01/10/2024] [Indexed: 01/23/2024]
Abstract
Protein post-translational modifications (PTMs) play a crucial role in all cellular functions by regulating protein activity, interactions and half-life. Despite the enormous diversity of modifications, various PTM systems show parallels in their chemical and catalytic underpinnings. Here, focussing on modifications that involve the addition of new elements to amino-acid sidechains, I describe historical milestones and fundamental concepts that support the current understanding of PTMs. The historical survey covers selected key research programmes, including the study of protein phosphorylation as a regulatory switch, protein ubiquitylation as a degradation signal and histone modifications as a functional code. The contribution of crucial techniques for studying PTMs is also discussed. The central part of the essay explores shared chemical principles and catalytic strategies observed across diverse PTM systems, together with mechanisms of substrate selection, the reversibility of PTMs by erasers and the recognition of PTMs by reader domains. Similarities in the basic chemical mechanism are highlighted and their implications are discussed. The final part is dedicated to the evolutionary trajectories of PTM systems, beginning with their possible emergence in the context of rivalry in the prokaryotic world. Together, the essay provides a unified perspective on the diverse world of major protein modifications.
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Affiliation(s)
- Marcin J Suskiewicz
- Centre de Biophysique Moléculaire, CNRS - Orléans, UPR 4301, affiliated with Université d'Orléans, Orléans, France
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Micaletto M, Fleurier S, Dion S, Denamur E, Matic I. The protein carboxymethyltransferase-dependent aspartate salvage pathway plays a crucial role in the intricate metabolic network of Escherichia coli. SCIENCE ADVANCES 2024; 10:eadj0767. [PMID: 38335294 PMCID: PMC10857468 DOI: 10.1126/sciadv.adj0767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 01/11/2024] [Indexed: 02/12/2024]
Abstract
Protein carboxymethyltransferase (Pcm) is a highly evolutionarily conserved enzyme that initiates the conversion of abnormal isoaspartate to aspartate residues. While it is commonly believed that Pcm facilitates the repair of damaged proteins, a number of observations suggest that it may have another role in cell functioning. We investigated whether Pcm provides a means for Escherichia coli to recycle aspartate, which is essential for protein synthesis and other cellular processes. We showed that Pcm is required for the energy production, the maintenance of cellular redox potential and of S-adenosylmethionine synthesis, which are critical for the proper functioning of many metabolic pathways. Pcm contributes to the full growth capacity both under aerobic and anaerobic conditions. Last, we showed that Pcm enhances the robustness of bacteria when exposed to sublethal antibiotic treatments and improves their fitness in the mammalian urinary tract. We propose that Pcm plays a crucial role in E. coli metabolism by ensuring a steady supply of aspartate.
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Affiliation(s)
- Maureen Micaletto
- Institut Cochin, Université Paris Cité, INSERM U1016, CNRS UMR 8104, 75014 Paris, France
| | - Sebastien Fleurier
- Institut Cochin, Université Paris Cité, INSERM U1016, CNRS UMR 8104, 75014 Paris, France
| | - Sara Dion
- IAME, Université de Paris, INSERM U1137, Université Sorbonne Paris Nord, 75018 Paris, France
| | - Erick Denamur
- IAME, Université de Paris, INSERM U1137, Université Sorbonne Paris Nord, 75018 Paris, France
- AP-HP, Laboratoire de Génétique Moléculaire, Hôpital Bichat, 75018 Paris, France
| | - Ivan Matic
- Institut Cochin, Université Paris Cité, INSERM U1016, CNRS UMR 8104, 75014 Paris, France
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Brown SM, Mayer-Bacon C, Freeland S. Xeno Amino Acids: A Look into Biochemistry as We Do Not Know It. Life (Basel) 2023; 13:2281. [PMID: 38137883 PMCID: PMC10744825 DOI: 10.3390/life13122281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 11/18/2023] [Accepted: 11/20/2023] [Indexed: 12/24/2023] Open
Abstract
Would another origin of life resemble Earth's biochemical use of amino acids? Here, we review current knowledge at three levels: (1) Could other classes of chemical structure serve as building blocks for biopolymer structure and catalysis? Amino acids now seem both readily available to, and a plausible chemical attractor for, life as we do not know it. Amino acids thus remain important and tractable targets for astrobiological research. (2) If amino acids are used, would we expect the same L-alpha-structural subclass used by life? Despite numerous ideas, it is not clear why life favors L-enantiomers. It seems clearer, however, why life on Earth uses the shortest possible (alpha-) amino acid backbone, and why each carries only one side chain. However, assertions that other backbones are physicochemically impossible have relaxed into arguments that they are disadvantageous. (3) Would we expect a similar set of side chains to those within the genetic code? Many plausible alternatives exist. Furthermore, evidence exists for both evolutionary advantage and physicochemical constraint as explanatory factors for those encoded by life. Overall, as focus shifts from amino acids as a chemical class to specific side chains used by post-LUCA biology, the probable role of physicochemical constraint diminishes relative to that of biological evolution. Exciting opportunities now present themselves for laboratory work and computing to explore how changing the amino acid alphabet alters the universe of protein folds. Near-term milestones include: (a) expanding evidence about amino acids as attractors within chemical evolution; (b) extending characterization of other backbones relative to biological proteins; and (c) merging computing and laboratory explorations of structures and functions unlocked by xeno peptides.
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Singh K, Singh N, Sohal HS, Singh B, Husain FM, Arshad M, Adil M. Electrochemical synthesis and antimicrobial evaluation of some N-phenyl α-amino acids. RSC Adv 2023; 13:32063-32069. [PMID: 37920756 PMCID: PMC10618937 DOI: 10.1039/d3ra03592a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 10/10/2023] [Indexed: 11/04/2023] Open
Abstract
In the present report, the authors describe a synthetic route for the generation of N-phenyl amino acid derivatives using CO2via a C-C coupling reaction in an undivided cell containing a combination of Mg-Pt electrodes. The reactions were completed in a short time without the formation of any other side product. The final products were purified via a simple recrystallization procedure. The structures of the newly prepared compounds were established using advanced spectroscopic techniques including 1H, 13C NMR, IR, and ESI-MS. All the prepared derivatives show good-to-excellent activity when tested against bacterial and fungal strains. Interestingly, it was observed that the presence of polar groups (capable of forming H-bonds) such as -OH (4d) and -NO2 (4e) at the para position of the phenyl ring show activity equivalent to the standard drugs.
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Affiliation(s)
- Kishanpal Singh
- Department of Chemistry, Punjabi University Patiala 147002 Punjab India
| | - Neetu Singh
- Medicinal and Natural Product Laboratory, Department of Chemistry, Chandigarh University Gharuan 140413 Mohali Punjab India
| | - Harvinder Singh Sohal
- Medicinal and Natural Product Laboratory, Department of Chemistry, Chandigarh University Gharuan 140413 Mohali Punjab India
| | - Baljit Singh
- Department of Chemistry, Punjabi University Patiala 147002 Punjab India
| | - Fohad Mabood Husain
- Department of Food Science and Nutrition. College of Food and Agriculture Sciences, King Saud University Riyadh Kingdom of Saudi Arabia
| | - Mohammed Arshad
- Dental Health Department, College of Applied Medical Sciences, King Saud University Riyadh 11433 Kingdom of Saudi Arabia
| | - Mohd Adil
- Department of Environmental Sciences, Dalhousie University Truro NS Canada
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7
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Moustakas AK, Nguyen H, James EA, Papadopoulos GK. Autoimmune susceptible HLA class II motifs facilitate the presentation of modified neoepitopes to potentially autoreactive T cells. Cell Immunol 2023; 390:104729. [PMID: 37301094 DOI: 10.1016/j.cellimm.2023.104729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 03/27/2023] [Accepted: 05/11/2023] [Indexed: 06/12/2023]
Abstract
Rheumatoid arthritis (RA), multiple sclerosis (MS), type 1 diabetes (T1D), and celiac disease (CD), are strongly associated with susceptible HLA class II haplotypes. The peptide-binding pockets of these molecules are polymorphic, thus each HLA class II protein presents a distinct set of peptides to CD4+ T cells. Peptide diversity is increased through post-translational modifications, generating non-templated sequences that enhance HLA binding and/or T cell recognition. The high-risk HLA-DR alleles that confer susceptibility to RA are notable for their ability to accommodate citrulline, promoting responses to citrullinated self-antigens. Likewise, HLA-DQ alleles associated with T1D and CD favor the binding of deamidated peptides. In this review, we discuss structural features that promote modified self-epitope presentation, provide evidence supporting the relevance of T cell recognition of such antigens in disease processes, and make a case that interrupting the pathways that generate such epitopes and reprogramming neoepitope-specific T cells are key strategies for effective therapeutic intervention.
