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Lozano C, Pible O, Eschlimann M, Giraud M, Debroas S, Gaillard JC, Bellanger L, Taysse L, Armengaud J. Universal Identification of Pathogenic Viruses by Liquid Chromatography Coupled with Tandem Mass Spectrometry Proteotyping. Mol Cell Proteomics 2024; 23:100822. [PMID: 39084562 DOI: 10.1016/j.mcpro.2024.100822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 07/24/2024] [Accepted: 07/28/2024] [Indexed: 08/02/2024] Open
Abstract
Accurate and rapid identification of viruses is crucial for an effective medical diagnosis when dealing with infections. Conventional methods, including DNA amplification techniques or lateral-flow assays, are constrained to a specific set of targets to search for. In this study, we introduce a novel tandem mass spectrometry proteotyping-based method that offers a universal approach for the identification of pathogenic viruses and other components, eliminating the need for a priori knowledge of the sample composition. Our protocol relies on a time and cost-efficient peptide sample preparation, followed by an analysis with liquid chromatography coupled to high-resolution tandem mass spectrometry. As a proof of concept, we first assessed our method on publicly available shotgun proteomics datasets obtained from virus preparations and fecal samples of infected individuals. Successful virus identification was achieved with 53 public datasets, spanning 23 distinct viral species. Furthermore, we illustrated the method's capability to discriminate closely related viruses within the same sample, using alphaviruses as an example. The clinical applicability of our method was demonstrated by the accurate detection of the vaccinia virus in spiked saliva, a matrix of paramount clinical significance due to its non-invasive and easily obtainable nature. This innovative approach represents a significant advancement in pathogen detection and paves the way for enhanced diagnostic capabilities.
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Affiliation(s)
- Clément Lozano
- Département Médicaments et Technologies pour la Santé (DMTS), Université Paris-Saclay, CEA, INRAE, SPI, Bagnols-sur-Cèze, France.
| | - Olivier Pible
- Département Médicaments et Technologies pour la Santé (DMTS), Université Paris-Saclay, CEA, INRAE, SPI, Bagnols-sur-Cèze, France
| | - Marine Eschlimann
- Direction Générale de l'Armement Maîtrise NRBC, Vert-le-Petit, France
| | - Mathieu Giraud
- Direction Générale de l'Armement Maîtrise NRBC, Vert-le-Petit, France
| | - Stéphanie Debroas
- Département Médicaments et Technologies pour la Santé (DMTS), Université Paris-Saclay, CEA, INRAE, SPI, Bagnols-sur-Cèze, France
| | - Jean-Charles Gaillard
- Département Médicaments et Technologies pour la Santé (DMTS), Université Paris-Saclay, CEA, INRAE, SPI, Bagnols-sur-Cèze, France
| | - Laurent Bellanger
- Département Médicaments et Technologies pour la Santé (DMTS), Université Paris-Saclay, CEA, INRAE, SPI, Bagnols-sur-Cèze, France
| | - Laurent Taysse
- Direction Générale de l'Armement Maîtrise NRBC, Vert-le-Petit, France
| | - Jean Armengaud
- Département Médicaments et Technologies pour la Santé (DMTS), Université Paris-Saclay, CEA, INRAE, SPI, Bagnols-sur-Cèze, France.
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Vera-Peralta H, Najburg V, Combredet C, Douché T, Gianetto QG, Matondo M, Tangy F, Mura M, Komarova AV. Applying Reverse Genetics to Study Measles Virus Interactions with the Host. Methods Mol Biol 2024; 2808:89-103. [PMID: 38743364 DOI: 10.1007/978-1-0716-3870-5_7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
The study of virus-host interactions is essential to achieve a comprehensive understanding of the viral replication process. The commonly used methods are yeast two-hybrid approach and transient expression of a single tagged viral protein in host cells followed by affinity purification of interacting cellular proteins and mass spectrometry analysis (AP-MS). However, by these approaches, virus-host protein-protein interactions are detected in the absence of a real infection, not always correctly compartmentalized, and for the yeast two-hybrid approach performed in a heterologous system. Thus, some of the detected protein-protein interactions may be artificial. Here we describe a new strategy based on recombinant viruses expressing tagged viral proteins to capture both direct and indirect protein partners during the infection (AP-MS in viral context). This way, virus-host protein-protein interacting co-complexes can be purified directly from infected cells for further characterization.
