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Woodall MNJ, Cujba AM, Worlock KB, Case KM, Masonou T, Yoshida M, Polanski K, Huang N, Lindeboom RGH, Mamanova L, Bolt L, Richardson L, Cakir B, Ellis S, Palor M, Burgoyne T, Pinto A, Moulding D, McHugh TD, Saleh A, Kilich E, Mehta P, O'Callaghan C, Zhou J, Barclay W, DeCoppi P, Butler CR, Cortina-Borja M, Vinette H, Roy S, Breuer J, Chambers RC, Heywood WE, Mills K, Hynds RE, Teichmann SA, Meyer KB, Nikolić MZ, Smith CM. Age-specific nasal epithelial responses to SARS-CoV-2 infection. Nat Microbiol 2024; 9:1293-1311. [PMID: 38622380 PMCID: PMC11087271 DOI: 10.1038/s41564-024-01658-1] [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: 03/24/2023] [Accepted: 03/04/2024] [Indexed: 04/17/2024]
Abstract
Children infected with SARS-CoV-2 rarely progress to respiratory failure. However, the risk of mortality in infected people over 85 years of age remains high. Here we investigate differences in the cellular landscape and function of paediatric (<12 years), adult (30-50 years) and older adult (>70 years) ex vivo cultured nasal epithelial cells in response to infection with SARS-CoV-2. We show that cell tropism of SARS-CoV-2, and expression of ACE2 and TMPRSS2 in nasal epithelial cell subtypes, differ between age groups. While ciliated cells are viral replication centres across all age groups, a distinct goblet inflammatory subtype emerges in infected paediatric cultures and shows high expression of interferon-stimulated genes and incomplete viral replication. In contrast, older adult cultures infected with SARS-CoV-2 show a proportional increase in basaloid-like cells, which facilitate viral spread and are associated with altered epithelial repair pathways. We confirm age-specific induction of these cell types by integrating data from in vivo COVID-19 studies and validate that our in vitro model recapitulates early epithelial responses to SARS-CoV-2 infection.
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Affiliation(s)
| | | | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Tereza Masonou
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Ni Huang
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Liam Bolt
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Samuel Ellis
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Machaela Palor
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Thomas Burgoyne
- UCL Institute of Ophthalmology, University College London, London, UK
- Royal Brompton Hospital, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Andreia Pinto
- Royal Brompton Hospital, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Dale Moulding
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Timothy D McHugh
- UCL Centre for Clinical Microbiology, Division of Infection and Immunity, University College London, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Eliz Kilich
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Puja Mehta
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | | | - Jie Zhou
- Department of Infectious Disease, Imperial College London, London, UK
| | - Wendy Barclay
- Department of Infectious Disease, Imperial College London, London, UK
| | - Paolo DeCoppi
- Great Ormond Street UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital NHS Foundation Trust, London, UK
| | - Colin R Butler
- Great Ormond Street Hospital NHS Foundation Trust, London, UK
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
| | | | - Heloise Vinette
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Sunando Roy
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Judith Breuer
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Rachel C Chambers
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Wendy E Heywood
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Kevin Mills
- Great Ormond Street UCL Institute of Child Health, London, UK
| | - Robert E Hynds
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
- UCL Cancer Institute, University College London, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK.
- Theory of Condensed Matter, Cavendish Laboratory/Dept Physics, University of Cambridge, Cambridge, UK.
| | | | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK.
- University College London Hospitals NHS Foundation Trust, London, UK.
| | - Claire M Smith
- Great Ormond Street UCL Institute of Child Health, London, UK.
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Kedlian VR, Wang Y, Liu T, Chen X, Bolt L, Tudor C, Shen Z, Fasouli ES, Prigmore E, Kleshchevnikov V, Pett JP, Li T, Lawrence JEG, Perera S, Prete M, Huang N, Guo Q, Zeng X, Yang L, Polański K, Chipampe NJ, Dabrowska M, Li X, Bayraktar OA, Patel M, Kumasaka N, Mahbubani KT, Xiang AP, Meyer KB, Saeb-Parsy K, Teichmann SA, Zhang H. Human skeletal muscle aging atlas. Nat Aging 2024:10.1038/s43587-024-00613-3. [PMID: 38622407 DOI: 10.1038/s43587-024-00613-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 03/19/2024] [Indexed: 04/17/2024]
Abstract
Skeletal muscle aging is a key contributor to age-related frailty and sarcopenia with substantial implications for global health. Here we profiled 90,902 single cells and 92,259 single nuclei from 17 donors to map the aging process in the adult human intercostal muscle, identifying cellular changes in each muscle compartment. We found that distinct subsets of muscle stem cells exhibit decreased ribosome biogenesis genes and increased CCL2 expression, causing different aging phenotypes. Our atlas also highlights an expansion of nuclei associated with the neuromuscular junction, which may reflect re-innervation, and outlines how the loss of fast-twitch myofibers is mitigated through regeneration and upregulation of fast-type markers in slow-twitch myofibers with age. Furthermore, we document the function of aging muscle microenvironment in immune cell attraction. Overall, we present a comprehensive human skeletal muscle aging resource ( https://www.muscleageingcellatlas.org/ ) together with an in-house mouse muscle atlas to study common features of muscle aging across species.
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Affiliation(s)
- Veronika R Kedlian
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Yaning Wang
- Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
- Advanced Medical Technology Center, The First Affiliated Hospital, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
| | - Tianliang Liu
- Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
- Advanced Medical Technology Center, The First Affiliated Hospital, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
| | - Xiaoping Chen
- Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
| | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Catherine Tudor
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Zhuojian Shen
- Department of Thoracic Surgery, Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Guangzhou, China
| | - Eirini S Fasouli
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Elena Prigmore
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Jan Patrick Pett
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Tong Li
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - John E G Lawrence
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Shani Perera
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Martin Prete
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Qin Guo
- Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
| | - Xinrui Zeng
- Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
- Advanced Medical Technology Center, The First Affiliated Hospital, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
| | - Lu Yang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Krzysztof Polański
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Nana-Jane Chipampe
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Monika Dabrowska
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Xiaobo Li
- Core Facilities for Medical Science, Sun Yat-sen University, Guangzhou, China
| | - Omer Ali Bayraktar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Minal Patel
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Natsuhiko Kumasaka
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Krishnaa T Mahbubani
- Department of Surgery, University of Cambridge, Cambridge, UK
- Collaborative Biorepository for Translational Medicine (CBTM), NIHR Cambridge Biomedical Research Centre, Cambridge, UK
| | - Andy Peng Xiang
- Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge, Cambridge, UK.
- Collaborative Biorepository for Translational Medicine (CBTM), NIHR Cambridge Biomedical Research Centre, Cambridge, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
- Cavendish Laboratory, University of Cambridge, Cambridge, UK.
| | - Hongbo Zhang
- Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.