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Affiliation(s)
- Antonis K Moustakas
- Department of Food Science and Technology, Faculty of Environmental Sciences, Ionian University, GR26100 Argostoli, Cephalonia, Greece
| | - Hai Nguyen
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, USA
| | - Eddie A James
- Center for Translational Immunology, Benaroya Research Institute at Virginia Mason, Seattle, WA, USA.
| | - George K Papadopoulos
- Laboratory of Biophysics, Biochemistry, Bioprocessing and Bioproducts, Faculty of Agricultural Technology, Technological Educational Institute of Epirus, GR47100 Arta, Greece
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Donnarumma F, Tucci V, Ambrosino C, Altucci L, Carafa V. NAA60 (HAT4): the newly discovered bi-functional Golgi member of the acetyltransferase family. Clin Epigenetics 2022; 14:182. [PMID: 36539894 PMCID: PMC9769039 DOI: 10.1186/s13148-022-01402-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 12/07/2022] [Indexed: 12/24/2022] Open
Abstract
Chromatin structural organization, gene expression and proteostasis are intricately regulated in a wide range of biological processes, both physiological and pathological. Protein acetylation, a major post-translational modification, is tightly involved in interconnected biological networks, modulating the activation of gene transcription and protein action in cells. A very large number of studies describe the pivotal role of the so-called acetylome (accounting for more than 80% of the human proteome) in orchestrating different pathways in response to stimuli and triggering severe diseases, including cancer. NAA60/NatF (N-terminal acetyltransferase F), also named HAT4 (histone acetyltransferase type B protein 4), is a newly discovered acetyltransferase in humans modifying N-termini of transmembrane proteins starting with M-K/M-A/M-V/M-M residues and is also thought to modify lysine residues of histone H4. Because of its enzymatic features and unusual cell localization on the Golgi membrane, NAA60 is an intriguing acetyltransferase that warrants biochemical and clinical investigation. Although it is still poorly studied, this review summarizes current findings concerning the structural hallmarks and biological role of this novel targetable epigenetic enzyme.
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Affiliation(s)
- Federica Donnarumma
- grid.428067.f0000 0004 4674 1402Biogem, Molecular Biology and Genetics Research Institute, Ariano Irpino, Italy
| | - Valeria Tucci
- grid.428067.f0000 0004 4674 1402Biogem, Molecular Biology and Genetics Research Institute, Ariano Irpino, Italy ,grid.9841.40000 0001 2200 8888Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, Vico De Crecchio7, 80138 Naples, Italy
| | - Concetta Ambrosino
- grid.428067.f0000 0004 4674 1402Biogem, Molecular Biology and Genetics Research Institute, Ariano Irpino, Italy ,grid.47422.370000 0001 0724 3038Department of Science and Technology, University of Sannio, Benevento, Italy
| | - Lucia Altucci
- grid.428067.f0000 0004 4674 1402Biogem, Molecular Biology and Genetics Research Institute, Ariano Irpino, Italy ,grid.9841.40000 0001 2200 8888Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, Vico De Crecchio7, 80138 Naples, Italy
| | - Vincenzo Carafa
- grid.9841.40000 0001 2200 8888Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, Vico De Crecchio7, 80138 Naples, Italy
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Implications of Post-Translational Modifications in Autoimmunity with Emphasis on Citrullination, Homocitrullination and Acetylation for the Pathogenesis, Diagnosis and Prognosis of Rheumatoid Arthritis. Int J Mol Sci 2022; 23:ijms232415803. [PMID: 36555449 PMCID: PMC9781636 DOI: 10.3390/ijms232415803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 11/28/2022] [Accepted: 12/03/2022] [Indexed: 12/15/2022] Open
Abstract
Post-translational modifications (PTMs) influence cellular processes and consequently, their dysregulation is related to the etiologies of numerous diseases. It is widely known that a variety of autoimmune responses in human diseases depend on PTMs of self-proteins. In this review we summarize the latest findings about the role of PTMs in the generation of autoimmunity and, specifically, we address the most relevant PTMs in rheumatic diseases that occur in synovial tissue. Citrullination, homocitrullination (carbamylation) and acetylation are responsible for the generation of Anti-Modified Protein/Peptide Antibodies (AMPAs family), autoantibodies which have been implicated in the etiopathogenesis, diagnosis and prognosis of rheumatoid arthritis (RA). Synthetic peptides provide complete control over the exact epitopes presented as well as the specific positions in their sequence where post-translationally modified amino acids are located and are key to advancing the detection of serological RA biomarkers that could be useful to stratify RA patients in order to pursue a personalized rheumatology. In this review we specifically address the latest findings regarding synthetic peptides post-translationally modified for the specific detection of autoantibodies in RA patients.
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Yang ML, Kibbey RG, Mamula MJ. Biomarkers of autoimmunity and beta cell metabolism in type 1 diabetes. Front Immunol 2022; 13:1028130. [PMID: 36389721 PMCID: PMC9647083 DOI: 10.3389/fimmu.2022.1028130] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 10/13/2022] [Indexed: 09/10/2023] Open
Abstract
Posttranslational protein modifications (PTMs) are an inherent response to physiological changes causing altered protein structure and potentially modulating important biological functions of the modified protein. Besides cellular metabolic pathways that may be dictated by PTMs, the subtle change of proteins also may provoke immune attack in numerous autoimmune diseases. Type 1 diabetes (T1D) is a chronic autoimmune disease destroying insulin-producing beta cells within the pancreatic islets, a result of tissue inflammation to specific autoantigens. This review summarizes how PTMs arise and the potential pathological consequence of PTMs, with particular focus on specific autoimmunity to pancreatic beta cells and cellular metabolic dysfunction in T1D. Moreover, we review PTM-associated biomarkers in the prediction, diagnosis and in monitoring disease activity in T1D. Finally, we will discuss potential preventive and therapeutic approaches of targeting PTMs in repairing or restoring normal metabolic pathways in pancreatic islets.
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Affiliation(s)
- Mei-Ling Yang
- Section of Rheumatology, Allergy and Immunology, Department of Internal Medicine, Yale University, New Haven, CT, United States
| | - Richard G. Kibbey
- Section of Endocrinology, Department of Internal Medicine, Yale University, New Haven, CT, United States
| | - Mark J. Mamula
- Section of Rheumatology, Allergy and Immunology, Department of Internal Medicine, Yale University, New Haven, CT, United States
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11
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Silva-Costa LC, Smith BJ. Post-translational Modifications in Brain Diseases: A Future for Biomarkers. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2022; 1382:129-141. [DOI: 10.1007/978-3-031-05460-0_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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12
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Kumbale CM, Voit EO, Zhang Q. Emergence and Enhancement of Ultrasensitivity through Posttranslational Modulation of Protein Stability. Biomolecules 2021; 11:1741. [PMID: 34827739 PMCID: PMC8615576 DOI: 10.3390/biom11111741] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/15/2021] [Accepted: 11/18/2021] [Indexed: 02/07/2023] Open
Abstract
Signal amplification in biomolecular networks converts a linear input to a steeply sigmoid output and is central to a number of cellular functions including proliferation, differentiation, homeostasis, adaptation, and biological rhythms. One canonical signal amplifying motif is zero-order ultrasensitivity that is mediated through the posttranslational modification (PTM) cycle of signaling proteins. The functionality of this signaling motif has been examined conventionally by supposing that the total amount of the protein substrates remains constant, as by the classical Koshland-Goldbeter model. However, covalent modification of signaling proteins often results in changes in their stability, which affects the abundance of the protein substrates. Here, we use mathematical models to explore the signal amplification properties in such scenarios and report some novel aspects. Our analyses indicate that PTM-induced protein stabilization brings the enzymes closer to saturation. As a result, ultrasensitivity may emerge or is greatly enhanced, with a steeper sigmoidal response, higher magnitude, and generally longer response time. In cases where PTM destabilizes the protein, ultrasensitivity can be regained through changes in the activities of the involved enzymes or from increased protein synthesis. Importantly, ultrasensitivity is not limited to modified or unmodified protein substrates-when protein turnover is considered, the total free protein substrate can also exhibit ultrasensitivity under several conditions. When full enzymatic reactions are used instead of Michaelis-Menten kinetics for the modeling, the total free protein substrate can even exhibit nonmonotonic dose-response patterns. It is conceivable that cells use inducible protein stabilization as a strategy in the signaling network to boost signal amplification while saving energy by keeping the protein substrate levels low at basal conditions.
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Affiliation(s)
- Carla M. Kumbale
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 950 Atlantic Drive, Atlanta, GA 30332, USA;
| | - Eberhard O. Voit
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 950 Atlantic Drive, Atlanta, GA 30332, USA;
| | - Qiang Zhang
- Gangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, 1518 Clifton Rd, Atlanta, GA 30322, USA
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Babu N, Bhat MY, John AE, Chatterjee A. The role of proteomics in the multiplexed analysis of gene alterations in human cancer. Expert Rev Proteomics 2021; 18:737-756. [PMID: 34602018 DOI: 10.1080/14789450.2021.1984884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
INTRODUCTION Proteomics has played a pivotal role in identifying proteins perturbed in disease conditions when compared with healthy samples. Study of dysregulated proteins aids in identifying diagnostic markers and potential therapeutic targets. Cancer is an outcome of interplay of several such disarrayed proteins and molecular pathways which perturb cellular homeostasis, resulting in transformation. In this review, we discuss various facets of proteomic approaches, including tools and technological advancements, aiding in understanding differentially expressed molecules and signaling mechanisms. AREAS COVERED In this review, we have taken the approach of documenting the different methods of proteomic studies, ranging from labeling techniques, data analysis methods, and the nature of molecule detected. We summarize each technique and provide a glimpse of cancer research carried out using them, highlighting the advantages and drawbacks in comparison with others. Literature search using online resources, such as PubMed and Google Scholar were carried out for this approach. EXPERT OPINION Technological advancements in proteomics studies have come a long way from the study of two-dimensional mapping of proteins separated on gels in the early 1970s. Higher precision in molecular identification and quantification (high throughput), and greater number of samples analyzed have been the focus of researchers.