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Affiliation(s)
- Heidy Vera-Peralta
- Institut Pasteur, Université Paris Cité, Innovation Lab: Vaccines, Paris, France
- Institut de recherche biomédicale des armées, Immunopathologie, Bretigny-sur-Orge, France
| | - Valerie Najburg
- Institut Pasteur, Université Paris Cité, Innovation Lab: Vaccines, Paris, France
| | - Chantal Combredet
- Institut Pasteur, Université Paris Cité, Innovation Lab: Vaccines, Paris, France
| | - Thibaut Douché
- Institut Pasteur, Université Paris Cité, Proteomics Platform, Mass Spectrometry for Biology, CNRS, Paris, France
| | - Quentin Giai Gianetto
- Institut Pasteur, Université Paris Cité, Proteomics Platform, Mass Spectrometry for Biology, CNRS, Paris, France
- Institut Pasteur, Université Paris Cité, Bioinformatics Hub, Paris, France
| | - Mariette Matondo
- Institut Pasteur, Université Paris Cité, Proteomics Platform, Mass Spectrometry for Biology, CNRS, Paris, France
| | | | - Marie Mura
- Institut Pasteur, Université Paris Cité, Innovation Lab: Vaccines, Paris, France
- Institut de recherche biomédicale des armées, Immunopathologie, Bretigny-sur-Orge, France
| | - Anastassia V Komarova
- Institut Pasteur, Université Paris Cité, Interactomics, RNA and Immunity Laboratory, Paris, France.
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3
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Jain J, Chaudhary Y, Gaur SK, Tembhurne P, Sekar SC, Dhanavelu M, Sehrawat S, Kaul R. Peste des petits ruminants virus non-structural V and C proteins interact with the NF-κB p65 subunit and modulate pro-inflammatory cytokine gene induction. J Gen Virol 2023; 104. [PMID: 37831061 DOI: 10.1099/jgv.0.001907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2023] Open
Abstract
Peste des petits ruminants virus (PPRV) is known to induce transient immunosuppression in infected small ruminants by modulating several cellular pathways involved in the antiviral immune response. Our study shows that the PPRV-coded non-structural proteins C and V can interact with the cellular NF-κB p65 subunit. The PPRV-C protein interacts with the transactivation domain (TAD) while PPRV-V interacts with the Rel homology domain (RHD) of the NF-κB p65 subunit. Both viral proteins can suppress the NF-κB transcriptional activity and NF-κB-mediated transcription of cellular genes. PPRV-V protein expression can significantly inhibit the nuclear translocation of NF-κB p65 upon TNF-α stimulation, whereas PPRV-C does not affect it. The NF-κB-mediated pro-inflammatory cytokine gene expression is significantly downregulated in cells expressing PPRV-C or PPRV-V protein. Our study provides evidence suggesting a role of PPRV non-structural proteins V and C in the modulation of NF-κB signalling through interaction with the NF-κB p65 subunit.
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Affiliation(s)
- Juhi Jain
- Department of Microbiology, University of Delhi, South Campus, New Delhi, India
| | - Yash Chaudhary
- Department of Microbiology, University of Delhi, South Campus, New Delhi, India
| | - Sharad Kumar Gaur
- Department of Microbiology, University of Delhi, South Campus, New Delhi, India
| | | | | | | | - Sharvan Sehrawat
- Indian Institute of Science Education and Research, Mohali, India
| | - Rajeev Kaul
- Department of Microbiology, University of Delhi, South Campus, New Delhi, India
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4
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Roy A, Chan Mine E, Gaifas L, Leyrat C, Volchkova VA, Baudin F, Martinez-Gil L, Volchkov VE, Karlin DG, Bourhis JM, Jamin M. Orthoparamyxovirinae C Proteins Have a Common Origin and a Common Structural Organization. Biomolecules 2023; 13:biom13030455. [PMID: 36979390 PMCID: PMC10046310 DOI: 10.3390/biom13030455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Revised: 02/21/2023] [Accepted: 02/22/2023] [Indexed: 03/06/2023] Open
Abstract
The protein C is a small viral protein encoded in an overlapping frame of the P gene in the subfamily Orthoparamyxovirinae. This protein, expressed by alternative translation initiation, is a virulence factor that regulates viral transcription, replication, and production of defective interfering RNA, interferes with the host-cell innate immunity systems and supports the assembly of viral particles and budding. We expressed and purified full-length and an N-terminally truncated C protein from Tupaia paramyxovirus (TupV) C protein (genus Narmovirus). We solved the crystal structure of the C-terminal part of TupV C protein at a resolution of 2.4 Å and found that it is structurally similar to Sendai virus C protein, suggesting that despite undetectable sequence conservation, these proteins are homologous. We characterized both truncated and full-length proteins by SEC-MALLS and SEC-SAXS and described their solution structures by ensemble models. We established a mini-replicon assay for the related Nipah virus (NiV) and showed that TupV C inhibited the expression of NiV minigenome in a concentration-dependent manner as efficiently as the NiV C protein. A previous study found that the Orthoparamyxovirinae C proteins form two clusters without detectable sequence similarity, raising the question of whether they were homologous or instead had originated independently. Since TupV C and SeV C are representatives of these two clusters, our discovery that they have a similar structure indicates that all Orthoparamyxovirine C proteins are homologous. Our results also imply that, strikingly, a STAT1-binding site is encoded by exactly the same RNA region of the P/C gene across Paramyxovirinae, but in different reading frames (P or C), depending on which cluster they belong to.