- Advanced Medical Technology Center, The First Affiliated Hospital, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.
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3
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de Biase MS, Massip F, Wei TT, Giorgi FM, Stark R, Stone A, Gladwell A, O'Reilly M, Schütte D, de Santiago I, Meyer KB, Markowetz F, Ponder BAJ, Rintoul RC, Schwarz RF. Smoking-associated gene expression alterations in nasal epithelium reveal immune impairment linked to lung cancer risk. Genome Med 2024; 16:54. [PMID: 38589970 PMCID: PMC11000304 DOI: 10.1186/s13073-024-01317-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 03/18/2024] [Indexed: 04/10/2024] Open
Abstract
BACKGROUND Lung cancer is the leading cause of cancer-related death in the world. In contrast to many other cancers, a direct connection to modifiable lifestyle risk in the form of tobacco smoke has long been established. More than 50% of all smoking-related lung cancers occur in former smokers, 40% of which occur more than 15 years after smoking cessation. Despite extensive research, the molecular processes for persistent lung cancer risk remain unclear. We thus set out to examine whether risk stratification in the clinic and in the general population can be improved upon by the addition of genetic data and to explore the mechanisms of the persisting risk in former smokers. METHODS We analysed transcriptomic data from accessible airway tissues of 487 subjects, including healthy volunteers and clinic patients of different smoking statuses. We developed a computational model to assess smoking-associated gene expression changes and their reversibility after smoking is stopped, comparing healthy subjects to clinic patients with and without lung cancer. RESULTS We find persistent smoking-associated immune alterations to be a hallmark of the clinic patients. Integrating previous GWAS data using a transcriptional network approach, we demonstrate that the same immune- and interferon-related pathways are strongly enriched for genes linked to known genetic risk factors, demonstrating a causal relationship between immune alteration and lung cancer risk. Finally, we used accessible airway transcriptomic data to derive a non-invasive lung cancer risk classifier. CONCLUSIONS Our results provide initial evidence for germline-mediated personalized smoke injury response and risk in the general population, with potential implications for managing long-term lung cancer incidence and mortality.
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Affiliation(s)
- Maria Stella de Biase
- Berlin Institute of Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Hannoversche Strasse 28, 10115, Berlin, Germany.
| | - Florian Massip
- Berlin Institute of Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Hannoversche Strasse 28, 10115, Berlin, Germany.
- MINES Paris, PSL University, CBIO-Centre for Computational Biology, 60 bd Saint Michel, 75006, Paris, France.
- Institut Curie, Cedex, Paris, France.
- INSERM, U900, Cedex, Paris, France.
| | - Tzu-Ting Wei
- Berlin Institute of Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Hannoversche Strasse 28, 10115, Berlin, Germany
- Institute of Pathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Federico M Giorgi
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK
- Present Address: Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Rory Stark
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK
| | - Amanda Stone
- Papworth Trials Unit Collaboration, Department of Oncology, Royal Papworth Hospital NHS Foundation Trust, Cambridge Biomedical Campus, Cambridge, CB2 0AY, UK
| | - Amy Gladwell
- Papworth Trials Unit Collaboration, Department of Oncology, Royal Papworth Hospital NHS Foundation Trust, Cambridge Biomedical Campus, Cambridge, CB2 0AY, UK
| | - Martin O'Reilly
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK
- Present Address: MRC Toxicology Unit, Tennis Court Road, Cambridge, CB2 1QR, UK
| | - Daniel Schütte
- Institute for Computational Cancer Biology (ICCB), Center for Integrated Oncology (CIO), Cancer Research Center Cologne Essen (CCCE), Faculty of Medicine and University Hospital Cologne, University of Cologne, Am Weyertal 115C, Gebäude 74, 50931, Cologne, Germany
| | - Ines de Santiago
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK
- Present Address: e-therapeutics plc, 17 Blenheim Office Park, Long Hanborough, OX29 8LN, UK
| | - Kerstin B Meyer
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK
- Present Address: The Wellcome Sanger Institute, Hinxton, CB10 1SA, UK
| | - Florian Markowetz
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK
| | - Bruce A J Ponder
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK.
| | - Robert C Rintoul
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0AY, UK.
- Papworth Trials Unit Collaboration, Department of Oncology, Royal Papworth Hospital NHS Foundation Trust, Cambridge Biomedical Campus, Cambridge, CB2 0AY, UK.
- Department of Oncology, Early Cancer Institute, University of Cambridge, Cambridge, CB2 0XZ, UK.
| | - Roland F Schwarz
- Berlin Institute of Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Hannoversche Strasse 28, 10115, Berlin, Germany.
- BIFOLD - Berlin Institute for the Foundations of Learning and Data, Berlin, Germany.
- Institute for Computational Cancer Biology (ICCB), Center for Integrated Oncology (CIO), Cancer Research Center Cologne Essen (CCCE), Faculty of Medicine and University Hospital Cologne, University of Cologne, Am Weyertal 115C, Gebäude 74, 50931, Cologne, Germany.
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4
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Suo C, Polanski K, Dann E, Lindeboom RGH, Vilarrasa-Blasi R, Vento-Tormo R, Haniffa M, Meyer KB, Dratva LM, Tuong ZK, Clatworthy MR, Teichmann SA. Dandelion uses the single-cell adaptive immune receptor repertoire to explore lymphocyte developmental origins. Nat Biotechnol 2024; 42:40-51. [PMID: 37055623 PMCID: PMC10791579 DOI: 10.1038/s41587-023-01734-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [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: 11/18/2022] [Accepted: 03/07/2023] [Indexed: 04/15/2023]
Abstract
Assessment of single-cell gene expression (single-cell RNA sequencing) and adaptive immune receptor (AIR) sequencing (scVDJ-seq) has been invaluable in studying lymphocyte biology. Here we introduce Dandelion, a computational pipeline for scVDJ-seq analysis. It enables the application of standard V(D)J analysis workflows to single-cell datasets, delivering improved V(D)J contig annotation and the identification of nonproductive and partially spliced contigs. We devised a strategy to create an AIR feature space that can be used for both differential V(D)J usage analysis and pseudotime trajectory inference. The application of Dandelion improved the alignment of human thymic development trajectories of double-positive T cells to mature single-positive CD4/CD8 T cells, generating predictions of factors regulating lineage commitment. Dandelion analysis of other cell compartments provided insights into the origins of human B1 cells and ILC/NK cell development, illustrating the power of our approach. Dandelion is available at https://www.github.com/zktuong/dandelion .
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Affiliation(s)
- Chenqu Suo
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Paediatrics, Cambridge University Hospitals, Cambridge, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | | | | | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Lisa M Dratva
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Zewen Kelvin Tuong
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK.
- Frazer Institute, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia.
