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Zeng X, Qing J, Li CM, Lu J, Yamawaki T, Hsu YH, Vander Lugt B, Hsu H, Busby J, McDowell PJ, Jackson DJ, Djukanovic R, Matthews JG, Arron JR, Bradding P, Brightling CE, Chaudhuri R, Choy DF, Cowan D, Fowler SJ, Hardman TC, Harrison T, Howarth P, Lordan J, Mansur AH, Menzies-Gow A, Pavord ID, Walker S, Woodcock A, Heaney LG. Blood transcriptomic signature in type-2 biomarker-low severe asthma and asthma control. J Allergy Clin Immunol 2023; 152:876-886. [PMID: 37315813 DOI: 10.1016/j.jaci.2023.05.023] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 05/02/2023] [Accepted: 05/09/2023] [Indexed: 06/16/2023]
Abstract
BACKGROUND Patients with type-2 (T2) cytokine-low severe asthma often have persistent symptoms despite suppression of T2 inflammation with corticosteroids. OBJECTIVES We sought to analyze whole blood transcriptome from 738 samples in T2-biomarker-high/-low patients with severe asthma to relate transcriptomic signatures to T2 biomarkers and asthma symptom scores. METHODS Bulk RNA-seq data were generated for blood samples (baseline, week 24, week 48) from 301 participants recruited to a randomized clinical trial of corticosteroid optimization in severe asthma. Unsupervised clustering, differential gene expression analysis, and pathway analysis were performed. Patients were grouped by T2-biomarker status and symptoms. Associations between clinical characteristics and differentially expressed genes (DEGs) associated with biomarker and symptom levels were investigated. RESULTS Unsupervised clustering identified 2 clusters; cluster 2 patients were blood eosinophil-low/symptom-high and more likely to be receiving oral corticosteroids (OCSs). Differential gene expression analysis of these clusters, with and without stratification for OCSs, identified 2960 and 4162 DEGs, respectively. Six hundred twenty-seven of 2960 genes remained after adjusting for OCSs by subtracting OCS signature genes. Pathway analysis identified dolichyl-diphosphooligosaccharide biosynthesis and assembly of RNA polymerase I complex as significantly enriched pathways. No stable DEGs were associated with high symptoms in T2-biomarker-low patients, but numerous associated with elevated T2 biomarkers, including 15 that were upregulated at all time points irrespective of symptom level. CONCLUSIONS OCSs have a considerable effect on whole blood transcriptome. Differential gene expression analysis demonstrates a clear T2-biomarker transcriptomic signature, but no signature was found in association with T2-biomarker-low patients, including those with a high symptom burden.
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Affiliation(s)
- Xue Zeng
- Amgen Research, Amgen, Inc, South San Francisco, Calif
| | - Jing Qing
- Amgen Research, Amgen, Inc, South San Francisco, Calif
| | - Chi-Ming Li
- Amgen Research, Amgen, Inc, South San Francisco, Calif
| | - Jiamiao Lu
- Amgen Research, Amgen, Inc, South San Francisco, Calif
| | | | | | | | - Hailing Hsu
- Amgen Research, Amgen, Inc, Thousand Oaks, Calif
| | - John Busby
- Wellcome-Wolfson Centre for Experimental Medicine, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, United Kingdom
| | - P J McDowell
- Wellcome-Wolfson Centre for Experimental Medicine, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, United Kingdom
| | - David J Jackson
- Guy's & St Thomas' NHS Trust and Department of Asthma, Allergy & Lung Biology, Faculty of Life Sciences & Medicine, King's College London, London, United Kingdom
| | - Ratko Djukanovic
- School of Clinical and Experimental Sciences, University of Southampton, NIHR Southampton Biomedical Research Centre, Southampton, United Kingdom
| | | | | | - Peter Bradding
- Department of Respiratory Sciences, Institute for Lung Health and Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, United Kingdom
| | - Christopher E Brightling
- Department of Respiratory Sciences, Institute for Lung Health and Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, United Kingdom
| | - Rekha Chaudhuri
- Gartnavel General Hospital, Glasgow, and University of Glasgow, Glasgow, United Kingdom
| | | | - D Cowan
- NHS Greater Glasgow and Clyde, Stobhill Hospital, Glasgow, United Kingdom
| | - S J Fowler
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester, United Kingdom; Manchester Academic Health Science Centre and NIHR Manchester Biomedical Research Centre, Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
| | | | - Tim Harrison
- Nottingham Respiratory NIHR Biomedical Research Centre, University of Nottingham, Nottingham, United Kingdom
| | - Peter Howarth
- School of Clinical and Experimental Sciences, University of Southampton, NIHR Southampton Biomedical Research Centre, Southampton, United Kingdom
| | - James Lordan
- The Newcastle upon Tyne NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - A H Mansur
- University of Birmingham and Heartlands Hospital, University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
| | | | - Ian D Pavord
- Oxford Respiratory NIHR BRC, Nuffield Department of Medicine, The University of Oxford, Oxford, United Kingdom
| | - Samantha Walker
- Asthma UK & British Lung Foundation Partnership, London, United Kingdom
| | - Ashley Woodcock
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester, United Kingdom; Manchester Academic Health Science Centre and NIHR Manchester Biomedical Research Centre, Manchester University Hospitals NHS Foundation Trust, Manchester, United Kingdom
| | - Liam G Heaney
- Wellcome-Wolfson Centre for Experimental Medicine, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, United Kingdom.
