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Curion F, Wu X, Heumos L, André MMG, Halle L, Ozols M, Grant-Peters M, Rich-Griffin C, Yeung HY, Dendrou CA, Schiller HB, Theis FJ. hadge: a comprehensive pipeline for donor deconvolution in single-cell studies. Genome Biol 2024; 25:109. [PMID: 38671451 PMCID: PMC11055383 DOI: 10.1186/s13059-024-03249-z] [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: 08/08/2023] [Accepted: 04/16/2024] [Indexed: 04/28/2024] Open
Abstract
Single-cell multiplexing techniques (cell hashing and genetic multiplexing) combine multiple samples, optimizing sample processing and reducing costs. Cell hashing conjugates antibody-tags or chemical-oligonucleotides to cell membranes, while genetic multiplexing allows to mix genetically diverse samples and relies on aggregation of RNA reads at known genomic coordinates. We develop hadge (hashing deconvolution combined with genotype information), a Nextflow pipeline that combines 12 methods to perform both hashing- and genotype-based deconvolution. We propose a joint deconvolution strategy combining best-performing methods and demonstrate how this approach leads to the recovery of previously discarded cells in a nuclei hashing of fresh-frozen brain tissue.
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Affiliation(s)
- Fabiola Curion
- Institute of Computational Biology, Computational Health Center, Helmholtz Munich, Neuherberg, Germany
- Department of Mathematics, School of Computation, Information and Technology, Technical University of Munich, Garching, Germany
| | - Xichen Wu
- Institute of Computational Biology, Computational Health Center, Helmholtz Munich, Neuherberg, Germany
- Department of Mathematics, School of Computation, Information and Technology, Technical University of Munich, Garching, Germany
| | - Lukas Heumos
- Institute of Computational Biology, Computational Health Center, Helmholtz Munich, Neuherberg, Germany
- Comprehensive Pneumology Center, German Center for Lung Research (DZL), Munich, Germany
- TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
| | - Mylene Mariana Gonzales André
- Institute of Computational Biology, Computational Health Center, Helmholtz Munich, Neuherberg, Germany
- Department of Mathematics, School of Computation, Information and Technology, Technical University of Munich, Garching, Germany
| | - Lennard Halle
- Institute of Computational Biology, Computational Health Center, Helmholtz Munich, Neuherberg, Germany
| | - Matiss Ozols
- Wellcome Sanger Institute, Hinxton, UK
- School of Cell Matrix and Regenerative Medicine, The University of Manchester, Manchester, UK
| | - Melissa Grant-Peters
- Nuffield Department of Medicine, Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Charlotte Rich-Griffin
- Nuffield Department of Medicine, Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Hing-Yuen Yeung
- Nuffield Department of Medicine, Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Calliope A Dendrou
- Nuffield Department of Medicine, Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, The Kennedy Institute of Rheumatology, University of Oxford, Oxford, UK
| | - Herbert B Schiller
- Comprehensive Pneumology Center, German Center for Lung Research (DZL), Munich, Germany
- Research Unit Precision Regenerative Medicine, Helmholtz Munich, Neuherberg, Germany
- Institute of Experimental Pneumology, LMU University Hospital, Ludwig-Maximilians University, Munich, Germany
| | - Fabian J Theis
- Institute of Computational Biology, Computational Health Center, Helmholtz Munich, Neuherberg, Germany.
- Department of Mathematics, School of Computation, Information and Technology, Technical University of Munich, Garching, Germany.
- TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany.
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2
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Osborne R, Rehneke L, Lehmann S, Roberts J, Altmann M, Altmann S, Zhang Y, Köpff E, Dominguez-Ferreras A, Okechukwu E, Sergaki C, Rich-Griffin C, Ntoukakis V, Eichmann R, Shan W, Falter-Braun P, Schäfer P. Symbiont-host interactome mapping reveals effector-targeted modulation of hormone networks and activation of growth promotion. Nat Commun 2023; 14:4065. [PMID: 37429856 DOI: 10.1038/s41467-023-39885-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Accepted: 06/27/2023] [Indexed: 07/12/2023] Open
Abstract
Plants have benefited from interactions with symbionts for coping with challenging environments since the colonisation of land. The mechanisms of symbiont-mediated beneficial effects and similarities and differences to pathogen strategies are mostly unknown. Here, we use 106 (effector-) proteins, secreted by the symbiont Serendipita indica (Si) to modulate host physiology, to map interactions with Arabidopsis thaliana host proteins. Using integrative network analysis, we show significant convergence on target-proteins shared with pathogens and exclusive targeting of Arabidopsis proteins in the phytohormone signalling network. Functional in planta screening and phenotyping of Si effectors and interacting proteins reveals previously unknown hormone functions of Arabidopsis proteins and direct beneficial activities mediated by effectors in Arabidopsis. Thus, symbionts and pathogens target a shared molecular microbe-host interface. At the same time Si effectors specifically target the plant hormone network and constitute a powerful resource for elucidating the signalling network function and boosting plant productivity.