- Ian Frazer Centre for Children's Immunotherapy Research, Child Health Research Centre, Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia.
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter, Cavendish Laboratory, Department of Physics, University of Cambridge, Cambridge, UK.
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5
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Xu C, Prete M, Webb S, Jardine L, Stewart BJ, Hoo R, He P, Meyer KB, Teichmann SA. Automatic cell-type harmonization and integration across Human Cell Atlas datasets. Cell 2023; 186:5876-5891.e20. [PMID: 38134877 DOI: 10.1016/j.cell.2023.11.026] [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: 05/01/2023] [Revised: 08/24/2023] [Accepted: 11/23/2023] [Indexed: 12/24/2023]
Abstract
Harmonizing cell types across the single-cell community and assembling them into a common framework is central to building a standardized Human Cell Atlas. Here, we present CellHint, a predictive clustering tree-based tool to resolve cell-type differences in annotation resolution and technical biases across datasets. CellHint accurately quantifies cell-cell transcriptomic similarities and places cell types into a relationship graph that hierarchically defines shared and unique cell subtypes. Application to multiple immune datasets recapitulates expert-curated annotations. CellHint also reveals underexplored relationships between healthy and diseased lung cell states in eight diseases. Furthermore, we present a workflow for fast cross-dataset integration guided by harmonized cell types and cell hierarchy, which uncovers underappreciated cell types in adult human hippocampus. Finally, we apply CellHint to 12 tissues from 38 datasets, providing a deeply curated cross-tissue database with ∼3.7 million cells and various machine learning models for automatic cell annotation across human tissues.
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Affiliation(s)
- Chuan Xu
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Martin Prete
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Simone Webb
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Laura Jardine
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Benjamin J Stewart
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Regina Hoo
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Peng He
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge CB10 1SD, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Theory of Condensed Matter Group, Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge CB3 0HE, UK.
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6
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Barnes JL, Yoshida M, He P, Worlock KB, Lindeboom RGH, Suo C, Pett JP, Wilbrey-Clark A, Dann E, Mamanova L, Richardson L, Polanski K, Pennycuick A, Allen-Hyttinen J, Herczeg IT, Arzili R, Hynds RE, Teixeira VH, Haniffa M, Lim K, Sun D, Rawlins EL, Oliver AJ, Lyons PA, Marioni JC, Ruhrberg C, Tuong ZK, Clatworthy MR, Reading JL, Janes SM, Teichmann SA, Meyer KB, Nikolić MZ. Early human lung immune cell development and its role in epithelial cell fate. Sci Immunol 2023; 8:eadf9988. [PMID: 38100545 PMCID: PMC7615868 DOI: 10.1126/sciimmunol.adf9988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Accepted: 11/03/2023] [Indexed: 12/17/2023]
Abstract
Studies of human lung development have focused on epithelial and mesenchymal cell types and function, but much less is known about the developing lung immune cells, even though the airways are a major site of mucosal immunity after birth. An unanswered question is whether tissue-resident immune cells play a role in shaping the tissue as it develops in utero. Here, we profiled human embryonic and fetal lung immune cells using scRNA-seq, smFISH, and immunohistochemistry. At the embryonic stage, we observed an early wave of innate immune cells, including innate lymphoid cells, natural killer cells, myeloid cells, and lineage progenitors. By the canalicular stage, we detected naive T lymphocytes expressing high levels of cytotoxicity genes and the presence of mature B lymphocytes, including B-1 cells. Our analysis suggests that fetal lungs provide a niche for full B cell maturation. Given the presence and diversity of immune cells during development, we also investigated their possible effect on epithelial maturation. We found that IL-1β drives epithelial progenitor exit from self-renewal and differentiation to basal cells in vitro. In vivo, IL-1β-producing myeloid cells were found throughout the lung and adjacent to epithelial tips, suggesting that immune cells may direct human lung epithelial development.
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Affiliation(s)
- Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
- Division of Respiratory Diseases, Department of Internal Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Peng He
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Rik G H Lindeboom
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Netherlands Cancer Institute, Amsterdam, Netherlands
| | - Chenqu Suo
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - J Patrick Pett
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Enhanc3D Genomics Ltd, Cambridge, UK
| | - Laura Richardson
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Adam Pennycuick
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Iván T Herczeg
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Romina Arzili
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Robert E Hynds
- Epithelial Cell Biology in ENT Research (EpiCENTR) Group, Developmental Biology and Cancer Department, Great Ormond Street UCL Institute of Child Health, University College London, London, UK
- CRUK Lung Cancer Centre Of Excellence, UCL Cancer Institute, University College London, London, UK
| | - Vitor H Teixeira
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Kyungtae Lim
- Wellcome Trust/CRUK Gurdon Institute and Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
- Department of Life Sciences, Korea University, Seoul, Republic of Korea
| | - Dawei Sun
- Wellcome Trust/CRUK Gurdon Institute and Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Emma L Rawlins
- Wellcome Trust/CRUK Gurdon Institute and Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Amanda J Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Paul A Lyons
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
| | - John C Marioni
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- CRUK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | - Zewen Kelvin Tuong
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
- Ian Frazer Centre for Children's Immunotherapy Research, Child Health Research Centre, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - James L Reading
- CRUK Lung Cancer Centre Of Excellence, UCL Cancer Institute, University College London, London, UK
- Tumour Immunodynamics and Interception Laboratory, Cancer Institute, University College London, London, UK
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- CRUK Lung Cancer Centre Of Excellence, UCL Cancer Institute, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
- Department of Physics/Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
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7
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Berg M, Petoukhov I, van den Ende I, Meyer KB, Guryev V, Vonk JM, Carpaij O, Banchero M, Hendriks RW, van den Berge M, Nawijn MC. FastCAR: fast correction for ambient RNA to facilitate differential gene expression analysis in single-cell RNA-sequencing datasets. BMC Genomics 2023; 24:722. [PMID: 38030970 PMCID: PMC10687889 DOI: 10.1186/s12864-023-09822-3] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Accepted: 11/20/2023] [Indexed: 12/01/2023] Open
Abstract
Cell type-specific differential gene expression analyses based on single-cell transcriptome datasets are sensitive to the presence of cell-free mRNA in the droplets containing single cells. This so-called ambient RNA contamination may differ between samples obtained from patients and healthy controls. Current ambient RNA correction methods were not developed specifically for single-cell differential gene expression (sc-DGE) analyses and might therefore not sufficiently correct for ambient RNA-derived signals. Here, we show that ambient RNA levels are highly sample-specific. We found that without ambient RNA correction, sc-DGE analyses erroneously identify transcripts originating from ambient RNA as cell type-specific disease-associated genes. We therefore developed a computationally lean and intuitive correction method, Fast Correction for Ambient RNA (FastCAR), optimized for sc-DGE analysis of scRNA-Seq datasets generated by droplet-based methods including the 10XGenomics Chromium platform. FastCAR uses the profile of transcripts observed in libraries that likely represent empty droplets to determine the level of ambient RNA in each individual sample, and then corrects for these ambient RNA gene expression values. FastCAR can be applied as part of the data pre-processing and QC in sc-DGE workflows comparing scRNA-Seq data in a health versus disease experimental design. We compared FastCAR with two methods previously developed to remove ambient RNA, SoupX and CellBender. All three methods identified additional genes in sc-DGE analyses that were not identified in the absence of ambient RNA correction. However, we show that FastCAR performs better at correcting gene expression values attributed to ambient RNA, resulting in a lower frequency of false-positive observations. Moreover, the use of FastCAR in a sc-DGE workflow increases the cell-type specificity of sc-DGE analyses across disease conditions.