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Affiliation(s)
- Niraj Babu
- Institute of Bioinformatics, International Technology Park, Bangalore, Bangalore, 560066, India.,Manipal Academy of Higher Education (MAHE), Manipal, India
| | - Mohd Younis Bhat
- Institute of Bioinformatics, International Technology Park, Bangalore, Bangalore, 560066, India
| | | | - Aditi Chatterjee
- Institute of Bioinformatics, International Technology Park, Bangalore, Bangalore, 560066, India.,Manipal Academy of Higher Education (MAHE), Manipal, India
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14
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Computational Drug Repurposing Resources and Approaches for Discovering Novel Antifungal Drugs against Candida albicans N-Myristoyl Transferase. JOURNAL OF PURE AND APPLIED MICROBIOLOGY 2021. [DOI: 10.22207/jpam.15.2.49] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Candida albicans is a yeast that is an opportunistic fungal pathogen and also identified as ubiquitous polymorphic species that is mainly linked with major fungal infections in humans, particularly in the immunocompromised patients including transplant recipients, chemotherapy patients, HIV-infected patients as well as in low-birth-weight infants. Systemic Candida infections have a high mortality rate of around 29 to 76%. For reducing its infection, limited drugs are existing such as caspofungin, fluconazole, terbinafine, and amphotericin B, etc. which contain unlikable side effects and also toxic. This review intends to utilize advanced bioinformatics technologies such as Molecular docking, Scaffold hopping, Virtual screening, Pharmacophore modeling, Molecular dynamics (MD) simulation for the development of potentially new drug candidates with a drug-repurpose approach against Candida albicans within a limited time frame and also cost reductive.
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15
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Yang ML, Sodré FMC, Mamula MJ, Overbergh L. Citrullination and PAD Enzyme Biology in Type 1 Diabetes - Regulators of Inflammation, Autoimmunity, and Pathology. Front Immunol 2021; 12:678953. [PMID: 34140951 PMCID: PMC8204103 DOI: 10.3389/fimmu.2021.678953] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Accepted: 05/11/2021] [Indexed: 02/06/2023] Open
Abstract
The generation of post-translational modifications (PTMs) in human proteins is a physiological process leading to structural and immunologic variety in proteins, with potentially altered biological functions. PTMs often arise through normal responses to cellular stress, including general oxidative changes in the tissue microenvironment and intracellular stress to the endoplasmic reticulum or immune-mediated inflammatory stresses. Many studies have now illustrated the presence of 'neoepitopes' consisting of PTM self-proteins that induce robust autoimmune responses. These pathways of inflammatory neoepitope generation are commonly observed in many autoimmune diseases including systemic lupus erythematosus, rheumatoid arthritis, multiple sclerosis, and type 1 diabetes (T1D), among others. This review will focus on one specific PTM to self-proteins known as citrullination. Citrullination is mediated by calcium-dependent peptidylarginine deiminase (PAD) enzymes, which catalyze deimination, the conversion of arginine into the non-classical amino acid citrulline. PADs and citrullinated peptides have been associated with different autoimmune diseases, notably with a prominent role in the diagnosis and pathology of rheumatoid arthritis. More recently, an important role for PADs and citrullinated self-proteins has emerged in T1D. In this review we will provide a comprehensive overview on the pathogenic role for PADs and citrullination in inflammation and autoimmunity, with specific focus on evidence for their role in T1D. The general role of PADs in epigenetic and transcriptional processes, as well as their crucial role in histone citrullination, neutrophil biology and neutrophil extracellular trap (NET) formation will be discussed. The latter is important in view of increasing evidence for a role of neutrophils and NETosis in the pathogenesis of T1D. Further, we will discuss the underlying processes leading to citrullination, the genetic susceptibility factors for increased recognition of citrullinated epitopes by T1D HLA-susceptibility types and provide an overview of reported autoreactive responses against citrullinated epitopes, both of T cells and autoantibodies in T1D patients. Finally, we will discuss recent observations obtained in NOD mice, pointing to prevention of diabetes development through PAD inhibition, and the potential role of PAD inhibitors as novel therapeutic strategy in autoimmunity and in T1D in particular.
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Affiliation(s)
- Mei-Ling Yang
- Section of Rheumatology, Allergy and Clinical Immunology, Department of Internal Medicine, Yale University, New Haven, CT, United States
| | - Fernanda M C Sodré
- Department of Chronic Diseases, Metabolism and Ageing, Laboratory of Clinical and Experimental Endocrinology (CEE), KU Leuven, Leuven, Belgium
| | - Mark J Mamula
- Section of Rheumatology, Allergy and Clinical Immunology, Department of Internal Medicine, Yale University, New Haven, CT, United States
| | - Lut Overbergh
- Department of Chronic Diseases, Metabolism and Ageing, Laboratory of Clinical and Experimental Endocrinology (CEE), KU Leuven, Leuven, Belgium
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16
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Moosmann B, Schindeldecker M, Hajieva P. Cysteine, glutathione and a new genetic code: biochemical adaptations of the primordial cells that spread into open water and survived biospheric oxygenation. Biol Chem 2021; 401:213-231. [PMID: 31318686 DOI: 10.1515/hsz-2019-0232] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2019] [Accepted: 07/08/2019] [Indexed: 12/13/2022]
Abstract
Life most likely developed under hyperthermic and anaerobic conditions in close vicinity to a stable geochemical source of energy. Epitomizing this conception, the first cells may have arisen in submarine hydrothermal vents in the middle of a gradient established by the hot and alkaline hydrothermal fluid and the cooler and more acidic water of the ocean. To enable their escape from this energy-providing gradient layer, the early cells must have overcome a whole series of obstacles. Beyond the loss of their energy source, the early cells had to adapt to a loss of external iron-sulfur catalysis as well as to a formidable temperature drop. The developed solutions to these two problems seem to have followed the principle of maximum parsimony: Cysteine was introduced into the genetic code to anchor iron-sulfur clusters, and fatty acid unsaturation was installed to maintain lipid bilayer viscosity. Unfortunately, both solutions turned out to be detrimental when the biosphere became more oxidizing after the evolution of oxygenic photosynthesis. To render cysteine thiol groups and fatty acid unsaturation compatible with life under oxygen, numerous counter-adaptations were required including the advent of glutathione and the addition of the four latest amino acids (methionine, tyrosine, tryptophan, selenocysteine) to the genetic code. In view of the continued diversification of derived antioxidant mechanisms, it appears that modern life still struggles with the initially developed strategies to escape from its hydrothermal birthplace. Only archaea may have found a more durable solution by entirely exchanging their lipid bilayer components and rigorously restricting cysteine usage.
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Affiliation(s)
- Bernd Moosmann
- Evolutionary Biochemistry and Redox Medicine, Institute for Pathobiochemistry, University Medical Center of the Johannes Gutenberg University, D-55128 Mainz, Germany
| | - Mario Schindeldecker
- Evolutionary Biochemistry and Redox Medicine, Institute for Pathobiochemistry, University Medical Center of the Johannes Gutenberg University, D-55128 Mainz, Germany
| | - Parvana Hajieva
- Cellular Adaptation Group, Institute for Pathobiochemistry, University Medical Center of the Johannes Gutenberg University, D-55128 Mainz, Germany
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17
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Keenan EK, Zachman DK, Hirschey MD. Discovering the landscape of protein modifications. Mol Cell 2021; 81:1868-1878. [PMID: 33798408 DOI: 10.1016/j.molcel.2021.03.015] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Revised: 02/21/2021] [Accepted: 03/10/2021] [Indexed: 02/08/2023]
Abstract
Protein modifications modulate nearly every aspect of cell biology in organisms, ranging from Archaea to Eukaryotes. The earliest evidence of covalent protein modifications was found in the early 20th century by studying the amino acid composition of proteins by chemical hydrolysis. These discoveries challenged what defined a canonical amino acid. The advent and rapid adoption of mass-spectrometry-based proteomics in the latter part of the 20th century enabled a veritable explosion in the number of known protein modifications, with more than 500 discrete modifications counted today. Now, new computational tools in data science, machine learning, and artificial intelligence are poised to allow researchers to make significant progress in discovering new protein modifications and determining their function. In this review, we take an opportunity to revisit the historical discovery of key post-translational modifications, quantify the current landscape of covalent protein adducts, and assess the role that new computational tools will play in the future of this field.
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Affiliation(s)
- E Keith Keenan
- Duke Molecular Physiology Institute and Sarah W. Stedman Nutrition and Metabolism Center, Duke University Medical Center, Durham, NC 27701, USA; Department of Pharmacology & Cancer Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Derek K Zachman
- Duke Molecular Physiology Institute and Sarah W. Stedman Nutrition and Metabolism Center, Duke University Medical Center, Durham, NC 27701, USA
| | - Matthew D Hirschey
- Duke Molecular Physiology Institute and Sarah W. Stedman Nutrition and Metabolism Center, Duke University Medical Center, Durham, NC 27701, USA; Department of Pharmacology & Cancer Biology, Duke University Medical Center, Durham, NC 27710, USA; Division of Endocrinology, Metabolism, & Nutrition, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA.