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Affiliation(s)
- Rory Osborne
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
- School of Biosciences, University of Birmingham, Edgbaston, B15 2TT, UK
| | - Laura Rehneke
- Institute of Phytopathology, Research Centre for BioSystems, Land Use and Nutrition, Justus Liebig University, 35392, Giessen, Germany
| | - Silke Lehmann
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
- Laboratory of Biotechnology and Marine Chemistry LBCM, EA3884, IUEM, Southern Brittany University, 56000, Vannes, France
| | - Jemma Roberts
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | - Melina Altmann
- Institute of Network Biology, Molecular Targets and Therapeutics Center, Helmholtz Munich, 85764, Munich-Neuherberg, Germany
| | - Stefan Altmann
- Institute of Network Biology, Molecular Targets and Therapeutics Center, Helmholtz Munich, 85764, Munich-Neuherberg, Germany
| | - Yingqi Zhang
- State Key Laboratory of Crop Stress Biology in Arid Areas and College of Agronomy, Northwest A&F University, Yangling, 712100, China
| | - Eva Köpff
- Institute of Molecular Botany, Ulm University, 89069, Ulm, Germany
| | | | - Emeka Okechukwu
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | - Chrysi Sergaki
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | | | - Vardis Ntoukakis
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | - Ruth Eichmann
- Institute of Phytopathology, Research Centre for BioSystems, Land Use and Nutrition, Justus Liebig University, 35392, Giessen, Germany
| | - Weixing Shan
- State Key Laboratory of Crop Stress Biology in Arid Areas and College of Agronomy, Northwest A&F University, Yangling, 712100, China
| | - Pascal Falter-Braun
- Institute of Network Biology, Molecular Targets and Therapeutics Center, Helmholtz Munich, 85764, Munich-Neuherberg, Germany.
- Microbe-Host Interactions, Faculty of Biology, Ludwig-Maximilians-University München, 82152, Planegg-Martinsried, Germany.
| | - Patrick Schäfer
- Institute of Phytopathology, Research Centre for BioSystems, Land Use and Nutrition, Justus Liebig University, 35392, Giessen, Germany.
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3
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Schang AL, Van Steenwinckel J, Ioannidou ZS, Lipecki J, Rich-Griffin C, Woolley-Allen K, Dyer N, Le Charpentier T, Schäfer P, Fleiss B, Ott S, Sabéran-Djoneidi D, Mezger V, Gressens P. Epigenetic priming of immune/inflammatory pathways activation and abnormal activity of cell cycle pathway in a perinatal model of white matter injury. Cell Death Dis 2022; 13:1038. [PMID: 36513635 PMCID: PMC9748018 DOI: 10.1038/s41419-022-05483-4] [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] [Received: 05/24/2022] [Revised: 11/10/2022] [Accepted: 11/29/2022] [Indexed: 12/15/2022]
Abstract
Prenatal inflammatory insults accompany prematurity and provoke diffuse white matter injury (DWMI), which is associated with increased risk of neurodevelopmental pathologies, including autism spectrum disorders. DWMI results from maturation arrest of oligodendrocyte precursor cells (OPCs), a process that is poorly understood. Here, by using a validated mouse model of OPC maturation blockade, we provide the genome-wide ID card of the effects of neuroinflammation on OPCs that reveals the architecture of global cell fate issues underlining their maturation blockade. First, we find that, in OPCs, neuroinflammation takes advantage of a primed epigenomic landscape and induces abnormal overexpression of genes of the immune/inflammatory pathways: these genes strikingly exhibit accessible chromatin conformation in uninflamed OPCs, which correlates with their developmental, stage-dependent expression, along their normal maturation trajectory, as well as their abnormal upregulation upon neuroinflammation. Consistently, we observe the positioning on DNA of key transcription factors of the immune/inflammatory pathways (IRFs, NFkB), in both unstressed and inflamed OPCs. Second, we show that, in addition to the general perturbation of the myelination program, neuroinflammation counteracts the physiological downregulation of the cell cycle pathway in maturing OPCs. Neuroinflammation therefore perturbs cell identity in maturing OPCs, in a global manner. Moreover, based on our unraveling of the activity of genes of the immune/inflammatory pathways in prenatal uninflamed OPCs, the mere suppression of these proinflammatory mediators, as currently proposed in the field, may not be considered as a valid neurotherapeutic strategy.