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Affiliation(s)
- Marijn Berg
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands.
- University of Groningen, University Medical Center Groningen, Groningen Research Institute, for Asthma and COPD (GRIAC), Groningen, The Netherlands.
| | | | | | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Victor Guryev
- University of Groningen, University Medical Center Groningen, Groningen Research Institute, for Asthma and COPD (GRIAC), Groningen, The Netherlands
- European Research Institute for the Biology of Ageing (ERIBA), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Judith M Vonk
- University of Groningen, University Medical Center Groningen, Groningen Research Institute, for Asthma and COPD (GRIAC), Groningen, The Netherlands
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Orestes Carpaij
- University of Groningen, University Medical Center Groningen, Groningen Research Institute, for Asthma and COPD (GRIAC), Groningen, The Netherlands
- Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Martin Banchero
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- University of Groningen, University Medical Center Groningen, Groningen Research Institute, for Asthma and COPD (GRIAC), Groningen, The Netherlands
| | - Rudi W Hendriks
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Maarten van den Berge
- University of Groningen, University Medical Center Groningen, Groningen Research Institute, for Asthma and COPD (GRIAC), Groningen, The Netherlands
- Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Martijn C Nawijn
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- University of Groningen, University Medical Center Groningen, Groningen Research Institute, for Asthma and COPD (GRIAC), Groningen, The Netherlands
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8
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Hermansen Å, Andersen MH, Borge CR, Dahl KG, Larsen MH, Lønning K, Meyer KB, Vidnes TK, Wahl AK. Preliminary validity testing of the eHealth Literacy Questionnaire (eHLQ): a Confirmatory Factor Analysis (CFA) in Norwegian hospitalized patients. BMC Psychol 2023; 11:409. [PMID: 37996858 PMCID: PMC10668391 DOI: 10.1186/s40359-023-01449-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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 11/15/2023] [Indexed: 11/25/2023] Open
Abstract
AIMS To perform the first psychometric analysis of the Norwegian version of the eHLQ using confirmative factor analysis (CFA) procedures in a population of patients admitted to hospital using a cross-sectional design. The eHLQ consists of 35 items capturing the 7-dimensional eHealth Literacy Framework (eHLF) which describes users' attributes, user's interaction with technologies and user's experience with digital health systems. METHODS The 7 independent scales of the eHLQ was translated from Danish and culturally adapted into the Norwegian language following a standardised protocol. Assessment of construct validity of the eHLQ was undertaken using data from a cross-sectional survey of 260 patients hospitalized at a Norwegian University Hospital in the Oslo area during a two-week period in June 2021. The analysis included using correlation analysis (Pearsons R), internal consistency (Cronbach's alpha) and confirmatory factor analysis (CFA). RESULTS All factor loadings were high to acceptable (i.e. > 0.6), except for five items which had somewhat lower loadings. Regarding internal consistency, alpha ranged from 0.73 to 0.90. For optimal CFA fit for the different scale models, correlated residuals were required for five of the seven scales. Overall our analysis shows an intermediate fit of the orginal construct. Scale intercorrelations were all below 0.8, indicating an overall acceptable discriminant validity between the 7 dimensions. CONCLUSIONS The results from the CFA analysis indicate that for almost all 7 eHLQ scales, an acceptable model fit was achieved. The 260 hospitalized patients included in this study represented a variety of diagnoses, recruited from a geographically limited area. Further studies on psychometric properties of the Norwegian version of eHLQ in larger samples, diverse settings and by using more comprehensive approaches are warranted.
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Affiliation(s)
- Å Hermansen
- Department of Social Work, Child Welfare and Social Policy, Faculty of Social Sciences, Oslo Metropolitan University, Oslo, Norway.
| | - M H Andersen
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
- Department of Interdisciplinary Health. Institute of Health and Society, Sciences, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - C R Borge
- Department of Interdisciplinary Health. Institute of Health and Society, Sciences, Faculty of Medicine, University of Oslo, Oslo, Norway
- Lovisenberg Diaconale Hospital, Oslo, Norway
| | - K G Dahl
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - M H Larsen
- Lovisenberg Diaconale University College, Oslo, Norway
| | - K Lønning
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - K B Meyer
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - T K Vidnes
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
| | - A K Wahl
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
- Department of Interdisciplinary Health. Institute of Health and Society, Sciences, Faculty of Medicine, University of Oslo, Oslo, Norway
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9
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Dann E, Cujba AM, Oliver AJ, Meyer KB, Teichmann SA, Marioni JC. Precise identification of cell states altered in disease using healthy single-cell references. Nat Genet 2023; 55:1998-2008. [PMID: 37828140 PMCID: PMC10632138 DOI: 10.1038/s41588-023-01523-7] [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: 11/09/2022] [Accepted: 09/05/2023] [Indexed: 10/14/2023]
Abstract
Joint analysis of single-cell genomics data from diseased tissues and a healthy reference can reveal altered cell states. We investigate whether integrated collections of data from healthy individuals (cell atlases) are suitable references for disease-state identification and whether matched control samples are needed to minimize false discoveries. We demonstrate that using a reference atlas for latent space learning followed by differential analysis against matched controls leads to improved identification of disease-associated cells, especially with multiple perturbed cell types. Additionally, when an atlas is available, reducing control sample numbers does not increase false discovery rates. Jointly analyzing data from a COVID-19 cohort and a blood cell atlas, we improve detection of infection-related cell states linked to distinct clinical severities. Similarly, we studied disease states in pulmonary fibrosis using a healthy lung atlas, characterizing two distinct aberrant basal states. Our analysis provides guidelines for designing disease cohort studies and optimizing cell atlas use.
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Affiliation(s)
- Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Ana-Maria Cujba
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Amanda J Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter Group, The Cavendish Laboratory, University of Cambridge, Cambridge, UK.
| | - John C Marioni
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK.
- Genentech, San Francisco, CA, USA.