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18
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Atukorala I, Mathivanan S. The Role of Post-Translational Modifications in Targeting Protein Cargo to Extracellular Vesicles. Subcell Biochem 2021; 97:45-60. [PMID: 33779913 DOI: 10.1007/978-3-030-67171-6_3] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Extracellular vesicles (EVs) are naturally occurring nanoparticles that contain proteins and nucleic acids. It is speculated that cells release EVs loaded with a selective cargo of proteins through highly regulated processes. Several proteomic and biochemical studies have highlighted phosphorylated, glycosylated, ubiquitinated, SUMOylated, oxidated and palmitoylated proteins within the EVs. Emerging evidences suggest that post-translational modifications (PTMs) can regulate the sorting of specific proteins into EVs and such proteins with specific PTMs have also been identified in clinical samples. Hence, it has been proposed that EV proteins with PTMs could be used as potential biomarkers of disease conditions. Among the other cellular mechanisms, the endosomal sorting complex required for transport (ESCRT) is also implicated in cargo sorting into EVs. In this chapter, various PTMs that are shown to regulate protein cargo sorting into EVs will be discussed.
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Affiliation(s)
- Ishara Atukorala
- Department of Biochemistry and Genetics, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, Victoria, Australia.
| | - Suresh Mathivanan
- Department of Biochemistry and Genetics, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, Victoria, Australia
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19
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Meng F, Liang Z, Zhao K, Luo C. Drug design targeting active posttranslational modification protein isoforms. Med Res Rev 2020; 41:1701-1750. [PMID: 33355944 DOI: 10.1002/med.21774] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 11/29/2020] [Accepted: 12/03/2020] [Indexed: 12/11/2022]
Abstract
Modern drug design aims to discover novel lead compounds with attractable chemical profiles to enable further exploration of the intersection of chemical space and biological space. Identification of small molecules with good ligand efficiency, high activity, and selectivity is crucial toward developing effective and safe drugs. However, the intersection is one of the most challenging tasks in the pharmaceutical industry, as chemical space is almost infinity and continuous, whereas the biological space is very limited and discrete. This bottleneck potentially limits the discovery of molecules with desirable properties for lead optimization. Herein, we present a new direction leveraging posttranslational modification (PTM) protein isoforms target space to inspire drug design termed as "Post-translational Modification Inspired Drug Design (PTMI-DD)." PTMI-DD aims to extend the intersections of chemical space and biological space. We further rationalized and highlighted the importance of PTM protein isoforms and their roles in various diseases and biological functions. We then laid out a few directions to elaborate the PTMI-DD in drug design including discovering covalent binding inhibitors mimicking PTMs, targeting PTM protein isoforms with distinctive binding sites from that of wild-type counterpart, targeting protein-protein interactions involving PTMs, and hijacking protein degeneration by ubiquitination for PTM protein isoforms. These directions will lead to a significant expansion of the biological space and/or increase the tractability of compounds, primarily due to precisely targeting PTM protein isoforms or complexes which are highly relevant to biological functions. Importantly, this new avenue will further enrich the personalized treatment opportunity through precision medicine targeting PTM isoforms.
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Affiliation(s)
- Fanwang Meng
- Drug Discovery and Design Center, the Center for Chemical Biology, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China.,Department of Chemistry and Chemical Biology, McMaster University, Hamilton, Ontario, Canada
| | - Zhongjie Liang
- Center for Systems Biology, Department of Bioinformatics, School of Biology and Basic Medical Sciences, Soochow University, Suzhou, China
| | - Kehao Zhao
- School of Pharmacy, Key Laboratory of Molecular Pharmacology and Drug Evaluation (Yantai University), Ministry of Education, Collaborative Innovation Center of Advanced Drug Delivery System and Biotech Drugs in Universities of Shandong, Yantai University, Yantai, China
| | - Cheng Luo
- Drug Discovery and Design Center, the Center for Chemical Biology, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
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20
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Martínez-Rodríguez S, Torres JM, Sánchez P, Ortega E. Overview on Multienzymatic Cascades for the Production of Non-canonical α-Amino Acids. Front Bioeng Biotechnol 2020; 8:887. [PMID: 32850740 PMCID: PMC7431475 DOI: 10.3389/fbioe.2020.00887] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Accepted: 07/09/2020] [Indexed: 12/11/2022] Open
Abstract
The 22 genetically encoded amino acids (AAs) present in proteins (the 20 standard AAs together with selenocysteine and pyrrolysine), are commonly referred as proteinogenic AAs in the literature due to their appearance in ribosome-synthetized polypeptides. Beyond the borders of this key set of compounds, the rest of AAs are generally named imprecisely as non-proteinogenic AAs, even when they can also appear in polypeptide chains as a result of post-transductional machinery. Besides their importance as metabolites in life, many of D-α- and L-α-"non-canonical" amino acids (NcAAs) are of interest in the biotechnological and biomedical fields. They have found numerous applications in the discovery of new medicines and antibiotics, drug synthesis, cosmetic, and nutritional compounds, or in the improvement of protein and peptide pharmaceuticals. In addition to the numerous studies dealing with the asymmetric synthesis of NcAAs, many different enzymatic pathways have been reported in the literature allowing for the biosynthesis of NcAAs. Due to the huge heterogeneity of this group of molecules, this review is devoted to provide an overview on different established multienzymatic cascades for the production of non-canonical D-α- and L-α-AAs, supplying neophyte and experienced professionals in this field with different illustrative examples in the literature. Whereas the discovery of new or newly designed enzymes is of great interest, dusting off previous enzymatic methodologies by a "back and to the future" strategy might accelerate the implementation of new or improved multienzymatic cascades.
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21
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Abstract
The aminoacyl-tRNA synthetases are an essential and universally distributed family of enzymes that plays a critical role in protein synthesis, pairing tRNAs with their cognate amino acids for decoding mRNAs according to the genetic code. Synthetases help to ensure accurate translation of the genetic code by using both highly accurate cognate substrate recognition and stringent proofreading of noncognate products. While alterations in the quality control mechanisms of synthetases are generally detrimental to cellular viability, recent studies suggest that in some instances such changes facilitate adaption to stress conditions. Beyond their central role in translation, synthetases are also emerging as key players in an increasing number of other cellular processes, with far-reaching consequences in health and disease. The biochemical versatility of the synthetases has also proven pivotal in efforts to expand the genetic code, further emphasizing the wide-ranging roles of the aminoacyl-tRNA synthetase family in synthetic and natural biology.
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Affiliation(s)
- Miguel Angel Rubio Gomez
- Center for RNA Biology, The Ohio State University, Columbus, Ohio 43210, USA Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA
| | - Michael Ibba
- Center for RNA Biology, The Ohio State University, Columbus, Ohio 43210, USA Department of Microbiology, The Ohio State University, Columbus, Ohio 43210, USA
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22
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Müller D, Trucks S, Schwalbe H, Hengesbach M. Genetic Code Expansion Facilitates Position-Selective Modification of Nucleic Acids and Proteins. Chempluschem 2020; 85:1233-1243. [PMID: 32515171 DOI: 10.1002/cplu.202000150] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 05/11/2020] [Indexed: 12/12/2022]
Abstract
Transcription and translation obey to the genetic code of four nucleobases and 21 amino acids evolved over billions of years. Both these processes have been engineered to facilitate the use of non-natural building blocks in both nucleic acids and proteins, enabling researchers with a decent toolbox for structural and functional analyses. Here, we review the most common approaches for how labeling of both nucleic acids as well as proteins in a site-selective fashion with either modifiable building blocks or spectroscopic probes can be facilitated by genetic code expansion. We emphasize methodological approaches and how these can be adapted for specific modifications, both during as well as after biomolecule synthesis. These modifications can facilitate, for example, a number of different spectroscopic analysis techniques and can under specific circumstances even be used in combination.
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Affiliation(s)
- Diana Müller
- Institute for Organic Chemistry and Chemical Biology, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt, Max-von-Laue-Strasse 7, 60438, Frankfurt am Main, Germany
| | - Sven Trucks
- Institute for Organic Chemistry and Chemical Biology, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt, Max-von-Laue-Strasse 7, 60438, Frankfurt am Main, Germany
| | - Harald Schwalbe
- Institute for Organic Chemistry and Chemical Biology, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt, Max-von-Laue-Strasse 7, 60438, Frankfurt am Main, Germany
| | - Martin Hengesbach
- Institute for Organic Chemistry and Chemical Biology, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt, Max-von-Laue-Strasse 7, 60438, Frankfurt am Main, Germany
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23
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Xu A, Zhang N, Cao J, Zhu H, Yang B, He Q, Shao X, Ying M. Post-translational modification of retinoic acid receptor alpha and its roles in tumor cell differentiation. Biochem Pharmacol 2020; 171:113696. [DOI: 10.1016/j.bcp.2019.113696] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Accepted: 11/05/2019] [Indexed: 12/22/2022]
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24
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Ramarathinam SH, Croft NP, Illing PT, Faridi P, Purcell AW. Employing proteomics in the study of antigen presentation: an update. Expert Rev Proteomics 2018; 15:637-645. [PMID: 30080115 DOI: 10.1080/14789450.2018.1509000] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
INTRODUCTION Our immune system discriminates self from non-self by examining the peptide cargo of human leukocyte antigen (HLA) molecules displayed on the cell surface. Successful recognition of HLA-bound non-self peptides can induce T cell responses leading to, for example, the destruction of infected cells. Today, largely due to advances in technology, we have an unprecedented capability to identify the nature of these presented peptides and unravel the true complexity of antigen presentation. Areas covered: In addition to conventional linear peptides, HLA molecules also present post-translationally modified sequences comprising a wealth of chemical and structural modifications, including a novel class of noncontiguous spliced peptides. This review focuses on these emerging themes in antigen presentation and how mass spectrometry in particular has contributed to a new view of the antigenic landscape that is presented to the immune system. Expert Commentary: Advances in the sensitivity of mass spectrometers and use of hybrid fragmentation technologies will provide more information-rich spectra of HLA bound peptides leading to more definitive identification of T cell epitopes. Coupled with improvements in sample preparation and new informatics workflows, studies will access novel classes of peptide antigen and allow interrogation of rare and clinically relevant samples.