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Affiliation(s)
- Anne-Laure Schang
- grid.464155.7Université Paris Cité, Epigenetics and Cell Fate, CNRS, F-75013 Paris, France ,grid.513208.dUniversité Paris Cité, NeuroDiderot, Inserm, F-75019 Paris, France ,grid.7429.80000000121866389Present Address: Inserm, UMR1153, Epidemiology and Biostatistics Sorbonne Paris Cité Center (CRESS) HERA team. Université Paris Cité, Faculté de Santé, Faculté de Pharmacie de Paris, 4 avenue de l’Observatoire, 75006 Paris, France
| | | | - Zoi S. Ioannidou
- grid.7372.10000 0000 8809 1613School of Life Sciences, University of Warwick, Coventry, CV4 7AL UK
| | - Julia Lipecki
- grid.7372.10000 0000 8809 1613School of Life Sciences, University of Warwick, Coventry, CV4 7AL UK
| | - Charlotte Rich-Griffin
- grid.7372.10000 0000 8809 1613School of Life Sciences, University of Warwick, Coventry, CV4 7AL UK
| | - Kate Woolley-Allen
- grid.7372.10000 0000 8809 1613School of Life Sciences, University of Warwick, Coventry, CV4 7AL UK
| | - Nigel Dyer
- grid.7372.10000 0000 8809 1613Bioinformatics Research Technology Platform, Warwick University, Coventry, CV4 7AL UK
| | | | - Patrick Schäfer
- grid.7372.10000 0000 8809 1613School of Life Sciences, University of Warwick, Coventry, CV4 7AL UK
| | - Bobbi Fleiss
- grid.513208.dUniversité Paris Cité, NeuroDiderot, Inserm, F-75019 Paris, France ,grid.1017.70000 0001 2163 3550Present Address: School of Health and Biomedical Sciences, RMIT University, Bundoora, VIC Australia
| | - Sascha Ott
- grid.7372.10000 0000 8809 1613Warwick Medical School, University of Warwick, Coventry, CV4 7AL UK
| | | | - Valérie Mezger
- grid.464155.7Université Paris Cité, Epigenetics and Cell Fate, CNRS, F-75013 Paris, France
| | - Pierre Gressens
- grid.513208.dUniversité Paris Cité, NeuroDiderot, Inserm, F-75019 Paris, France ,grid.7372.10000 0000 8809 1613School of Life Sciences, University of Warwick, Coventry, CV4 7AL UK
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4
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Grant-Peters M, Rich-Griffin C, Grant-Peters JE, Cinque G, Dendrou CA. Photizo: an open-source library for cross-sample analysis of FTIR spectroscopy data. Bioinformatics 2022; 38:3490-3492. [PMID: 35608303 PMCID: PMC9237726 DOI: 10.1093/bioinformatics/btac346] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Revised: 04/28/2022] [Accepted: 05/16/2022] [Indexed: 11/30/2022] Open
Abstract
MOTIVATION With continually improved instrumentation, Fourier transform infrared (FTIR) microspectroscopy can now be used to capture thousands of high-resolution spectra for chemical characterization of a sample. The spatially resolved nature of this method lends itself well to histological profiling of complex biological specimens. However, current software can make joint analysis of multiple samples challenging and, for large datasets, computationally infeasible. RESULTS To overcome these limitations, we have developed Photizo-an open-source Python library enabling high-throughput spectral data pre-processing, visualization and downstream analysis, including principal component analysis, clustering, macromolecular quantification and mapping. Photizo can be used for analysis of data without a spatial component, as well as spatially resolved data, obtained e.g. by scanning mode IR microspectroscopy and IR imaging by focal plane array detector. AVAILABILITY AND IMPLEMENTATION The code underlying this article is available at https://github.com/DendrouLab/Photizo with access to example data available at https://zenodo.org/record/6417982#.Yk2O9TfMI6A.