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Affiliation(s)
- Ada Roy
- Institut de Biologie Structurale, Université Grenoble Alpes, CNRS, CEA, 38000 Grenoble, France
| | - Emeric Chan Mine
- Molecular Basis of Viral Pathogenicity, Centre International de Recherche en Infectiologie (CIRI), INSERMU1111-CNRS UMR5308, Université Claude Bernard Lyon 1, ENS de Lyon, 69365 Lyon, France
| | - Lorenzo Gaifas
- Institut de Biologie Structurale, Université Grenoble Alpes, CNRS, CEA, 38000 Grenoble, France
| | - Cédric Leyrat
- Institut de Génomique Fonctionnelle, Université de Montpellier, CNRS, INSERM, 34094 Montpellier, France
| | - Valentina A. Volchkova
- Molecular Basis of Viral Pathogenicity, Centre International de Recherche en Infectiologie (CIRI), INSERMU1111-CNRS UMR5308, Université Claude Bernard Lyon 1, ENS de Lyon, 69365 Lyon, France
| | - Florence Baudin
- Structural and Computational Biology Unit, European Molecular Biology Laboratory (EMBL), 69117 Heidelberg, Germany
| | - Luis Martinez-Gil
- Department of Biochemistry and Molecular Biology, Institute for Biotechnology and Biomedicine (BIOTECMED), University of Valencia, 46010 Valencia, Spain
| | - Viktor E. Volchkov
- Molecular Basis of Viral Pathogenicity, Centre International de Recherche en Infectiologie (CIRI), INSERMU1111-CNRS UMR5308, Université Claude Bernard Lyon 1, ENS de Lyon, 69365 Lyon, France
| | - David G. Karlin
- Division Phytomedicine, Thaer-Institute of Agricultural and Horticultural Sciences, Humboldt-Universität zu Berlin, Lentzeallee 55/57, 14195 Berlin, Germany
- Correspondence: (D.G.K.); (J.-M.B.); (M.J.); Tel.: +33-4-57-42-86-36 (J.-M.B.); +33-4-76-20-94-62 (M.J.)
| | - Jean-Marie Bourhis
- Institut de Biologie Structurale, Université Grenoble Alpes, CNRS, CEA, 38000 Grenoble, France
- Correspondence: (D.G.K.); (J.-M.B.); (M.J.); Tel.: +33-4-57-42-86-36 (J.-M.B.); +33-4-76-20-94-62 (M.J.)
| | - Marc Jamin
- Institut de Biologie Structurale, Université Grenoble Alpes, CNRS, CEA, 38000 Grenoble, France
- Correspondence: (D.G.K.); (J.-M.B.); (M.J.); Tel.: +33-4-57-42-86-36 (J.-M.B.); +33-4-76-20-94-62 (M.J.)
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Amurri L, Reynard O, Gerlier D, Horvat B, Iampietro M. Measles Virus-Induced Host Immunity and Mechanisms of Viral Evasion. Viruses 2022; 14:v14122641. [PMID: 36560645 PMCID: PMC9781438 DOI: 10.3390/v14122641] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 11/15/2022] [Accepted: 11/24/2022] [Indexed: 11/29/2022] Open
Abstract
The immune system deploys a complex network of cells and signaling pathways to protect host integrity against exogenous threats, including measles virus (MeV). However, throughout its evolutionary path, MeV developed various mechanisms to disrupt and evade immune responses. Despite an available vaccine, MeV remains an important re-emerging pathogen with a continuous increase in prevalence worldwide during the last decade. Considerable knowledge has been accumulated regarding MeV interactions with the innate immune system through two antagonistic aspects: recognition of the virus by cellular sensors and viral ability to inhibit the induction of the interferon cascade. Indeed, while the host could use several innate adaptors to sense MeV infection, the virus is adapted to unsettle defenses by obstructing host cell signaling pathways. Recent works have highlighted a novel aspect of innate immune response directed against MeV unexpectedly involving DNA-related sensing through activation of the cGAS/STING axis, even in the absence of any viral DNA intermediate. In addition, while MeV infection most often causes a mild disease and triggers a lifelong immunity, its tropism for invariant T-cells and memory T and B-cells provokes the elimination of one primary shield and the pre-existing immunity against previously encountered pathogens, known as "immune amnesia".
