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Ivanov SM, Tarasova OA, Poroikov VV. Transcriptome-based analysis of human peripheral blood reveals regulators of immune response in different viral infections. Front Immunol 2023; 14:1199482. [PMID: 37795081 PMCID: PMC10546413 DOI: 10.3389/fimmu.2023.1199482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 09/01/2023] [Indexed: 10/06/2023] Open
Abstract
Introduction There are difficulties in creating direct antiviral drugs for all viruses, including new, suddenly arising infections, such as COVID-19. Therefore, pathogenesis-directed therapy is often necessary to treat severe viral infections and comorbidities associated with them. Despite significant differences in the etiopathogenesis of viral diseases, in general, they are associated with significant dysfunction of the immune system. Study of common mechanisms of immune dysfunction caused by different viral infections can help develop novel therapeutic strategies to combat infections and associated comorbidities. Methods To identify common mechanisms of immune functions disruption during infection by nine different viruses (cytomegalovirus, Ebstein-Barr virus, human T-cell leukemia virus type 1, Hepatitis B and C viruses, human immunodeficiency virus, Dengue virus, SARS-CoV, and SARS-CoV-2), we analyzed the corresponding transcription profiles from peripheral blood mononuclear cells (PBMC) using the originally developed pipeline that include transcriptome data collection, processing, normalization, analysis and search for master regulators of several viral infections. The ten datasets containing transcription data from patients infected by nine viruses and healthy people were obtained from Gene Expression Omnibus. The analysis of the data was performed by Genome Enhancer pipeline. Results We revealed common pathways, cellular processes, and master regulators for studied viral infections. We found that all nine viral infections cause immune activation, exhaustion, cell proliferation disruption, and increased susceptibility to apoptosis. Using network analysis, we identified PBMC receptors, representing proteins at the top of signaling pathways that may be responsible for the observed transcriptional changes and maintain the current functional state of cells. Discussion The identified relationships between some of them and virus-induced alteration of immune functions are new and have not been found earlier, e.g., receptors for autocrine motility factor, insulin, prolactin, angiotensin II, and immunoglobulin epsilon. Modulation of the identified receptors can be investigated as one of therapeutic strategies for the treatment of severe viral infections.
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Affiliation(s)
- Sergey M. Ivanov
- Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, Russia
- Department of Bioinformatics, Pirogov Russian National Research Medical University, Moscow, Russia
| | - Olga A. Tarasova
- Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, Russia
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Pazoki R, Vujkovic M, Elliott J, Evangelou E, Gill D, Ghanbari M, van der Most PJ, Pinto RC, Wielscher M, Farlik M, Zuber V, de Knegt RJ, Snieder H, Uitterlinden AG, Lynch JA, Jiang X, Said S, Kaplan DE, Lee KM, Serper M, Carr RM, Tsao PS, Atkinson SR, Dehghan A, Tzoulaki I, Ikram MA, Herzig KH, Järvelin MR, Alizadeh BZ, O'Donnell CJ, Saleheen D, Voight BF, Chang KM, Thursz MR, Elliott P. Genetic analysis in European ancestry individuals identifies 517 loci associated with liver enzymes. Nat Commun 2021; 12:2579. [PMID: 33972514 PMCID: PMC8110798 DOI: 10.1038/s41467-021-22338-2] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 02/05/2021] [Indexed: 02/03/2023] Open
Abstract
Serum concentration of hepatic enzymes are linked to liver dysfunction, metabolic and cardiovascular diseases. We perform genetic analysis on serum levels of alanine transaminase (ALT), alkaline phosphatase (ALP) and gamma-glutamyl transferase (GGT) using data on 437,438 UK Biobank participants. Replication in 315,572 individuals from European descent from the Million Veteran Program, Rotterdam Study and Lifeline study confirms 517 liver enzyme SNPs. Genetic risk score analysis using the identified SNPs is strongly associated with serum activity of liver enzymes in two independent European descent studies (The Airwave Health Monitoring study and the Northern Finland Birth Cohort 1966). Gene-set enrichment analysis using the identified SNPs highlights involvement in liver development and function, lipid metabolism, insulin resistance, and vascular formation. Mendelian randomization analysis shows association of liver enzyme variants with coronary heart disease and ischemic stroke. Genetic risk score for elevated serum activity of liver enzymes is associated with higher fat percentage of body, trunk, and liver and body mass index. Our study highlights the role of molecular pathways regulated by the liver in metabolic disorders and cardiovascular disease.
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Affiliation(s)
- Raha Pazoki
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK.
- Division of Biomedical Sciences, Department of Life Sciences, College of Health, Medicine and Life Sciences, Brunel University London, Uxbridge, UK.
| | - Marijana Vujkovic
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Joshua Elliott
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- Royal Surrey County Hospital, Guildford, Surrey, UK
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
| | - Dipender Gill
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
- Department of Genetics, School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Peter J van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Rui Climaco Pinto
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- UK Dementia Research Institute, Imperial College London, London, UK
| | - Matthias Wielscher
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Matthias Farlik
- Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Verena Zuber
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
| | - Robert J de Knegt
- Department of Gastroenterology and Hepatology, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - André G Uitterlinden
- Department of Internal Medicine, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | | | - Julie A Lynch
- VA Salt Lake City Health Care System, Salt Lake City, UT, USA
- University of Massachusetts, Boston, MA, USA
| | - Xiyun Jiang
- Division of Biomedical Sciences, Department of Life Sciences, College of Health, Medicine and Life Sciences, Brunel University London, Uxbridge, UK
| | - Saredo Said
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
| | - David E Kaplan
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kyung Min Lee
- VA Salt Lake City Health Care System, Salt Lake City, UT, USA
- School of Medicine, University of Utah, Salt Lake City, UT, USA
| | - Marina Serper
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Rotonya M Carr
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Philip S Tsao
- VA Palo Alto Health Care System, Palo Alto, CA, USA
- School of Medicine, Stanford University, Stanford, CA, USA
| | - Stephen R Atkinson
- Division of Digestive Diseases, Department of Metabolism, Digestion & Reproduction, Imperial College London, London, UK
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- UK Dementia Research Institute, Imperial College London, London, UK
| | - Ioanna Tzoulaki
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Karl-Heinz Herzig
- Institute of Biomedicine, Medical Research Center Oulu, Oulu University, Oulu, Finland
- Oulu University Hospital, Oulu, Finland
- Institute of Pediatrics, Poznan University of Medical Sciences, Poznan, Poland
| | - Marjo-Riitta Järvelin
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK
- Center for Life Course Health Research, Faculty of Medicine, Oulu University, Oulu, Finland
- Department of Life Sciences, College of Health and Life Sciences, Brunel University London, Uxbridge, UK
- Unit of Primary Care, Oulu University Hospital, Oulu, Finland
| | - Behrooz Z Alizadeh
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Christopher J O'Donnell
- VA Boston Healthcare System, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Brigham Women's Hospital, Boston, MA, USA
| | - Danish Saleheen
- Departments of Medicine and Cardiology, Columbia University, New York City, NY, USA
| | - Benjamin F Voight
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kyong-Mi Chang
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mark R Thursz
- Division of Digestive Diseases, Department of Metabolism, Digestion & Reproduction, Imperial College London, London, UK
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, MRC Centre for Environment and Health, School of Public Health, London, UK.
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK.
- UK Dementia Research Institute, Imperial College London, London, UK.
- National Institute for Health Research, Imperial Biomedical Research Centre, Imperial College London, London, UK.
- Health Data Research UK at Imperial College London, London, UK.
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