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10
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Goh I, Botting RA, Rose A, Webb S, Engelbert J, Gitton Y, Stephenson E, Londoño MQ, Mather M, Mende N, Imaz-Rosshandler I, Yang L, Horsfall D, Basurto-Lozada D, Chipampe NJ, Rook V, Lee JTH, Ton ML, Keitley D, Mazin P, Vijayabaskar M, Hannah R, Gambardella L, Green K, Ballereau S, Inoue M, Tuck E, Lorenzi V, Kwakwa K, Alsinet C, Olabi B, Miah M, Admane C, Popescu DM, Acres M, Dixon D, Ness T, Coulthard R, Lisgo S, Henderson DJ, Dann E, Suo C, Kinston SJ, Park JE, Polanski K, Marioni J, van Dongen S, Meyer KB, de Bruijn M, Palis J, Behjati S, Laurenti E, Wilson NK, Vento-Tormo R, Chédotal A, Bayraktar O, Roberts I, Jardine L, Göttgens B, Teichmann SA, Haniffa M. Yolk sac cell atlas reveals multiorgan functions during human early development. Science 2023; 381:eadd7564. [PMID: 37590359 PMCID: PMC7614978 DOI: 10.1126/science.add7564] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 07/03/2023] [Indexed: 08/19/2023]
Abstract
The extraembryonic yolk sac (YS) ensures delivery of nutritional support and oxygen to the developing embryo but remains ill-defined in humans. We therefore assembled a comprehensive multiomic reference of the human YS from 3 to 8 postconception weeks by integrating single-cell protein and gene expression data. Beyond its recognized role as a site of hematopoiesis, we highlight roles in metabolism, coagulation, vascular development, and hematopoietic regulation. We reconstructed the emergence and decline of YS hematopoietic stem and progenitor cells from hemogenic endothelium and revealed a YS-specific accelerated route to macrophage production that seeds developing organs. The multiorgan functions of the YS are superseded as intraembryonic organs develop, effecting a multifaceted relay of vital functions as pregnancy proceeds.
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Affiliation(s)
- Issac Goh
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Rachel A. Botting
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Antony Rose
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Simone Webb
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | | | - Yorick Gitton
- Sorbonne Université, INSERM, CNRS, Institut de la Vision,
Paris, France
| | - Emily Stephenson
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | | | - Michael Mather
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Nicole Mende
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Ivan Imaz-Rosshandler
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
- MRC Laboratory of Molecular Biology, Cambridge Biomedical Campus,
CD2 0QH, UK
| | - Lu Yang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Dave Horsfall
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Daniela Basurto-Lozada
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Nana-Jane Chipampe
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Victoria Rook
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Jimmy Tsz Hang Lee
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Mai-Linh Ton
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Daniel Keitley
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Department of Zoology, University of Cambridge, Cambridge UK
| | - Pavel Mazin
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - M.S. Vijayabaskar
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Rebecca Hannah
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Laure Gambardella
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Kile Green
- Translational and Clinical Research Institute, Newcastle University,
NE2 4HH, UK
| | - Stephane Ballereau
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Megumi Inoue
- Sorbonne Université, INSERM, CNRS, Institut de la Vision,
Paris, France
| | - Elizabeth Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Valentina Lorenzi
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Kwasi Kwakwa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Clara Alsinet
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Centre Nacional d’Analisi Genomica-Centre de Regulacio
Genomica (CNAG-CRG), Barcelona Institute of Science and Technology (BIST),
Barcelona, Spain
| | - Bayanne Olabi
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Mohi Miah
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Chloe Admane
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | | | - Meghan Acres
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - David Dixon
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Thomas Ness
- NovoPath, Department of Pathology, Newcastle Hospitals NHS
Foundation Trust, Newcastle upon Tyne, UK
| | - Rowen Coulthard
- NovoPath, Department of Pathology, Newcastle Hospitals NHS
Foundation Trust, Newcastle upon Tyne, UK
| | - Steven Lisgo
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Chenqu Suo
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Sarah J. Kinston
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Jong-eun Park
- Korea Advanced Institute of Science and Technology, Daejeon, South
Korea
| | - Krzysztof Polanski
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - John Marioni
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- EMBL-EBI, Wellcome Genome Campus, Cambridge, UK
- CRUK Cambridge Institute, University of Cambridge, Cambridge,
UK
| | - Stijn van Dongen
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Kerstin B. Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Marella de Bruijn
- MRC Molecular Haematology Unit, MRC Weatherall Institute of
Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, OX3 9DS,
UK
| | - James Palis
- Department of Pediatrics, University of Rochester Medical Center,
Rochester, 14642, NY, USA
| | - Sam Behjati
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Department of Paediatrics, University of Cambridge, Cambridge,
UK
| | - Elisa Laurenti
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Nicola K. Wilson
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Roser Vento-Tormo
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Alain Chédotal
- Sorbonne Université, INSERM, CNRS, Institut de la Vision,
Paris, France
| | - Omer Bayraktar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
| | - Irene Roberts
- Department of Paediatrics, University of Oxford, OX3 9DS, UK
| | - Laura Jardine
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
| | - Berthold Göttgens
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell
Institute, CB2 0AW, UK
| | - Sarah A. Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Theory of Condensed Matter Group, Cavendish Laboratory/Department
of Physics, University of Cambridge, Cambridge, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge CB10 1SA, UK
- Biosciences Institute, Newcastle University, NE2 4HH, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research
Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, NE1 4LP,
UK
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11
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De Rop FV, Hulselmans G, Flerin C, Soler-Vila P, Rafels A, Christiaens V, González-Blas CB, Marchese D, Caratù G, Poovathingal S, Rozenblatt-Rosen O, Slyper M, Luo W, Muus C, Duarte F, Shrestha R, Bagdatli ST, Corces MR, Mamanova L, Knights A, Meyer KB, Mulqueen R, Taherinasab A, Maschmeyer P, Pezoldt J, Lambert CLG, Iglesias M, Najle SR, Dossani ZY, Martelotto LG, Burkett Z, Lebofsky R, Martin-Subero JI, Pillai S, Sebé-Pedrós A, Deplancke B, Teichmann SA, Ludwig LS, Braun TP, Adey AC, Greenleaf WJ, Buenrostro JD, Regev A, Aerts S, Heyn H. Systematic benchmarking of single-cell ATAC-sequencing protocols. Nat Biotechnol 2023:10.1038/s41587-023-01881-x. [PMID: 37537502 DOI: 10.1038/s41587-023-01881-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 06/22/2023] [Indexed: 08/05/2023]
Abstract
Single-cell assay for transposase-accessible chromatin by sequencing (scATAC-seq) has emerged as a powerful tool for dissecting regulatory landscapes and cellular heterogeneity. However, an exploration of systemic biases among scATAC-seq technologies has remained absent. In this study, we benchmark the performance of eight scATAC-seq methods across 47 experiments using human peripheral blood mononuclear cells (PBMCs) as a reference sample and develop PUMATAC, a universal preprocessing pipeline, to handle the various sequencing data formats. Our analyses reveal significant differences in sequencing library complexity and tagmentation specificity, which impact cell-type annotation, genotype demultiplexing, peak calling, differential region accessibility and transcription factor motif enrichment. Our findings underscore the importance of sample extraction, method selection, data processing and total cost of experiments, offering valuable guidance for future research. Finally, our data and analysis pipeline encompasses 169,000 PBMC scATAC-seq profiles and a best practices code repository for scATAC-seq data analysis, which are freely available to extend this benchmarking effort to future protocols.