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Affiliation(s)
- Melissa Grant-Peters
- Nuffield Department of Medicine, Wellcome Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - Charlotte Rich-Griffin
- Nuffield Department of Medicine, Wellcome Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | | | | | - Calliope A Dendrou
- Nuffield Department of Medicine, Wellcome Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
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5
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Bolton C, Rich-Griffin C, Dendrou C, Brown C, Al-Mossawi H, Croft A, Wedderburn L. P168 An enriched population of tissue-resident CD8 memory T cells in young people with juvenile idiopathic arthritis recapitulate findings from mouse models of inflammatory arthritis flares. Rheumatology (Oxford) 2022. [DOI: 10.1093/rheumatology/keac133.167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Background/Aims
Asymmetrical joint inflammation at presentation and during flares of juvenile idiopathic arthritis (JIA) implicates resident cell populations and the microenvironment in disease. Persistent CD8+ tissue-resident cell populations have been identified from murine models, capable of priming the joint towards an exaggerated inflammatory response, which resist systemic treatment. Clonally-expanded enriched populations of these tissue-resident CD8+ memory T cells (TRM) have been identified in synovial fluid of children with JIA.
Methods
We integrate and compare scRNA-seq findings from paired synovial fluid mononuclear cells and blood mononuclear cell (PBMC) samples from children with oligoarticular JIA (n = 2), adults with psoriatic arthritis (n = 3) and blood from healthy adult volunteers (n = 4).
Results
A number of T lymphocyte and myeloid cell populations demonstrated enrichment amongst synovial fluid mononuclear cells (compared to paired PBMCs) that corresponded across arthritic subtypes. A mean of 2.98% of T cells in synovial JIA samples had the CD69+ITGAE+CD8A+ tissue-resident signature compared to a mean of 0.37% in paired JIA PBMCs and 0.24% in other sample types (P <.00001, vs synovial psoriatic samples). These cells recapitulated previously observed traits of tissue-resident CD8+ T cells, including high expression of transcription factor RUNX3, granzymes and the FABP5 fatty acid transporter. In mouse models the chemokine CCL5 was critical for leukocyte recruitment to mediate inflammatory flares and indeed, JIA synovial fluid samples exhibited stronger expression of CCL5 in TRM. Additionally, transcripts for cytokines involved in CD8+ tissue-resident T cell regulation and maintenance were specifically enriched in JIA synovial samples compared to peripheral blood, including IL-15, IL-12, IFN-γ; suggesting an environment conducive to the persistence of this population.
Conclusion
We confirm the existence of previously-described cell populations in synovial fluid from JIA patients and identify the enrichment of CD8 T cells with a tissue-resident signature. Further study is required to identify the significance or functional implications of these populations.
Disclosure
C. Bolton: None. C. Rich-Griffin: None. C. Dendrou: None. C. Brown: None. H. Al-Mossawi: None. A. Croft: None. L. Wedderburn: Consultancies; L.R.W. receieved a consultancy fee from Pfizer unrelated to this work. Grants/research support; L.R.W. declares support from AbbVie, GSK, Pfizer, Sobi, and UCB to the CLUSTER Consortium.
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Affiliation(s)
- Chrissy Bolton
- Paediatric Rheumatology, Great Ormond Street Hospital, London, UNITED KINGDOM
- Institute for Child Health, University College London, London, UNITED KINGDOM
| | | | - Calliope Dendrou
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UNITED KINGDOM
| | - Chrysothemis Brown
- Howard Hughes Medical Institute and Immunology Program, Memorial Sloan Kettering Cancer Center, New York, UNITED KINGDOM
| | - Hussein Al-Mossawi
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UNITED KINGDOM
| | - Adam Croft
- Institute of Inflammation and Ageing, University of Birmingham, London, UNITED KINGDOM
- Rheumatology, University Hospital of Birmingham NHS Trust, Birmingham, UNITED KINGDOM
| | - Lucy Wedderburn
- UCL GOS Institute of Child Health, Centre for Adolescent Rheumatology Versus Arthritis at UCL, UCLH and GOSH, London, UNITED KINGDOM
- Rare Disease, NIHR Great Ormond Street Biomedical Research Centre, London, UNITED KINGDOM
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6
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Achom M, Roy P, Lagunas B, Picot E, Richards L, Bonyadi-Pour R, Pardal AJ, Baxter L, Richmond BL, Aschauer N, Fletcher EM, Rowson M, Blackwell J, Rich-Griffin C, Mysore KS, Wen J, Ott S, Carré IA, Gifford ML. Plant circadian clock control of Medicago truncatula nodulation via regulation of nodule cysteine-rich peptides. J Exp Bot 2022; 73:2142-2156. [PMID: 34850882 PMCID: PMC8982390 DOI: 10.1093/jxb/erab526] [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] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 11/30/2021] [Indexed: 06/13/2023]
Abstract
Legumes house nitrogen-fixing endosymbiotic rhizobia in specialized polyploid cells within root nodules, which undergo tightly regulated metabolic activity. By carrying out expression analysis of transcripts over time in Medicago truncatula nodules, we found that the circadian clock enables coordinated control of metabolic and regulatory processes linked to nitrogen fixation. This involves the circadian clock-associated transcription factor LATE ELONGATED HYPOCOTYL (LHY), with lhy mutants being affected in nodulation. Rhythmic transcripts in root nodules include a subset of nodule-specific cysteine-rich peptides (NCRs) that have the LHY-bound conserved evening element in their promoters. Until now, studies have suggested that NCRs act to regulate bacteroid differentiation and keep the rhizobial population in check. However, these conclusions came from the study of a few members of this very large gene family that has complex diversified spatio-temporal expression. We suggest that rhythmic expression of NCRs may be important for temporal coordination of bacterial activity with the rhythms of the plant host, in order to ensure optimal symbiosis.