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Bácsi A, Penyige A, Becs G, Benkő S, Kovács EG, Jenei C, Pócsi I, Balla J, Csernoch L, Balatoni I. Whole blood transcriptome characterization of young female triathlon athletes following an endurance exercise: a pilot study. Physiol Genomics 2022; 54:457-469. [PMID: 36250559 PMCID: PMC9762975 DOI: 10.1152/physiolgenomics.00090.2022] [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] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
The vast majority of studies focusing on the effects of endurance exercise on hematological parameters and leukocyte gene expression were performed in adult men, so our aim was to investigate these changes in young females. Four young (age 15.3 ± 1.3 yr) elite female athletes completed an exercise session, in which they accomplished the cycling and running disciplines of a junior triathlon race. Blood samples were taken immediately before the exercise, right after the exercise, and then 1, 2, and 7 days later. Analysis of cell counts and routine biochemical parameters were complemented by RNA sequencing (RNA-seq) to whole blood samples. The applied exercise load did not trigger remarkable changes in either cardiovascular or biochemical parameters; however, it caused a significant increase in the percentage of neutrophils and a significant reduction in the ratio of lymphocytes immediately after exercise. Furthermore, endurance exercise induced a characteristic gene expression pattern change in the blood transcriptome. Gene set enrichment analysis (GSEA) using the Reactome database revealed that the expression of genes involved in immune processes and neutrophil granulocyte activation was upregulated, whereas the expression of genes important in translation and rRNA metabolism was downregulated. Comparison of a set of immune cell gene signatures (ImSig) and our transcriptomic data identified 15 overlapping genes related to T-cell functions and involved in podosome formation and adhesion to the vessel wall. Our results suggest that RNA-seq to whole blood together with ImSig analysis are useful tools for the investigation of systemic responses to endurance exercise.
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Affiliation(s)
- Attila Bácsi
- 1Department of Immunology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - András Penyige
- 2Department of Human Genetics, Faculty of Medicine, Faculty of Pharmacy, University of Debrecen, Debrecen, Hungary
| | - Gergely Becs
- 3Division of Nephrology, Department of Internal Medicine, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Szilvia Benkő
- 4Department of Physiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Elek Gergő Kovács
- 4Department of Physiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary,5Doctoral School of Molecular Cellular and Immune Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Csaba Jenei
- 6Department of Cardiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - István Pócsi
- 7Department of Molecular Biotechnology and Microbiology, Institute of Biotechnology, Faculty of Science and Technology, University of Debrecen, Debrecen, Hungary
| | - József Balla
- 8Department of Internal Medicine, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - László Csernoch
- 4Department of Physiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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Bibert S, Guex N, Lourenco J, Brahier T, Papadimitriou-Olivgeris M, Damonti L, Manuel O, Liechti R, Götz L, Tschopp J, Quinodoz M, Vollenweider P, Pagani JL, Oddo M, Hügli O, Lamoth F, Erard V, Voide C, Delorenzi M, Rufer N, Candotti F, Rivolta C, Boillat-Blanco N, Bochud PY. Transcriptomic Signature Differences Between SARS-CoV-2 and Influenza Virus Infected Patients. Front Immunol 2021; 12:666163. [PMID: 34135895 PMCID: PMC8202013 DOI: 10.3389/fimmu.2021.666163] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 05/10/2021] [Indexed: 12/19/2022] Open
Abstract
The reason why most individuals with COVID-19 have relatively limited symptoms while other develop respiratory distress with life-threatening complications remains unknown. Increasing evidence suggests that COVID-19 associated adverse outcomes mainly rely on dysregulated immunity. Here, we compared transcriptomic profiles of blood cells from 103 patients with different severity levels of COVID-19 with that of 27 healthy and 22 influenza-infected individuals. Data provided a complete overview of SARS-CoV-2-induced immune signature, including a dramatic defect in IFN responses, a reduction of toxicity-related molecules in NK cells, an increased degranulation of neutrophils, a dysregulation of T cells, a dramatic increase in B cell function and immunoglobulin production, as well as an important over-expression of genes involved in metabolism and cell cycle in patients infected with SARS-CoV-2 compared to those infected with influenza viruses. These features also differed according to COVID-19 severity. Overall and specific gene expression patterns across groups can be visualized on an interactive website (https://bix.unil.ch/covid/). Collectively, these transcriptomic host responses to SARS-CoV-2 infection are discussed in the context of current studies, thereby improving our understanding of COVID-19 pathogenesis and shaping the severity level of COVID-19.