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Affiliation(s)
- Sri H Ramarathinam
- a Department of Biochemistry and Molecular Biology and Infection and Immunity Program, Biomedicine Discovery Institute , Monash University , Clayton , VIC , Australia
| | - Nathan P Croft
- a Department of Biochemistry and Molecular Biology and Infection and Immunity Program, Biomedicine Discovery Institute , Monash University , Clayton , VIC , Australia
| | - Patricia T Illing
- a Department of Biochemistry and Molecular Biology and Infection and Immunity Program, Biomedicine Discovery Institute , Monash University , Clayton , VIC , Australia
| | - Pouya Faridi
- a Department of Biochemistry and Molecular Biology and Infection and Immunity Program, Biomedicine Discovery Institute , Monash University , Clayton , VIC , Australia
| | - Anthony W Purcell
- a Department of Biochemistry and Molecular Biology and Infection and Immunity Program, Biomedicine Discovery Institute , Monash University , Clayton , VIC , Australia
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25
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Tibbitt C, Falconer J, Stoop J, van Eden W, Robinson JH, Hilkens CMU. Reduced TCR-dependent activation through citrullination of a T-cell epitope enhances Th17 development by disruption of the STAT3/5 balance. Eur J Immunol 2017; 46:1633-43. [PMID: 27173727 PMCID: PMC4949576 DOI: 10.1002/eji.201546217] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Revised: 03/22/2016] [Accepted: 05/09/2016] [Indexed: 01/10/2023]
Abstract
Citrullination is a post‐translational modification of arginine that commonly occurs in inflammatory tissues. Because T‐cell receptor (TCR) signal quantity and quality can regulate T‐cell differentiation, citrullination within a T‐cell epitope has potential implications for T‐cell effector function. Here, we investigated how citrullination of an immunedominant T‐cell epitope affected Th17 development. Murine naïve CD4+ T cells with a transgenic TCR recognising p89‐103 of the G1 domain of aggrecan (agg) were co‐cultured with syngeneic bone marrow‐derived dendritic cells (BMDC) presenting the native or citrullinated peptides. In the presence of pro‐Th17 cytokines, the peptide citrullinated on residue 93 (R93Cit) significantly enhanced Th17 development whilst impairing the Th2 response, compared to the native peptide. T cells responding to R93Cit produced less IL‐2, expressed lower levels of the IL‐2 receptor subunit CD25, and showed reduced STAT5 phosphorylation, whilst STAT3 activation was unaltered. IL‐2 blockade in native p89‐103‐primed T cells enhanced the phosphorylated STAT3/STAT5 ratio, and concomitantly enhanced Th17 development. Our data illustrate how a post‐translational modification of a TCR contact point may promote Th17 development by altering the balance between STAT5 and STAT3 activation in responding T cells, and provide new insight into how protein citrullination may influence effector Th‐cell development in inflammatory disorders.
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Affiliation(s)
- Christopher Tibbitt
- Musculoskeletal Research Group, Institute of Cellular Medicine, Newcastle University, U.K
| | - Jane Falconer
- Rheumatology Research Group, School of Immunity and Infection, University of Birmingham, U.K.,Arthritis Research UK Rheumatoid Arthritis Pathogenesis Centre of Excellence (RACE), U.K
| | - Jeroen Stoop
- Department of Rheumatology, Leiden University, The Netherlands
| | - Willem van Eden
- Institute of Infectious Diseases and Immunology, Utrecht University, The Netherlands
| | - John H Robinson
- Musculoskeletal Research Group, Institute of Cellular Medicine, Newcastle University, U.K
| | - Catharien M U Hilkens
- Musculoskeletal Research Group, Institute of Cellular Medicine, Newcastle University, U.K.,Arthritis Research UK Rheumatoid Arthritis Pathogenesis Centre of Excellence (RACE), U.K
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26
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Dykhuizen DE, Mudd C, Honeycutt A, Hartl DL. POLYMORPHIC POSTTRANSLATIONAL MODIFICATION OF ALKALINE PHOSPHATASE INESCHERICHIA COLI. Evolution 2017; 39:1-7. [DOI: 10.1111/j.1558-5646.1985.tb04075.x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/1984] [Accepted: 06/22/1984] [Indexed: 11/29/2022]
Affiliation(s)
| | - Christy Mudd
- Department of Biology; Washington University School of Medicine; St. Louis MO 63110
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27
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Sharp JA, Brennan AJ, Polekhina G, Ascher DB, Lefevre C, Nicholas KR. Dimeric but not monomeric α-lactalbumin potentiates apoptosis by up regulation of ATF3 and reduction of histone deacetylase activity in primary and immortalised cells. Cell Signal 2017; 33:86-97. [DOI: 10.1016/j.cellsig.2017.02.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2016] [Revised: 02/02/2017] [Accepted: 02/06/2017] [Indexed: 11/25/2022]
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28
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Hanauer T, Hopkinson RJ, Patel K, Li Y, Correddu D, Kawamura A, Sarojini V, Leung IKH, Gruber T. Selective recognition of the di/trimethylammonium motif by an artificial carboxycalixarene receptor. Org Biomol Chem 2017; 15:1100-1105. [PMID: 28091667 DOI: 10.1039/c6ob02616h] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/11/2024]
Abstract
Chemical tools that recognise post-translational modifications have promising applications in biochemistry and in therapy. We report a simple carboxycalixarene that selectively binds molecules containing di/trimethylammonium moieties in isolation, in cell lysates and when incorporated in histone peptides. Our findings reveal the potential of using carboxycalixarene-based receptors to study epigenetic regulation.
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Affiliation(s)
- Thomas Hanauer
- Institute of Organic Chemistry, Technische Universität Bergakademie Freiberg, Leipziger Strasse 29, Freiberg, Sachsen, Germany.
| | - Richard J Hopkinson
- Chemistry Research Laboratory, Department of Chemistry, University of Oxford, 12 Mansfield Road, Oxford OX1 3TA, UK
| | - Kamal Patel
- School of Chemical Sciences and Centre for Green Chemical Science, The University of Auckland, Private Bag 92019, Auckland 1142, New Zealand.
| | - Yu Li
- School of Chemical Sciences and Centre for Green Chemical Science, The University of Auckland, Private Bag 92019, Auckland 1142, New Zealand.
| | - Danilo Correddu
- School of Chemical Sciences and Centre for Green Chemical Science, The University of Auckland, Private Bag 92019, Auckland 1142, New Zealand.
| | - Akane Kawamura
- Chemistry Research Laboratory, Department of Chemistry, University of Oxford, 12 Mansfield Road, Oxford OX1 3TA, UK
| | - Vijayalekshmi Sarojini
- School of Chemical Sciences and Centre for Green Chemical Science, The University of Auckland, Private Bag 92019, Auckland 1142, New Zealand.
| | - Ivanhoe K H Leung
- School of Chemical Sciences and Centre for Green Chemical Science, The University of Auckland, Private Bag 92019, Auckland 1142, New Zealand.
| | - Tobias Gruber
- Institute of Organic Chemistry, Technische Universität Bergakademie Freiberg, Leipziger Strasse 29, Freiberg, Sachsen, Germany.
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29
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Wieczorek M, Gührs KH, Heinzel T. Assessment of HDACi-Induced Acetylation of Nonhistone Proteins by Mass Spectrometry. Methods Mol Biol 2017; 1510:313-327. [PMID: 27761831 DOI: 10.1007/978-1-4939-6527-4_23] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Posttranslational acetylation of lysine residues has been discovered as multifaceted regulatory modification for various nuclear, cytoplasmic, and mitochondrial proteins. The implementation of high-resolution and high-throughput mass spectrometry (MS) approaches has led to the identification of a hitherto underappreciated, large number of acetylation sites for a broad spectrum of cellular proteins. In this chapter, we describe a comprehensive protocol for the purification of an in vivo-acetylated, ectopically expressed, FLAG-epitope tagged nonhistone protein through immunoprecipitation (IP). The protocol also covers the sample preparation by SDS-PAGE, proteolytic digestion, and the analysis by LC-ESI MS. The success of this methodology, however, strongly depends on the physico-chemical properties of the respective protein(s) and the quality of selected peptide mass spectra.