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Affiliation(s)
- Florian V De Rop
- VIB Center for Brain and Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Gert Hulselmans
- VIB Center for Brain and Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Chris Flerin
- VIB Center for Brain and Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Paula Soler-Vila
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Albert Rafels
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Valerie Christiaens
- VIB Center for Brain and Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Carmen Bravo González-Blas
- VIB Center for Brain and Disease Research, Leuven, Belgium
- Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Domenica Marchese
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Ginevra Caratù
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | | | | | | | - Wendy Luo
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Fabiana Duarte
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Rojesh Shrestha
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - M Ryan Corces
- Gladstone Institute of Neurological Disease, San Francisco, CA, USA
| | | | | | | | - Ryan Mulqueen
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
| | - Akram Taherinasab
- Division of Hematology & Medical Oncology, Knight Cancer Institute, Oregon Health & Sciences University, Portland, OR, USA
- Division of Oncologic Sciences, Knight Cancer Institute, Oregon Health & Sciences University, Portland, OR, USA
| | - Patrick Maschmeyer
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany
| | - Jörn Pezoldt
- Laboratory of Systems Biology and Genetics, Institute of Bioengineering, School of Life Sciences, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
- Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Camille Lucie Germaine Lambert
- Laboratory of Systems Biology and Genetics, Institute of Bioengineering, School of Life Sciences, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
- Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Marta Iglesias
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Sebastián R Najle
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
| | - Zain Y Dossani
- Vitalant Research Institute, San Francisco, CA, USA
- Department of Laboratory Medicine, University of California, San Francisco, CA, USA
| | - Luciano G Martelotto
- Adelaide Centre for Epigenetics and the South Australian Immunogenomics Cancer Institute, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, South Australia, Australia
- University of Melbourne Centre for Cancer Research, Victoria Comprehensive Cancer Centre, Melbourne, Victoria, Australia
| | - Zach Burkett
- Digital Biology Group, Bio-Rad, Pleasanton, CA, USA
| | | | - José Ignacio Martin-Subero
- Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Departament de Fonaments Clínics, Facultat de Medicina, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - Satish Pillai
- Vitalant Research Institute, San Francisco, CA, USA
- Department of Laboratory Medicine, University of California, San Francisco, CA, USA
| | - Arnau Sebé-Pedrós
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- ICREA, Barcelona, Spain
| | - Bart Deplancke
- Laboratory of Systems Biology and Genetics, Institute of Bioengineering, School of Life Sciences, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
- Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK
- Department of Physics/Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Leif S Ludwig
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Berlin Institute of Health at Charité-Universitätsmedizin Berlin, Berlin, Germany
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin Institute for Medical Systems Biology (BIMSB), Berlin, Germany
| | - Theodore P Braun
- Division of Hematology & Medical Oncology, Knight Cancer Institute, Oregon Health & Sciences University, Portland, OR, USA
- Division of Oncologic Sciences, Knight Cancer Institute, Oregon Health & Sciences University, Portland, OR, USA
| | - Andrew C Adey
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
| | - William J Greenleaf
- Department of Genetics, Stanford University, Stanford, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Jason D Buenrostro
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
- Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Koch Institute of Integrative Cancer Research, Cambridge, MA, USA
- Howard Hughes Medical Institute, Department of Biology, Massachusetts Institute of Technology (MIT), Cambridge, MA, USA
| | - Stein Aerts
- VIB Center for Brain and Disease Research, Leuven, Belgium.
- Department of Human Genetics, KU Leuven, Leuven, Belgium.
| | - Holger Heyn
- CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain.
- Universitat Pompeu Fabra (UPF), Barcelona, Spain.
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12
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Kumasaka N, Rostom R, Huang N, Polanski K, Meyer KB, Patel S, Boyd R, Gomez C, Barnett SN, Panousis NI, Schwartzentruber J, Ghoussaini M, Lyons PA, Calero-Nieto FJ, Göttgens B, Barnes JL, Worlock KB, Yoshida M, Nikolić MZ, Stephenson E, Reynolds G, Haniffa M, Marioni JC, Stegle O, Hagai T, Teichmann SA. Mapping interindividual dynamics of innate immune response at single-cell resolution. Nat Genet 2023; 55:1066-1075. [PMID: 37308670 PMCID: PMC10260404 DOI: 10.1038/s41588-023-01421-y] [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: 08/28/2021] [Accepted: 04/27/2023] [Indexed: 06/14/2023]
Abstract
Common genetic variants across individuals modulate the cellular response to pathogens and are implicated in diverse immune pathologies, yet how they dynamically alter the response upon infection is not well understood. Here, we triggered antiviral responses in human fibroblasts from 68 healthy donors, and profiled tens of thousands of cells using single-cell RNA-sequencing. We developed GASPACHO (GAuSsian Processes for Association mapping leveraging Cell HeterOgeneity), a statistical approach designed to identify nonlinear dynamic genetic effects across transcriptional trajectories of cells. This approach identified 1,275 expression quantitative trait loci (local false discovery rate 10%) that manifested during the responses, many of which were colocalized with susceptibility loci identified by genome-wide association studies of infectious and autoimmune diseases, including the OAS1 splicing quantitative trait locus in a COVID-19 susceptibility locus. In summary, our analytical approach provides a unique framework for delineation of the genetic variants that shape a wide spectrum of transcriptional responses at single-cell resolution.