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Affiliation(s)
- Mingkee Achom
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Proyash Roy
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
- Department of Genetic Engineering & Biotechnology, University of Dhaka, Dhaka, Bangladesh
| | - Beatriz Lagunas
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Emma Picot
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Luke Richards
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Roxanna Bonyadi-Pour
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Alonso J Pardal
- Warwick Medical School, University of Warwick, Coventry CV4 7AL, UK
| | - Laura Baxter
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Bethany L Richmond
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Nadine Aschauer
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Eleanor M Fletcher
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
- School of Biological Sciences, University of Bristol, 24 Tyndall Avenue, Bristol BS8 1TQ, UK
| | - Monique Rowson
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Joseph Blackwell
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Charlotte Rich-Griffin
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - Kirankumar S Mysore
- Institute for Agricultural Biosciences, Oklahoma State University, Ardmore, OK 73401, USA
| | - Jiangqi Wen
- Institute for Agricultural Biosciences, Oklahoma State University, Ardmore, OK 73401, USA
| | - Sascha Ott
- Warwick Medical School, University of Warwick, Coventry CV4 7AL, UK
| | - Isabelle A Carré
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
| | - Miriam L Gifford
- School of Life Sciences, Gibbet Hill Road, University of Warwick, Coventry CV4 7AL, UK
- Warwick Integrative Synthetic Biology Centre, University of Warwick, Coventry CV4 7AL, UK
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7
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Ahern DJ, Ai Z, Ainsworth M, Allan C, Allcock A, Angus B, Ansari MA, Arancibia-Cárcamo CV, Aschenbrenner D, Attar M, Baillie JK, Barnes E, Bashford-Rogers R, Bashyal A, Beer S, Berridge G, Beveridge A, Bibi S, Bicanic T, Blackwell L, Bowness P, Brent A, Brown A, Broxholme J, Buck D, Burnham KL, Byrne H, Camara S, Candido Ferreira I, Charles P, Chen W, Chen YL, Chong A, Clutterbuck EA, Coles M, Conlon CP, Cornall R, Cribbs AP, Curion F, Davenport EE, Davidson N, Davis S, Dendrou CA, Dequaire J, Dib L, Docker J, Dold C, Dong T, Downes D, Drakesmith H, Dunachie SJ, Duncan DA, Eijsbouts C, Esnouf R, Espinosa A, Etherington R, Fairfax B, Fairhead R, Fang H, Fassih S, Felle S, Fernandez Mendoza M, Ferreira R, Fischer R, Foord T, Forrow A, Frater J, Fries A, Gallardo Sanchez V, Garner LC, Geeves C, Georgiou D, Godfrey L, Golubchik T, Gomez Vazquez M, Green A, Harper H, Harrington HA, Heilig R, Hester S, Hill J, Hinds C, Hird C, Ho LP, Hoekzema R, Hollis B, Hughes J, Hutton P, Jackson-Wood MA, Jainarayanan A, James-Bott A, Jansen K, Jeffery K, Jones E, Jostins L, Kerr G, Kim D, Klenerman P, Knight JC, Kumar V, Kumar Sharma P, Kurupati P, Kwok A, Lee A, Linder A, Lockett T, Lonie L, Lopopolo M, Lukoseviciute M, Luo J, Marinou S, Marsden B, Martinez J, Matthews PC, Mazurczyk M, McGowan S, McKechnie S, Mead A, Mentzer AJ, Mi Y, Monaco C, Montadon R, Napolitani G, Nassiri I, Novak A, O'Brien DP, O'Connor D, O'Donnell D, Ogg G, Overend L, Park I, Pavord I, Peng Y, Penkava F, Pereira Pinho M, Perez E, Pollard AJ, Powrie F, Psaila B, Quan TP, Repapi E, Revale S, Silva-Reyes L, Richard JB, Rich-Griffin C, Ritter T, Rollier CS, Rowland M, Ruehle F, Salio M, Sansom SN, Sanches Peres R, Santos Delgado A, Sauka-Spengler T, Schwessinger R, Scozzafava G, Screaton G, Seigal A, Semple MG, Sergeant M, Simoglou Karali C, Sims D, Skelly D, Slawinski H, Sobrinodiaz A, Sousos N, Stafford L, Stockdale L, Strickland M, Sumray O, Sun B, Taylor C, Taylor S, Taylor A, Thongjuea S, Thraves H, Todd JA, Tomic A, Tong O, Trebes A, Trzupek D, Tucci FA, Turtle L, Udalova I, Uhlig H, van Grinsven E, Vendrell I, Verheul M, Voda A, Wang G, Wang L, Wang D, Watkinson P, Watson R, Weinberger M, Whalley J, Witty L, Wray K, Xue L, Yeung HY, Yin Z, Young RK, Youngs J, Zhang P, Zurke YX. A blood atlas of COVID-19 defines hallmarks of disease severity and specificity. Cell 2022; 185:916-938.e58. [PMID: 35216673 PMCID: PMC8776501 DOI: 10.1016/j.cell.2022.01.012] [Citation(s) in RCA: 117] [Impact Index Per Article: 58.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 08/16/2021] [Accepted: 01/17/2022] [Indexed: 02/06/2023]