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Affiliation(s)
- Martin Wieczorek
- Department of Biochemistry, Center for Molecular Biomedicine (CMB), Friedrich Schiller University Jena, Hans-Knöll-Str. 2, Jena, 07745, Germany
| | - Karl-Heinz Gührs
- CF Proteomics, Leibniz Institute for Age Research-Fritz Lipmann Institute (FLI), Beutenberg-Str. 11, Jena, 07745, Germany
| | - Thorsten Heinzel
- Department of Biochemistry, Instituteof Biochemistry and Biophysics, CMB - Center for Molecular Biomedicine, Friedrich Schiller University Jena, Hans-Knöll-Str. 2, Jena, 07745, Germany.
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Lassowskat I, Hartl M, Hosp F, Boersema PJ, Mann M, Finkemeier I. Dimethyl-Labeling-Based Quantification of the Lysine Acetylome and Proteome of Plants. Methods Mol Biol 2017; 1653:65-81. [PMID: 28822126 DOI: 10.1007/978-1-4939-7225-8_5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Photorespiratory enzymes in different cellular compartments have been reported to be posttranslational modified by phosphorylation, disulfide formation, S-nitrosylation, glutathionylation, and lysine acetylation. However, not much is known yet about the function of these modifications to regulate the activities, localizations, or interactions of the proteins in this metabolic pathway. Hence, it will be of great importance to study these modifications and their temporal and conditional occurrence in more detail. Here, we focus on the analysis of lysine acetylation as a relatively newly discovered modification on plant metabolic enzymes. The acetylation of lysine residues within proteins is a highly conserved and reversible posttranslational modification which occurs in all living organisms. First discovered on histones and implied in the regulation of gene expression, lysine acetylation also occurs on a diverse set of cellular proteins in different subcellular compartments and is particularly abundant on metabolic enzymes. Upon lysine acetylation, the function of proteins can be modulated due to the loss of the positive charge of the lysine residue. Lysine acetylation was also discovered on proteins involved in photosynthesis and novel tools are needed to study the regulation of this modification in dependence on the environmental conditions, tissues, or plant genotype. This chapter describes a method for the identification and relative quantification of lysine-acetylated proteins in plant tissues using a dimethyl labeling technique combined with an anti-acetyl lysine antibody enrichment strategy. Here, we describe the protein purification, labeling of trypsinated peptides, as well as immuno-enrichment of lysine-acetylated peptides followed by liquid chromatography tandem mass spectrometry (LC-MS/MS) data acquisition and analysis.
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Affiliation(s)
- Ines Lassowskat
- Plant Proteomics, Max-Planck Institute for Plant Breeding Research, Carl-von-Linné Weg 10, 50829, Köln, Germany
| | - Markus Hartl
- Plant Proteomics, Max-Planck Institute for Plant Breeding Research, Carl-von-Linné Weg 10, 50829, Köln, Germany
- Mass Spectrometry Facility, Max F. Perutz Laboratories (MFPL), University of Vienna, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3, 1030, Vienna, Austria
| | - Fabian Hosp
- Proteomics and Signal Transduction, Max-Planck Institute of Biochemistry, Am Klopferspitz 18, 82152, Martinsried, Germany
| | - Paul J Boersema
- Proteomics and Signal Transduction, Max-Planck Institute of Biochemistry, Am Klopferspitz 18, 82152, Martinsried, Germany
- Department of Biology, Institute of Biochemistry, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland
| | - Matthias Mann
- Proteomics and Signal Transduction, Max-Planck Institute of Biochemistry, Am Klopferspitz 18, 82152, Martinsried, Germany
| | - Iris Finkemeier
- Plant Proteomics, Max-Planck Institute for Plant Breeding Research, Carl-von-Linné Weg 10, 50829, Köln, Germany.
- Institute of Plant Biology and Biotechnology, University of Münster, Schlossplatz 7, 48149, Münster, Germany.
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Lysine acetylation in mitochondria: From inventory to function. Mitochondrion 2016; 33:58-71. [PMID: 27476757 DOI: 10.1016/j.mito.2016.07.012] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2016] [Revised: 07/25/2016] [Accepted: 07/26/2016] [Indexed: 12/12/2022]
Abstract
Cellular signaling pathways are regulated in a highly dynamic fashion in order to quickly adapt to distinct environmental conditions. Acetylation of lysine residues represents a central process that orchestrates cellular metabolism and signaling. In mitochondria, acetylation seems to be the most prevalent post-translational modification, presumably linked to the compartmentation and high turnover of acetyl-CoA in this organelle. Similarly, the elevated pH and the higher concentration of metabolites in mitochondria seem to favor non-enzymatic lysine modifications, as well as other acylations. Hence, elucidating the mechanisms for metabolic control of protein acetylation is crucial for our understanding of cellular processes. Recent advances in mass spectrometry-based proteomics have considerably increased our knowledge of the regulatory scope of acetylation. Here, we review the current knowledge and functional impact of mitochondrial protein acetylation across species. We first cover the experimental approaches to identify and analyze lysine acetylation on a global scale, we then explore both commonalities and specific differences of plant and animal acetylomes and the evolutionary conservation of protein acetylation, as well as its particular impact on metabolism and diseases. Important future directions and technical challenges are discussed, and it is pointed out that the transfer of knowledge between species and diseases, both in technology and biology, is of particular importance for further advancements in this field.
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Grammatikakis I, Abdelmohsen K, Gorospe M. Posttranslational control of HuR function. WILEY INTERDISCIPLINARY REVIEWS-RNA 2016; 8. [PMID: 27307117 DOI: 10.1002/wrna.1372] [Citation(s) in RCA: 174] [Impact Index Per Article: 21.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2016] [Revised: 05/18/2016] [Accepted: 05/19/2016] [Indexed: 12/28/2022]
Abstract
The RNA-binding protein HuR (human antigen R) associates with numerous transcripts, coding and noncoding, and controls their splicing, localization, stability, and translation. Through its regulation of target transcripts, HuR has been implicated in cellular events including proliferation, senescence, differentiation, apoptosis, and the stress and immune responses. In turn, HuR influences processes such as cancer and inflammation. HuR function is primarily regulated through posttranslational modifications that alter its subcellular localization and its ability to bind target RNAs; such modifications include phosphorylation, methylation, ubiquitination, NEDDylation, and proteolytic cleavage. In this review, we describe the modifications that impact upon HuR function on gene expression programs and disease states. WIREs RNA 2017, 8:e1372. doi: 10.1002/wrna.1372 For further resources related to this article, please visit the WIREs website.
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Affiliation(s)
- Ioannis Grammatikakis
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Kotb Abdelmohsen
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Myriam Gorospe
- Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
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Hu C, Wang J. Method for Enzyme Design with Genetically Encoded Unnatural Amino Acids. Methods Enzymol 2016; 580:109-33. [DOI: 10.1016/bs.mie.2016.06.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/07/2023]
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The growing landscape of lysine acetylation links metabolism and cell signalling. Nat Rev Mol Cell Biol 2014; 15:536-50. [PMID: 25053359 DOI: 10.1038/nrm3841] [Citation(s) in RCA: 966] [Impact Index Per Article: 96.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Lysine acetylation is a conserved protein post-translational modification that links acetyl-coenzyme A metabolism and cellular signalling. Recent advances in the identification and quantification of lysine acetylation by mass spectrometry have increased our understanding of lysine acetylation, implicating it in many biological processes through the regulation of protein interactions, activity and localization. In addition, proteins are frequently modified by other types of acylations, such as formylation, butyrylation, propionylation, succinylation, malonylation, myristoylation, glutarylation and crotonylation. The intricate link between lysine acylation and cellular metabolism has been clarified by the occurrence of several such metabolite-sensitive acylations and their selective removal by sirtuin deacylases. These emerging findings point to new functions for different lysine acylations and deacylating enzymes and also highlight the mechanisms by which acetylation regulates various cellular processes.
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Moreno-Gonzalo O, Villarroya-Beltri C, Sánchez-Madrid F. Post-translational modifications of exosomal proteins. Front Immunol 2014; 5:383. [PMID: 25157254 PMCID: PMC4128227 DOI: 10.3389/fimmu.2014.00383] [Citation(s) in RCA: 79] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2014] [Accepted: 07/28/2014] [Indexed: 11/26/2022] Open
Abstract
Exosomes mediate intercellular communication and participate in many cell processes such as cancer progression, immune activation or evasion, and the spread of infection. Exosomes are small vesicles secreted to the extracellular environment through the release of intraluminal vesicles contained in multivesicular bodies (MVBs) upon the fusion of these MVBs with the plasma membrane. The composition of exosomes is not random, suggesting that the incorporation of cargo into them is a regulated process. However, the mechanisms that control the sorting of protein cargo into exosomes are currently elusive. Here, we review the post-translational modifications detected in exosomal proteins, and discuss their possible role in their specific sorting into exosomes.