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Affiliation(s)
- Natsuhiko Kumasaka
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Medical Support Center of Japan Environment and Children's Study (JECS), National Center for Child Health and Development, Tokyo, Japan
| | - Raghd Rostom
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sharad Patel
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Rachel Boyd
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Celine Gomez
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sam N Barnett
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Jeremy Schwartzentruber
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Open Targets, Wellcome Genome Campus, Hinxton, UK
| | - Maya Ghoussaini
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Open Targets, Wellcome Genome Campus, Hinxton, UK
| | - Paul A Lyons
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | | | - Berthold Göttgens
- Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Emily Stephenson
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
- Department of Dermatology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - John C Marioni
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Oliver Stegle
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
- Division of Computational Genomics and Systems Genetics, German Cancer Research Center, Heidelberg, Germany
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Tzachi Hagai
- Shmunis School of Biomedicine and Cancer Research, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
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13
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Sikkema L, Ramírez-Suástegui C, Strobl DC, Gillett TE, Zappia L, Madissoon E, Markov NS, Zaragosi LE, Ji Y, Ansari M, Arguel MJ, Apperloo L, Banchero M, Bécavin C, Berg M, Chichelnitskiy E, Chung MI, Collin A, Gay ACA, Gote-Schniering J, Hooshiar Kashani B, Inecik K, Jain M, Kapellos TS, Kole TM, Leroy S, Mayr CH, Oliver AJ, von Papen M, Peter L, Taylor CJ, Walzthoeni T, Xu C, Bui LT, De Donno C, Dony L, Faiz A, Guo M, Gutierrez AJ, Heumos L, Huang N, Ibarra IL, Jackson ND, Kadur Lakshminarasimha Murthy P, Lotfollahi M, Tabib T, Talavera-López C, Travaglini KJ, Wilbrey-Clark A, Worlock KB, Yoshida M, van den Berge M, Bossé Y, Desai TJ, Eickelberg O, Kaminski N, Krasnow MA, Lafyatis R, Nikolic MZ, Powell JE, Rajagopal J, Rojas M, Rozenblatt-Rosen O, Seibold MA, Sheppard D, Shepherd DP, Sin DD, Timens W, Tsankov AM, Whitsett J, Xu Y, Banovich NE, Barbry P, Duong TE, Falk CS, Meyer KB, Kropski JA, Pe'er D, Schiller HB, Tata PR, Schultze JL, Teichmann SA, Misharin AV, Nawijn MC, Luecken MD, Theis FJ. An integrated cell atlas of the lung in health and disease. Nat Med 2023; 29:1563-1577. [PMID: 37291214 PMCID: PMC10287567 DOI: 10.1038/s41591-023-02327-2] [Citation(s) in RCA: 73] [Impact Index Per Article: 73.0] [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: 03/10/2022] [Accepted: 03/30/2023] [Indexed: 06/10/2023]
Abstract
Single-cell technologies have transformed our understanding of human tissues. Yet, studies typically capture only a limited number of donors and disagree on cell type definitions. Integrating many single-cell datasets can address these limitations of individual studies and capture the variability present in the population. Here we present the integrated Human Lung Cell Atlas (HLCA), combining 49 datasets of the human respiratory system into a single atlas spanning over 2.4 million cells from 486 individuals. The HLCA presents a consensus cell type re-annotation with matching marker genes, including annotations of rare and previously undescribed cell types. Leveraging the number and diversity of individuals in the HLCA, we identify gene modules that are associated with demographic covariates such as age, sex and body mass index, as well as gene modules changing expression along the proximal-to-distal axis of the bronchial tree. Mapping new data to the HLCA enables rapid data annotation and interpretation. Using the HLCA as a reference for the study of disease, we identify shared cell states across multiple lung diseases, including SPP1+ profibrotic monocyte-derived macrophages in COVID-19, pulmonary fibrosis and lung carcinoma. Overall, the HLCA serves as an example for the development and use of large-scale, cross-dataset organ atlases within the Human Cell Atlas.
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Grants
- R01 HL153375 NHLBI NIH HHS
- R01 HL127349 NHLBI NIH HHS
- U54 HL165443 NHLBI NIH HHS
- P01 HL107202 NHLBI NIH HHS
- U01 HL148856 NHLBI NIH HHS
- R21 HL156124 NHLBI NIH HHS
- U54 AG075931 NIA NIH HHS
- Wellcome Trust
- R01 HL146557 NHLBI NIH HHS
- R01 HL123766 NHLBI NIH HHS
- U01 HL148861 NHLBI NIH HHS
- R01 HL141852 NHLBI NIH HHS
- R01 ES034350 NIEHS NIH HHS
- UL1 TR001863 NCATS NIH HHS
- R01 HL126176 NHLBI NIH HHS
- R21 HL161760 NHLBI NIH HHS
- R01 HL145372 NHLBI NIH HHS
- P01 AG049665 NIA NIH HHS
- K12 HD105271 NICHD NIH HHS
- U19 AI135964 NIAID NIH HHS
- P30 CA008748 NCI NIH HHS
- R01 HL142568 NHLBI NIH HHS
- R01 HL153312 NHLBI NIH HHS
- U54 AG079754 NIA NIH HHS
- R56 HL157632 NHLBI NIH HHS
- R01 HL158139 NHLBI NIH HHS
- R01 HL135156 NHLBI NIH HHS
- R01 HL153045 NHLBI NIH HHS
- U54 HL145608 NHLBI NIH HHS
- P50 AR060780 NIAMS NIH HHS
- R01 HL128439 NHLBI NIH HHS
- R01 HL146519 NHLBI NIH HHS
- R01 HL117004 NHLBI NIH HHS
- R01 HL068702 NHLBI NIH HHS
- U01 HL145567 NHLBI NIH HHS
- P01 HL132821 NHLBI NIH HHS
- MR/R015635/1 Medical Research Council
- R01 MD010443 NIMHD NIH HHS
- Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0” NIH 1U54HL145608-01 CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation
- ESPOD fellowship of EMBL-EBI and Sanger Institute
- 3IA Cote d’Azur PhD program
- The Ministry of Economic Affairs and Climate Policy by means of the PPP
- EC | Horizon 2020 Framework Programme (EU Framework Programme for Research and Innovation H2020)
- Joachim Herz Stiftung (Joachim Herz Foundation)
- P50 AR060780-06A1
- University College London, Birkbeck MRC Doctoral Training Programme
- Jikei University School of Medicine (Jikei University)
- 5R01HL14254903, 4UH3CA25513503
- R01HL127349, R01HL141852, U01HL145567 and CZI
- MRC Clinician Scientist Fellowship (MR/W00111X/1)
- Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0” 2R01HL068702
- R01 HL135156, R01 MD010443, R01 HL128439, P01 HL132821, P01 HL107202, R01 HL117004, and DOD Grant W81WH-16-2-0018
- HL142568 and HL14507 from the NHLBI
- Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0”, 2R01HL068702
- Wellcome (WT211276/Z/18/Z) Sanger core grant WT206194 CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation
- R21HL156124, R56HL157632, and R21HL161760
- CZI, 5U01HL148856
- CZI, 5U01HL148856, R01 HL153045
- U.S. Department of Defense (United States Department of Defense)
- The National Institute of Health R01HL145372
- Fondation pour la Recherche Médicale (Foundation for Medical Research in France)
- Conseil Départemental des Alpes Maritimes
- Inserm Cross-cutting Scientific Program HuDeCA 2018, ANR SAHARRA (ANR-19-CE14–0027), ANR-19-P3IA-0002–3IA, the National Infrastructure France Génomique (ANR-10-INBS-09-03), PPIA 4D-OMICS (21-ESRE-0052), and the Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0”.