Abstract
Treatment of severe COVID-19 is currently limited by clinical heterogeneity and incomplete description of specific immune biomarkers. We present here a comprehensive multi-omic blood atlas for patients with varying COVID-19 severity in an integrated comparison with influenza and sepsis patients versus healthy volunteers. We identify immune signatures and correlates of host response. Hallmarks of disease severity involved cells, their inflammatory mediators and networks, including progenitor cells and specific myeloid and lymphocyte subsets, features of the immune repertoire, acute phase response, metabolism, and coagulation. Persisting immune activation involving AP-1/p38MAPK was a specific feature of COVID-19. The plasma proteome enabled sub-phenotyping into patient clusters, predictive of severity and outcome. Systems-based integrative analyses including tensor and matrix decomposition of all modalities revealed feature groupings linked with severity and specificity compared to influenza and sepsis. Our approach and blood atlas will support future drug development, clinical trial design, and personalized medicine approaches for COVID-19.
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Peng Y, Felce SL, Dong D, Penkava F, Mentzer AJ, Yao X, Liu G, Yin Z, Chen JL, Lu Y, Wellington D, Wing PAC, Dominey-Foy DCC, Jin C, Wang W, Hamid MA, Fernandes RA, Wang B, Fries A, Zhuang X, Ashley N, Rostron T, Waugh C, Sopp P, Hublitz P, Beveridge R, Tan TK, Dold C, Kwok AJ, Rich-Griffin C, Dejnirattisa W, Liu C, Kurupati P, Nassiri I, Watson RA, Tong O, Taylor CA, Kumar Sharma P, Sun B, Curion F, Revale S, Garner LC, Jansen K, Ferreira RC, Attar M, Fry JW, Russell RA, Stauss HJ, James W, Townsend A, Ho LP, Klenerman P, Mongkolsapaya J, Screaton GR, Dendrou C, Sansom SN, Bashford-Rogers R, Chain B, Smith GL, McKeating JA, Fairfax BP, Bowness P, McMichael AJ, Ogg G, Knight JC, Dong T. An immunodominant NP 105-113-B*07:02 cytotoxic T cell response controls viral replication and is associated with less severe COVID-19 disease. Nat Immunol 2022; 23:50-61. [PMID: 34853448 PMCID: PMC8709787 DOI: 10.1038/s41590-021-01084-z] [Citation(s) in RCA: 95] [Impact Index Per Article: 47.5] [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: 07/19/2021] [Accepted: 10/26/2021] [Indexed: 11/11/2022]
Abstract
NP105-113-B*07:02-specific CD8+ T cell responses are considered among the most dominant in SARS-CoV-2-infected individuals. We found strong association of this response with mild disease. Analysis of NP105-113-B*07:02-specific T cell clones and single-cell sequencing were performed concurrently, with functional avidity and antiviral efficacy assessed using an in vitro SARS-CoV-2 infection system, and were correlated with T cell receptor usage, transcriptome signature and disease severity (acute n = 77, convalescent n = 52). We demonstrated a beneficial association of NP105-113-B*07:02-specific T cells in COVID-19 disease progression, linked with expansion of T cell precursors, high functional avidity and antiviral effector function. Broad immune memory pools were narrowed postinfection but NP105-113-B*07:02-specific T cells were maintained 6 months after infection with preserved antiviral efficacy to the SARS-CoV-2 Victoria strain, as well as Alpha, Beta, Gamma and Delta variants. Our data show that NP105-113-B*07:02-specific T cell responses associate with mild disease and high antiviral efficacy, pointing to inclusion for future vaccine design.