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Affiliation(s)
- Lucia Amurri
- Centre International de Recherche en Infectiologie (CIRI), Team Immunobiology of Viral infections, Univ Lyon, Inserm, U1111, CNRS, UMR5308, Université Claude Bernard Lyon 1, Ecole Normale Supérieure de Lyon, 21 Avenue Tony Garnier, 69007 Lyon, France
| | - Olivier Reynard
- Centre International de Recherche en Infectiologie (CIRI), Team Immunobiology of Viral infections, Univ Lyon, Inserm, U1111, CNRS, UMR5308, Université Claude Bernard Lyon 1, Ecole Normale Supérieure de Lyon, 21 Avenue Tony Garnier, 69007 Lyon, France
| | - Denis Gerlier
- Centre International de Recherche en Infectiologie (CIRI), Team Neuro-Invasion, TROpism and VIRal Encephalitis, Univ Lyon, Inserm, U1111, CNRS, UMR5308, Université Claude Bernard Lyon 1, Ecole Normale Supérieure de Lyon, 69007 Lyon, France
| | - Branka Horvat
- Centre International de Recherche en Infectiologie (CIRI), Team Immunobiology of Viral infections, Univ Lyon, Inserm, U1111, CNRS, UMR5308, Université Claude Bernard Lyon 1, Ecole Normale Supérieure de Lyon, 21 Avenue Tony Garnier, 69007 Lyon, France
| | - Mathieu Iampietro
- Centre International de Recherche en Infectiologie (CIRI), Team Immunobiology of Viral infections, Univ Lyon, Inserm, U1111, CNRS, UMR5308, Université Claude Bernard Lyon 1, Ecole Normale Supérieure de Lyon, 21 Avenue Tony Garnier, 69007 Lyon, France
- Correspondence:
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6
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Zhu Q, Su M, Wei S, Shi D, Li L, Wang J, Sun H, Wang M, Li C, Guo D, Sun D. Up-regulated 60S ribosomal protein L18 in PEDV N protein-induced S-phase arrested host cells promotes viral replication. Virus Res 2022; 321:198916. [PMID: 36084747 PMCID: PMC9446558 DOI: 10.1016/j.virusres.2022.198916] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 09/04/2022] [Accepted: 09/05/2022] [Indexed: 12/24/2022]
Abstract
Coronavirus subverts the host cell cycle to create a favorable cellular environment that enhances viral replication in host cells. Previous studies have revealed that nucleocapsid (N) protein of the coronavirus porcine epidemic diarrhea virus (PEDV) interacts with p53 to induce cell cycle arrest in S-phase and promotes viral replication. However, the mechanism by which viral replication is increased in the PEDV N protein-induced S-phase arrested cells remains unknown. In the current study, the protein expression profiles of PEDV N protein-induced S-phase arrested Vero E6 cells and thymidine-induced S-phase arrested Vero E6 cells were characterized by tandem mass tag-labeled quantitative proteomic technology. The effect of differentially expressed proteins (DEPs) on PEDV replication was investigated. The results indicated that a total of 5709 proteins, including 20,560 peptides, were identified, of which 58 and 26 DEPs were identified in the PEDV N group and thymidine group, respectively (P < 0.05; ratio ≥ 1.2 or ≤ 0.8). The unique DEPs identified in the PEDV N group were mainly involved in DNA replication, transcription, and protein synthesis, of which 60S ribosomal protein L18 (RPL18) exhibited significantly up-regulated expression in the PEDV N protein-induced S-phase arrested Vero E6/IPEC-J2 cells and PEDV-infected IPEC-J2 cells (P < 0.05). Further studies revealed that the RPL18 protein could significantly enhance PEDV replication (P < 0.05). Our findings reveal a mechanism regarding increased viral replication when the PEDV N protein-induced host cells are in S-phase arrest. These data also provide evidence that PEDV maintains its own replication by utilizing protein synthesis-associated ribosomal proteins.