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Affiliation(s)
- Olga Moreno-Gonzalo
- Vascular Biology and Inflammation Department, Centro Nacional de Investigaciones Cardiovasculares , Madrid , Spain ; Servicio de Inmunología, Hospital de la Princesa, Instituto de Investigación Sanitaria de la Princesa, Universidad Autónoma de Madrid , Madrid , Spain
| | - Carolina Villarroya-Beltri
- Vascular Biology and Inflammation Department, Centro Nacional de Investigaciones Cardiovasculares , Madrid , Spain ; Servicio de Inmunología, Hospital de la Princesa, Instituto de Investigación Sanitaria de la Princesa, Universidad Autónoma de Madrid , Madrid , Spain
| | - Francisco Sánchez-Madrid
- Vascular Biology and Inflammation Department, Centro Nacional de Investigaciones Cardiovasculares , Madrid , Spain ; Servicio de Inmunología, Hospital de la Princesa, Instituto de Investigación Sanitaria de la Princesa, Universidad Autónoma de Madrid , Madrid , Spain
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The Clinical Significance of Posttranslational Modification of Autoantigens. Clin Rev Allergy Immunol 2014; 47:73-90. [DOI: 10.1007/s12016-014-8424-0] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Li Y, Chi H, Xia L, Chu X. Accelerating the scoring module of mass spectrometry-based peptide identification using GPUs. BMC Bioinformatics 2014; 15:121. [PMID: 24773593 PMCID: PMC4049470 DOI: 10.1186/1471-2105-15-121] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2012] [Accepted: 04/23/2014] [Indexed: 11/10/2022] Open
Abstract
Background Tandem mass spectrometry-based database searching is currently the main method for protein identification in shotgun proteomics. The explosive growth of protein and peptide databases, which is a result of genome translations, enzymatic digestions, and post-translational modifications (PTMs), is making computational efficiency in database searching a serious challenge. Profile analysis shows that most search engines spend 50%-90% of their total time on the scoring module, and that the spectrum dot product (SDP) based scoring module is the most widely used. As a general purpose and high performance parallel hardware, graphics processing units (GPUs) are promising platforms for speeding up database searches in the protein identification process. Results We designed and implemented a parallel SDP-based scoring module on GPUs that exploits the efficient use of GPU registers, constant memory and shared memory. Compared with the CPU-based version, we achieved a 30 to 60 times speedup using a single GPU. We also implemented our algorithm on a GPU cluster and achieved an approximately favorable speedup. Conclusions Our GPU-based SDP algorithm can significantly improve the speed of the scoring module in mass spectrometry-based protein identification. The algorithm can be easily implemented in many database search engines such as X!Tandem, SEQUEST, and pFind. A software tool implementing this algorithm is available at http://www.comp.hkbu.edu.hk/~youli/ProteinByGPU.html
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Affiliation(s)
| | | | | | - Xiaowen Chu
- Department of Computer Science, Hong Kong Baptist University, Kowloon Tong, Hong Kong.
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Baer A, de Sena Oliveira I, Steinhagen M, Beck-Sickinger AG, Mayer G. Slime protein profiling: a non-invasive tool for species identification in Onychophora (velvet worms). J ZOOL SYST EVOL RES 2014. [DOI: 10.1111/jzs.12070] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Alexander Baer
- Animal Evolution and Development; Institute of Biology; University of Leipzig; Leipzig Germany
| | - Ivo de Sena Oliveira
- Animal Evolution and Development; Institute of Biology; University of Leipzig; Leipzig Germany
| | - Max Steinhagen
- Biochemistry and Bioorganic Chemistry; Institute of Biochemistry; University of Leipzig; Leipzig Germany
| | - Annette G. Beck-Sickinger
- Biochemistry and Bioorganic Chemistry; Institute of Biochemistry; University of Leipzig; Leipzig Germany
| | - Georg Mayer
- Animal Evolution and Development; Institute of Biology; University of Leipzig; Leipzig Germany
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Meringer M, Cleaves HJ, Freeland SJ. Beyond terrestrial biology: charting the chemical universe of α-amino acid structures. J Chem Inf Model 2013; 53:2851-62. [PMID: 24152173 DOI: 10.1021/ci400209n] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
α-Amino acids are fundamental to biochemistry as the monomeric building blocks with which cells construct proteins according to genetic instructions. However, the 20 amino acids of the standard genetic code represent a tiny fraction of the number of α-amino acid chemical structures that could plausibly play such a role, both from the perspective of natural processes by which life emerged and evolved, and from the perspective of human-engineered genetically coded proteins. Until now, efforts to describe the structures comprising this broader set, or even estimate their number, have been hampered by the complex combinatorial properties of organic molecules. Here, we use computer software based on graph theory and constructive combinatorics in order to conduct an efficient and exhaustive search of the chemical structures implied by two careful and precise definitions of the α-amino acids relevant to coded biological proteins. Our results include two virtual libraries of α-amino acid structures corresponding to these different approaches, comprising 121 044 and 3 846 structures, respectively, and suggest a simple approach to exploring much larger, as yet uncomputed, libraries of interest.
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Affiliation(s)
- Markus Meringer
- German Aerospace Center (DLR), Earth Observation Center (EOC) , Münchner Straße 20, D-82234 Oberpfaffenhofen-Wessling, Germany
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41
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Zhang Q, Bhattacharya S, Andersen ME. Ultrasensitive response motifs: basic amplifiers in molecular signalling networks. Open Biol 2013; 3:130031. [PMID: 23615029 PMCID: PMC3718334 DOI: 10.1098/rsob.130031] [Citation(s) in RCA: 131] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Multi-component signal transduction pathways and gene regulatory circuits underpin integrated cellular responses to perturbations. A recurring set of network motifs serve as the basic building blocks of these molecular signalling networks. This review focuses on ultrasensitive response motifs (URMs) that amplify small percentage changes in the input signal into larger percentage changes in the output response. URMs generally possess a sigmoid input–output relationship that is steeper than the Michaelis–Menten type of response and is often approximated by the Hill function. Six types of URMs can be commonly found in intracellular molecular networks and each has a distinct kinetic mechanism for signal amplification. These URMs are: (i) positive cooperative binding, (ii) homo-multimerization, (iii) multistep signalling, (iv) molecular titration, (v) zero-order covalent modification cycle and (vi) positive feedback. Multiple URMs can be combined to generate highly switch-like responses. Serving as basic signal amplifiers, these URMs are essential for molecular circuits to produce complex nonlinear dynamics, including multistability, robust adaptation and oscillation. These dynamic properties are in turn responsible for higher-level cellular behaviours, such as cell fate determination, homeostasis and biological rhythm.
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Affiliation(s)
- Qiang Zhang
- Center for Dose Response Modeling, Institute for Chemical Safety Sciences, The Hamner Institutes for Health Sciences, Research Triangle Park, NC 27709, USA.
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Abstract
The aminoacyl-tRNA synthetases (aaRSs) are essential components of the protein synthesis machinery responsible for defining the genetic code by pairing the correct amino acids to their cognate tRNAs. The aaRSs are an ancient enzyme family believed to have origins that may predate the last common ancestor and as such they provide insights into the evolution and development of the extant genetic code. Although the aaRSs have long been viewed as a highly conserved group of enzymes, findings within the last couple of decades have started to demonstrate how diverse and versatile these enzymes really are. Beyond their central role in translation, aaRSs and their numerous homologs have evolved a wide array of alternative functions both inside and outside translation. Current understanding of the emergence of the aaRSs, and their subsequent evolution into a functionally diverse enzyme family, are discussed in this chapter.
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Abstract
Peptidylarginine deiminases, or PADs, convert arginine residues to the non-ribosomally encoded amino acid citrulline in a variety of protein substrates. PAD4 is expressed in granulocytes and is essential for the formation of neutrophil extracellular traps (NETs) via PAD4-mediated histone citrullination. Citrullination of histones is thought to promote NET formation by inducing chromatin decondensation and facilitating the expulsion of chromosomal DNA that is coated with antimicrobial molecules. Numerous stimuli have been reported to lead to PAD4 activation and NET formation. However, how this signaling process proceeds and how PAD4 becomes activated in cells is largely unknown. Herein, we describe the various stimuli and signaling pathways that have been implicated in PAD4 activation and NET formation, including the role of reactive oxygen species generation. To provide a foundation for the above discussion, we first describe PAD4 structure and function, and how these studies led to the development of PAD-specific inhibitors. A comprehensive survey of the receptors and signaling pathways that regulate PAD4 activation will be important for our understanding of innate immunity, and the identification of signaling intermediates in PAD4 activation may also lead to the generation of pharmaceuticals to target NET-related pathogenesis.