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Affiliation(s)
- Stéphanie Bibert
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Nicolas Guex
- Bioinformatics Competence Center, University of Lausanne, Lausanne, Switzerland
| | - Joao Lourenco
- SIB Swiss Institute of Bioinformatics and Department of Fundamenal Oncology, University of Lausanne, Lausanne, Switzerland
| | - Thomas Brahier
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | | | - Lauro Damonti
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
- Department of Infectious Diseases, Bern University Hospital, Bern, Switzerland
| | - Oriol Manuel
- Infectious Diseases Service and Transplantation Center, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Robin Liechti
- Bioinformatics Competence Center, University of Lausanne, Lausanne, Switzerland
- SIB Swiss Institute of Bioinformatics and Department of Fundamenal Oncology, University of Lausanne, Lausanne, Switzerland
| | - Lou Götz
- Bioinformatics Competence Center, University of Lausanne, Lausanne, Switzerland
- SIB Swiss Institute of Bioinformatics and Department of Fundamenal Oncology, University of Lausanne, Lausanne, Switzerland
| | - Jonathan Tschopp
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Mathieu Quinodoz
- Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland
- Department of Ophthalmology, University Hospital Basel, Basel, Switzerland
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
| | - Peter Vollenweider
- Internal Medicine Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Jean-Luc Pagani
- Department of Adult Intensive Care Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Mauro Oddo
- Department of Adult Intensive Care Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Olivier Hügli
- Emergency Department, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Frédéric Lamoth
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
- Department of Laboratory Medicine, Institute of Microbiology, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Véronique Erard
- Clinique de Médecine et spécialités, Infectiologie, Hôpital Fribourgeois-Fribourg, Fribourg, Switzerland
| | - Cathy Voide
- Department of Infectious Diseases, Central Institute, Valais Hospital, Sion, Switzerland
| | - Mauro Delorenzi
- SIB Swiss Institute of Bioinformatics and Department of Fundamenal Oncology, University of Lausanne, Lausanne, Switzerland
- Department of Oncology, University Hospital and University of Lausanne, Epalinges, Switzerland
| | - Nathalie Rufer
- Department of Oncology, University Hospital and University of Lausanne, Epalinges, Switzerland
| | - Fabio Candotti
- Division of Immunology and Allergy, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Carlo Rivolta
- Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland
- Department of Ophthalmology, University Hospital Basel, Basel, Switzerland
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
| | - Noémie Boillat-Blanco
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Pierre-Yves Bochud
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
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Bednarz-Misa I, Neubauer K, Zacharska E, Kapturkiewicz B, Krzystek-Korpacka M. Whole blood ACTB, B2M and GAPDH expression reflects activity of inflammatory bowel disease, advancement of colorectal cancer, and correlates with circulating inflammatory and angiogenic factors: Relevance for real-time quantitative PCR. ADV CLIN EXP MED 2020; 29:547-556. [PMID: 32424999 DOI: 10.17219/acem/118845] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
BACKGROUND The effect of bowel inflammation and cancer on the expression of the most prevalent internal controls: ACTB, GAPDH and B2M in whole blood is unknown, although at least GAPDH occurred to be tightly regulated and suspected of supporting cancer growth, challenging its suitability as a reference. OBJECTIVES To evaluate the effect of colorectal cancer (CRC) and active inflammatory bowel disease (IBD) on the stability of ACTB, B2M, GAPDH, HPRT1, SDHA, and TBP leukocyte expression. MATERIAL AND METHODS Gene expression in controls and CRC and IBD patients (n = 21/18/25) was evaluated in real-time quantitative polymerase chain reaction (RT-qPCR) using NormFinder, geNorm, BestKeeper, and comparative ΔCt method, and validated by comparison with absolute quantification of interleukin 1β (IL-1β) and CCL4. RESULTS HPRT1, SDHA and TBP were superior normalizers in CRC and IBD. The highest expression variability was noted in active IBD. B2M was significantly lower in CRC but higher in IBD. GAPDH was higher in CRC and IBD. ACTB and GAPDH corresponded with CRC advancement (ρ = 0.52 and ρ = 0.53) and with clinical activity in Crohn's disease (ρ = 0.44 and ρ = 0.57) and ulcerative colitis (GAPDH: ρ = 0.72). ACTB, B2M and GAPDH correlated with circulating inflammatory/angiogenic indices, differently in IBD and CRC. CONCLUSIONS Leukocyte GAPDH, ACTB, and B2M expression is affected by bowel inflammation and cancer, rendering them unsuitable as a reference in CRC and IBD.
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Affiliation(s)
| | - Katarzyna Neubauer
- Department of Gastroenterology and Hepatology, Wroclaw Medical University, Poland
| | - Ewa Zacharska
- Department of Food Hygiene and Consumer Health, Wrocław University of Environmental and Life Sciences, Poland
| | - Bartosz Kapturkiewicz
- First Department of Oncological Surgery of Lower Silesian Oncology Center, Wrocław, Poland
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