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Affiliation(s)
- Qinghe Zhu
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Mingjun Su
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China,Key Laboratory of Applied Technology on Green-Eco-Healthy Animal Husbandry of Zhejiang Province, Zhejiang Provincial Engineering Research Center for Animal Health Diagnostics and Advanced Technology, Zhejiang International Science and Technology Cooperation Base for Veterinary Medicine and Health Management, China-Australia Joint Laboratory for Animal Health Big Data Analytics, College of Animal Science and Technology and College of Veterinary Medicine of Zhejiang A&F University, 666 Wusu Street, Lin'an District, Hangzhou, Zhejiang 311300, China
| | - Shan Wei
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Da Shi
- State Key Laboratory of Veterinary Biotechnology, Harbin Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Harbin 150069, China
| | - Lu Li
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Jun Wang
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Haibo Sun
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Meijiao Wang
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Chunqiu Li
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Donghua Guo
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China
| | - Dongbo Sun
- College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, No. 5 Xinfeng Road, Sartu District, Daqing 163319, China,Corresponding author
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7
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Siering O, Cattaneo R, Pfaller CK. C Proteins: Controllers of Orderly Paramyxovirus Replication and of the Innate Immune Response. Viruses 2022; 14:v14010137. [PMID: 35062341 PMCID: PMC8778822 DOI: 10.3390/v14010137] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 01/07/2022] [Accepted: 01/09/2022] [Indexed: 01/07/2023] Open
Abstract
Particles of many paramyxoviruses include small amounts of proteins with a molecular weight of about 20 kDa. These proteins, termed “C”, are basic, have low amino acid homology and some secondary structure conservation. C proteins are encoded in alternative reading frames of the phosphoprotein gene. Some viruses express nested sets of C proteins that exert their functions in different locations: In the nucleus, they interfere with cellular transcription factors that elicit innate immune responses; in the cytoplasm, they associate with viral ribonucleocapsids and control polymerase processivity and orderly replication, thereby minimizing the activation of innate immunity. In addition, certain C proteins can directly bind to, and interfere with the function of, several cytoplasmic proteins required for interferon induction, interferon signaling and inflammation. Some C proteins are also required for efficient virus particle assembly and budding. C-deficient viruses can be grown in certain transformed cell lines but are not pathogenic in natural hosts. C proteins affect the same host functions as other phosphoprotein gene-encoded proteins named V but use different strategies for this purpose. Multiple independent systems to counteract host defenses may ensure efficient immune evasion and facilitate virus adaptation to new hosts and tissue environments.
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Affiliation(s)
- Oliver Siering
- Division of Veterinary Medicine, Paul-Ehrlich-Institute, 63225 Langen, Germany;
| | - Roberto Cattaneo
- Department of Molecular Medicine, Mayo Clinic, Rochester, MN 55906, USA
- Correspondence: (R.C.); (C.K.P.)
| | - Christian K. Pfaller
- Division of Veterinary Medicine, Paul-Ehrlich-Institute, 63225 Langen, Germany;
- Correspondence: (R.C.); (C.K.P.)
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8
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Matondo M, Dumas G, Maronde E. Analysis of the Human Pineal Proteome by Mass Spectrometry. Methods Mol Biol 2022; 2550:123-132. [PMID: 36180685 DOI: 10.1007/978-1-0716-2593-4_16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
The human pineal gland regulates the day-night dynamics of multiple physiological processes, especially through the secretion of melatonin. Recently, using mass spectrometry-based proteomics and dedicated analysis tools, we have identified regulated proteins and signaling pathways that differ between day and night and/or between control and autistic pineal glands. This large-scale proteomic approach is the method of choice to study proteins in a biological system globally. This chapter proposes a protocol for large-scale analysis of the pineal gland proteome.
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Affiliation(s)
- Mariette Matondo
- Institut Pasteur, Université de Paris, CNRS USR2000, Proteomics Platform, Mass Spectrometry for Biology Unit, Paris, France
| | - Guillaume Dumas
- Institut Pasteur, UMR 3571 CNRS, University Paris Diderot, Paris France, Human Genetics and Cognitive Functions, Paris, France
- Computational Psychiatry, Department of Psychiatry and Addiction, University of Montreal, Montreal, Canada
| | - Erik Maronde
- Institute for Anatomy II, Faculty of Medicine, Goethe University, Frankfurt, Germany.
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