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Affiliation(s)
- Yanchun Peng
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
| | - Suet Ling Felce
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Danning Dong
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- CAMS Key Laboratory of Tumor Immunology and Radiation Therapy, Xinjiang Tumor Hospital, Xinjiang Medical University, Urumqi, China
| | - Frank Penkava
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK
| | - Alexander J Mentzer
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Xuan Yao
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Guihai Liu
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Beijing You'an Hospital, Capital Medical University, Beijing, China
| | - Zixi Yin
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Ji-Li Chen
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
| | - Yongxu Lu
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Dannielle Wellington
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
| | - Peter A C Wing
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Delaney C C Dominey-Foy
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Chen Jin
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Wenbo Wang
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Megat Abd Hamid
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Ricardo A Fernandes
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Beibei Wang
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Anastasia Fries
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Xiaodong Zhuang
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Neil Ashley
- Single Cell Facility, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Timothy Rostron
- Sequencing Facility, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Craig Waugh
- Flow Cytometry Facility, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Paul Sopp
- Flow Cytometry Facility, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Philip Hublitz
- Genome Engineering Facility, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Ryan Beveridge
- Virus Screening Facility, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Tiong Kit Tan
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Christina Dold
- Oxford Vaccine Group, Department of Paediatrics, and NIHR Oxford Biomedical Research Centre, Centre for Clinical Vaccinology and Tropical Medicine, University of Oxford, Oxford, UK
| | - Andrew J Kwok
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Wanwisa Dejnirattisa
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Chang Liu
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Prathiba Kurupati
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Isar Nassiri
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Department of Oncology, University of Oxford, Oxford, UK
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Robert A Watson
- Department of Oncology, University of Oxford, Oxford, UK
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Orion Tong
- Department of Oncology, University of Oxford, Oxford, UK
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Chelsea A Taylor
- Department of Oncology, University of Oxford, Oxford, UK
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Piyush Kumar Sharma
- Department of Oncology, University of Oxford, Oxford, UK
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Bo Sun
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Fabiola Curion
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Helmholtz Center Munich-German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
| | - Santiago Revale
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Lucy C Garner
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
- Translational Gastroenterology Unit, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Kathrin Jansen
- Kennedy Institute for Rheumatology, University of Oxford, Oxford, UK
| | | | - Moustafa Attar
- Kennedy Institute for Rheumatology, University of Oxford, Oxford, UK
| | | | - Rebecca A Russell
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Hans J Stauss
- Institute of Immunity and Transplantation, University College London, London, UK
| | - William James
- James & Lillian Martin Centre, Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Alain Townsend
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
| | - Ling-Pei Ho
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Paul Klenerman
- Translational Gastroenterology Unit, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK
| | - Juthathip Mongkolsapaya
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Dengue Hemorrhagic Fever Research Unit, Office for Research and Development, Faculty of Medicine, Siriaj Hospital, Mahidol Unviversity, Bangkok, Thailand
| | - Gavin R Screaton
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Calliope Dendrou
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Stephen N Sansom
- Kennedy Institute for Rheumatology, University of Oxford, Oxford, UK
| | | | - Benny Chain
- Division of Infection and Immunity, University College London, London, UK
| | | | - Jane A McKeating
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Benjamin P Fairfax
- Department of Oncology, University of Oxford, Oxford, UK
- MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Paul Bowness
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK
| | - Andrew J McMichael
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Graham Ogg
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
| | - Julian C Knight
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK.
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK.