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Affiliation(s)
- Amanda S. Rohrbach
- Department of Chemical Physiology, The Scripps Research InstituteLa Jolla, CA, USA
| | - Daniel J. Slade
- Department of Chemical Physiology, The Scripps Research InstituteLa Jolla, CA, USA
| | - Paul R. Thompson
- Department of Chemical Physiology, The Scripps Research InstituteLa Jolla, CA, USA
| | - Kerri A. Mowen
- Department of Chemical Physiology, The Scripps Research InstituteLa Jolla, CA, USA
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Xin F, Radivojac P. Post-translational modifications induce significant yet not extreme changes to protein structure. ACTA ACUST UNITED AC 2012; 28:2905-13. [PMID: 22947645 DOI: 10.1093/bioinformatics/bts541] [Citation(s) in RCA: 99] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
MOTIVATION A number of studies of individual proteins have shown that post-translational modifications (PTMs) are associated with structural rearrangements of their target proteins. Although such studies provide critical insights into the mechanics behind the dynamic regulation of protein function, they usually feature examples with relatively large conformational changes. However, with the steady growth of Protein Data Bank (PDB) and available PTM sites, it is now possible to more systematically characterize the role of PTMs as conformational switches. In this study, we ask (1) what is the expected extent of structural change upon PTM, (2) how often are those changes in fact substantial, (3) whether the structural impact is spatially localized or global and (4) whether different PTMs have different signatures. RESULTS We exploit redundancy in PDB and, using root-mean-square deviation, study the conformational heterogeneity of groups of protein structures corresponding to identical sequences in their unmodified and modified forms. We primarily focus on the two most abundant PTMs in PDB, glycosylation and phosphorylation, but show that acetylation and methylation have similar tendencies. Our results provide evidence that PTMs induce conformational changes at both local and global level. However, the proportion of large changes is unexpectedly small; only 7% of glycosylated and 13% of phosphorylated proteins undergo global changes >2 Å. Further analysis suggests that phosphorylation stabilizes protein structure by reducing global conformational heterogeneity by 25%. Overall, these results suggest a subtle but common role of allostery in the mechanisms through which PTMs affect regulatory and signaling pathways. CONTACT predrag@indiana.edu. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Fuxiao Xin
- School of Informatics and Computing, Indiana University, Bloomington, IN, USA
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The multifaceted oncoprotein Tax: subcellular localization, posttranslational modifications, and NF-κB activation. Adv Cancer Res 2012; 113:85-120. [PMID: 22429853 DOI: 10.1016/b978-0-12-394280-7.00003-8] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
The human T-cell lymphotropic virus type-I (HTLV-I) is the etiologic agent of adult T-cell leukemia/lymphoma (ATL) and of tropical spastic paraparesis/HTLV-I-associated myelopathy. Constitutive NF-κB activation by the viral oncoprotein Tax plays a crucial role in the induction and maintenance of cellular proliferation, transformation, and inhibition of apoptosis. In an attempt to provide a general view of the molecular mechanisms of constitutive Tax-induced NF-κB activation, we summarize in this review the recent body of literature that supports a major role for Tax posttranslational modifications, chiefly ubiquitination, and SUMOylation, in the NF-κB activity of Tax. These modifications indeed participate in the control of Tax subcellular localization and modulate its protein-protein interaction potential. Tax posttranslational modifications, which highlight the ability of HTLV-I to optimize its limited viral genome size, might represent an attractive target for the design of new therapies for ATL.
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Matsumoto H. Proteomics of Drosophila compound eyes: early studies, now, and the future--light-induced protein phosphorylation as an example. J Neurogenet 2012; 26:118-22. [PMID: 22794103 DOI: 10.3109/01677063.2012.691923] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
In the past three decades, efforts to understand the molecular mechanisms underlying photoreceptor transduction of the fruit fly Drosophila melanogaster experienced drastic waves of technological development that involve multiple areas of scientific disciplines; the multidisciplinary approach includes a classical genetic manipulation in which random mutations are created and phenotypes are screened, a modern genetics maneuver in which a specific gene relevant to a hypothesis is molecularly cloned and manipulated, and, more recently, direct studies of proteins by proteomics technologies in combination with modern molecular biology and electrophysiology. This paper will review efforts that originated three decades ago in Professor William L. Pak's laboratory at Purdue University to study proteins involved in the Drosophila photoreceptor transduction process and show the power of such multidisciplinary approach that involves collaboration between molecular genetics, electrophysiology, and proteomics.
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Affiliation(s)
- Hiroyuki Matsumoto
- Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA.
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47
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Kozlov IA, Thomsen ER, Munchel SE, Villegas P, Capek P, Gower AJ, Pond SJK, Chudin E, Chee MS. A highly scalable peptide-based assay system for proteomics. PLoS One 2012; 7:e37441. [PMID: 22701568 PMCID: PMC3373263 DOI: 10.1371/journal.pone.0037441] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2012] [Accepted: 04/19/2012] [Indexed: 11/18/2022] Open
Abstract
We report a scalable and cost-effective technology for generating and screening high-complexity customizable peptide sets. The peptides are made as peptide-cDNA fusions by in vitro transcription/translation from pools of DNA templates generated by microarray-based synthesis. This approach enables large custom sets of peptides to be designed in silico, manufactured cost-effectively in parallel, and assayed efficiently in a multiplexed fashion. The utility of our peptide-cDNA fusion pools was demonstrated in two activity-based assays designed to discover protease and kinase substrates. In the protease assay, cleaved peptide substrates were separated from uncleaved and identified by digital sequencing of their cognate cDNAs. We screened the 3,011 amino acid HCV proteome for susceptibility to cleavage by the HCV NS3/4A protease and identified all 3 known trans cleavage sites with high specificity. In the kinase assay, peptide substrates phosphorylated by tyrosine kinases were captured and identified by sequencing of their cDNAs. We screened a pool of 3,243 peptides against Abl kinase and showed that phosphorylation events detected were specific and consistent with the known substrate preferences of Abl kinase. Our approach is scalable and adaptable to other protein-based assays.
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Affiliation(s)
- Igor A Kozlov
- Prognosys Biosciences Inc., La Jolla, California, United States of America.
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Madhurantakam C, Duru AD, Sandalova T, Webb JR, Achour A. Inflammation-associated nitrotyrosination affects TCR recognition through reduced stability and alteration of the molecular surface of the MHC complex. PLoS One 2012; 7:e32805. [PMID: 22431983 PMCID: PMC3303804 DOI: 10.1371/journal.pone.0032805] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2011] [Accepted: 02/03/2012] [Indexed: 01/07/2023] Open
Abstract
Nitrotyrosination of proteins, a hallmark of inflammation, may result in the production of MHC-restricted neoantigens that can be recognized by T cells and bypass the constraints of immunological self-tolerance. Here we biochemically and structurally assessed how nitrotyrosination of the lymphocytic choriomeningitis virus (LCMV)-associated immunodominant MHC class I-restricted epitopes gp33 and gp34 alters T cell recognition in the context of both H-2Db and H-2Kb. Comparative analysis of the crystal structures of H-2Kb/gp34 and H-2Kb/NY-gp34 demonstrated that nitrotyrosination of p3Y in gp34 abrogates a hydrogen bond interaction formed with the H-2Kb residue E152. As a consequence the conformation of the TCR-interacting E152 was profoundly altered in H-2Kb/NY-gp34 when compared to H-2Kb/gp34, thereby modifying the surface of the nitrotyrosinated MHC complex. Furthermore, nitrotyrosination of gp34 resulted in structural over-packing, straining the overall conformation and considerably reducing the stability of the H-2Kb/NY-gp34 MHC complex when compared to H-2Kb/gp34. Our structural analysis also indicates that nitrotyrosination of the main TCR-interacting residue p4Y in gp33 abrogates recognition of H-2Db/gp33-NY complexes by H-2Db/gp33-specific T cells through sterical hindrance. In conclusion, this study provides the first structural and biochemical evidence for how MHC class I-restricted nitrotyrosinated neoantigens may enable viral escape and break immune tolerance.
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Affiliation(s)
- Chaithanya Madhurantakam
- Centre for Infectious Medicine, Department of Medicine Huddinge, Karolinska University Hospital Huddinge, Karolinska Institutet, Stockholm, Sweden
| | - Adil D. Duru
- Centre for Infectious Medicine, Department of Medicine Huddinge, Karolinska University Hospital Huddinge, Karolinska Institutet, Stockholm, Sweden
| | - Tatyana Sandalova
- Centre for Infectious Medicine, Department of Medicine Huddinge, Karolinska University Hospital Huddinge, Karolinska Institutet, Stockholm, Sweden
| | - John R. Webb
- Trev and Joyce Deeley Research Centre, British Columbia Cancer Agency, Victoria, British Columbia, Canada
| | - Adnane Achour
- Centre for Infectious Medicine, Department of Medicine Huddinge, Karolinska University Hospital Huddinge, Karolinska Institutet, Stockholm, Sweden
- * E-mail:
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Doyle HA, Mamula MJ. Autoantigenesis: the evolution of protein modifications in autoimmune disease. Curr Opin Immunol 2011; 24:112-8. [PMID: 22209691 DOI: 10.1016/j.coi.2011.12.003] [Citation(s) in RCA: 102] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2011] [Revised: 12/05/2011] [Accepted: 12/12/2011] [Indexed: 01/23/2023]
Abstract
Protein targets in autoimmune disease vary in location, originating within cells as in system lupus erythematosus (SLE), or found on cell surfaces or in extracellular spaces. The term 'autoantigenesis' is first defined here as the changes that arise in self-proteins as they break self-tolerance and trigger autoimmune B and/or T cell responses. As illustrated in many studies, between 50 and 90% of the proteins in the human body acquire post-translational modification. In some cases, it may be that these modifications are necessary for the biological functions of proteins of the cells in which they reside or as extracellular mediators. Summarized herein, it is clear that some post-translational modifications can create new self-antigens by altering immunologic processing and presentation. While many protein modifications exist, we will focus on those created, amplified, or altered in the context of inflammation or other immune system responses. Finally, we will address how post-translational modifications in self-antigens may affect the analyses of B and T cell specificity, current diagnostic techniques, and/or the development of immunotherapies for autoimmune diseases.
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Affiliation(s)
- Hester A Doyle
- Section of Rheumatology, Yale University School of Medicine, New Haven, CT, United States
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Cohen SM. Postsynthetic Methods for the Functionalization of Metal–Organic Frameworks. Chem Rev 2011; 112:970-1000. [DOI: 10.1021/cr200179u] [Citation(s) in RCA: 1788] [Impact Index Per Article: 137.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Seth M. Cohen
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, California 92093-0358, United States
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