- Nuffield Department of Medicine, University of Oxford, Oxford, UK.
| | - Tao Dong
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK.
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK.
- Nuffield Department of Medicine, University of Oxford, Oxford, UK.
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9
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Rich-Griffin C, Eichmann R, Reitz MU, Hermann S, Woolley-Allen K, Brown PE, Wiwatdirekkul K, Esteban E, Pasha A, Kogel KH, Provart NJ, Ott S, Schäfer P. Regulation of Cell Type-Specific Immunity Networks in Arabidopsis Roots. Plant Cell 2020; 32:2742-2762. [PMID: 32699170 PMCID: PMC7474276 DOI: 10.1105/tpc.20.00154] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Revised: 07/07/2020] [Accepted: 07/20/2020] [Indexed: 05/04/2023]
Abstract
While root diseases are among the most devastating stresses in global crop production, our understanding of root immunity is still limited relative to our knowledge of immune responses in leaves. Considering that root performance is based on the concerted functions of its different cell types, we undertook a cell type-specific transcriptome analysis to identify gene networks activated in epidermis, cortex, and pericycle cells of Arabidopsis (Arabidopsis thaliana) roots challenged with two immunity elicitors, the bacterial flagellin-derived flg22 and the endogenous Pep1 peptide. Our analyses revealed distinct immunity gene networks in each cell type. To further substantiate our understanding of regulatory patterns underlying these cell type-specific immunity networks, we developed a tool to analyze paired transcription factor binding motifs in the promoters of cell type-specific genes. Our study points toward a connection between cell identity and cell type-specific immunity networks that might guide cell types in launching immune response according to the functional capabilities of each cell type.
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Affiliation(s)
| | - Ruth Eichmann
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
- Institute of Molecular Botany, Ulm University, 89069 Ulm, Germany
| | - Marco U Reitz
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Sophie Hermann
- Institute of Phytopathology, Justus Liebig University, 35392 Giessen, Germany
| | | | - Paul E Brown
- Bioinformatics Research Technology Platform, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Kate Wiwatdirekkul
- Department of Computer Science, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Eddi Esteban
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, Ontario M5S 3B2, Canada
| | - Asher Pasha
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, Ontario M5S 3B2, Canada
| | - Karl-Heinz Kogel
- Institute of Phytopathology, Justus Liebig University, 35392 Giessen, Germany
| | - Nicholas J Provart
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, Ontario M5S 3B2, Canada
| | - Sascha Ott
- Department of Computer Science, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Patrick Schäfer
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
- Institute of Molecular Botany, Ulm University, 89069 Ulm, Germany
- Warwick Integrative Synthetic Biology Centre, University of Warwick, Coventry CV4 7AL, United Kingdom
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10
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Rich-Griffin C, Stechemesser A, Finch J, Lucas E, Ott S, Schäfer P. Single-Cell Transcriptomics: A High-Resolution Avenue for Plant Functional Genomics. Trends Plant Sci 2020; 25:186-197. [PMID: 31780334 DOI: 10.1016/j.tplants.2019.10.008] [Citation(s) in RCA: 93] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Revised: 09/30/2019] [Accepted: 10/17/2019] [Indexed: 05/19/2023]
Abstract
Plant function is the result of the concerted action of single cells in different tissues. Advances in RNA-seq technologies and tissue processing allow us now to capture transcriptional changes at single-cell resolution. The incredible potential of single-cell RNA-seq lies in the novel ability to study and exploit regulatory processes in complex tissues based on the behaviour of single cells. Importantly, the independence from reporter lines allows the analysis of any given tissue in any plant. While there are challenges associated with the handling and analysis of complex datasets, the opportunities are unique to generate knowledge of tissue functions in unprecedented detail and to facilitate the application of such information by mapping cellular functions and interactions in a plant cell atlas.
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Affiliation(s)
| | - Annika Stechemesser
- Warwick Mathematics Institute, The University of Warwick, Coventry CV4 7AL, UK
| | - Jessica Finch
- School of Life Sciences, The University of Warwick, Coventry CV4 7AL, UK
| | - Emma Lucas
- Warwick Medical School, The University of Warwick, Coventry CV4 7AL, UK
| | - Sascha Ott
- Department of Computer Science, The University of Warwick, Coventry CV4 7AL, UK.
| | - Patrick Schäfer
- School of Life Sciences, The University of Warwick, Coventry CV4 7AL, UK; Warwick Integrative Synthetic Biology Centre, The University of Warwick, Coventry CV4 7AL, UK.
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