- Wellcome Trust (Wellcome)
- Sanger core grant WT206194 Chan Zuckerberg Initiative, LLC Seed Network grant (CZF2019-002438) “Lung Cell Atlas 1.0” CZIF2022-007488 from the Chan Zuckerberg Initiative Foundation
- Doris Duke Charitable Foundation (DDCF)
- The National Institute of Health R01HL145372 Department of Defense W81XWH-19-1-0416
- The National Institute of Health R01HL146557 and R01HL153375 and funds from Chan Zuckerberg Initiative - Human Lung Cell Atlas-pilot award
- 1U54HL145608-01
- CZI Deep Visual Proteomics
- 1U54HL145608-01, U01HL148861-03
- 1) the Chan Zuckerberg Initiative, LLC Seed Network grant CZF2019-002438 “Lung Cell Atlas 1.0”; 2) R01 HL153312; 3) U19 AI135964; 4) P01 AG049665
- Netherlands Lung Foundation project nos. 5.1.14.020 and 4.1.18.226, LLC Seed Network grant CZF2019-002438 “Lung Cell Atlas 1.0”
- grant number 2019-002438 from the Chan Zuckerberg Foundation, by the Helmholtz Association’s Initiative and Networking Fund through Helmholtz AI [ZT-I-PF-5-01] and by the Bavarian Ministry of Science and the Arts in the framework of the Bavarian Research Association “ForInter” (Interaction of human brain cells)
- 1 U01 HL14555-01, R01 HL123766-04
- NIH U54 AG075931, 5R01 HL146519
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Affiliation(s)
- Lisa Sikkema
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
| | - Ciro Ramírez-Suástegui
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- La Jolla Institute for Allergy and Immunology, La Jolla, CA, USA
| | - Daniel C Strobl
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Institute of Clinical Chemistry and Pathobiochemistry, TUM School of Medicine, Technical University of Munich, Munich, Germany
| | - Tessa E Gillett
- Experimental Pulmonary and Inflammatory Research, Department of Pathology and Medical Biology, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Luke Zappia
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Department of Mathematics, Technical University of Munich, Garching, Germany
| | | | - Nikolay S Markov
- Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Laure-Emmanuelle Zaragosi
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
| | - Yuge Ji
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
| | - Meshal Ansari
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Marie-Jeanne Arguel
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
| | - Leonie Apperloo
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Martin Banchero
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Christophe Bécavin
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
| | - Marijn Berg
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | | | - Mei-I Chung
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Antoine Collin
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
- 3IA Côte d'Azur, Nice, France
| | - Aurore C A Gay
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Janine Gote-Schniering
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Baharak Hooshiar Kashani
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Kemal Inecik
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
| | - Manu Jain
- Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Theodore S Kapellos
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
- Department of Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
| | - Tessa M Kole
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pulmonary Diseases, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Sylvie Leroy
- Pulmonology Department, Fédération Hospitalo-Universitaire OncoAge, Centre Hospitalier Universitaire de Nice, Université Côte d'Azur, Nice, France
| | - Christoph H Mayr
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | | | | | - Lance Peter
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Chase J Taylor
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Chuan Xu
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Linh T Bui
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Carlo De Donno
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
| | - Leander Dony
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
- Department of Translational Psychiatry, Max Planck Institute of Psychiatry and International Max Planck Research School for Translational Psychiatry, Munich, Germany
| | - Alen Faiz
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- School of Life Sciences, Respiratory Bioinformatics and Molecular Biology, University of Technology Sydney, Sydney, Australia
| | - Minzhe Guo
- Division of Neonatology and Pulmonary Biology, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, US
| | | | - Lukas Heumos
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | - Ni Huang
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Ignacio L Ibarra
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
| | - Nathan D Jackson
- Center for Genes, Environment, and Health, National Jewish Health, Denver, CO, USA
| | - Preetish Kadur Lakshminarasimha Murthy
- Department of Cell Biology, Duke University School of Medicine, Durham, NC, USA
- Department of Pharmacology and Regenerative Medicine, University of Illinois Chicago, Chicago, IL, USA
| | - Mohammad Lotfollahi
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Tracy Tabib
- Division of Rheumatology and Clinical Immunology, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Carlos Talavera-López
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany
- Division of Infectious Diseases and Tropical Medicine, Klinikum der Lüdwig-Maximilians-Universität, Munich, Germany
| | - Kyle J Travaglini
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Allen Institute for Brain Science, Seattle, WA, USA
| | | | - Kaylee B Worlock
- Department of Respiratory Medicine, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- Department of Respiratory Medicine, Division of Medicine, University College London, London, UK
| | - Maarten van den Berge
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pulmonary Diseases, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Yohan Bossé
- Institut Universitaire de Cardiologie et de Pneumologie de Québec, Department of Molecular Medicine, Laval University, Quebec City, Quebec, Canada
| | - Tushar J Desai
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Oliver Eickelberg
- Division of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Naftali Kaminski
- Pulmonary, Critical Care and Sleep Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Mark A Krasnow
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Robert Lafyatis
- Division of Rheumatology and Clinical Immunology, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Marko Z Nikolic
- Department of Respiratory Medicine, Division of Medicine, University College London, London, UK
| | - Joseph E Powell
- Garvan Institute of Medical Research, Sydney, New South Wales, Australia
- Cellular Genomics Futures Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Jayaraj Rajagopal
- Center for Regenerative Medicine, Massachusetts General Hospital, Harvard Medical School, Cambridge, MA, USA
| | - Mauricio Rojas
- Department of Internal Medicine, Division of Pulmonary, Critical Care and Sleep Medicine, The Ohio State University, Columbus, OH, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Cellular and Tissue Genomics, Genentech, South San Francisco, CA, USA
| | - Max A Seibold
- Center for Genes, Environment, and Health, National Jewish Health, Denver, CO, USA
- Department of Pediatrics, National Jewish Health, Denver, CO, USA
- Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - Dean Sheppard
- Division of Pulmonary, Critical Care, Allergy and Sleep Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Douglas P Shepherd
- Department of Physics and Center for Biological Physics, Arizona State University, Tempe, AZ, USA
| | - Don D Sin
- Centre for Heart Lung Innovation, St. Paul's Hospital, University of British Columbia, Vancouver, British Columbia, Canada
| | - Wim Timens
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Alexander M Tsankov
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeffrey Whitsett
- Division of Neonatology and Pulmonary Biology, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Yan Xu
- Division of Neonatology and Pulmonary Biology, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | | | - Pascal Barbry
- Institut de Pharmacologie Moléculaire et Cellulaire, Université Côte d'Azur and Centre National de la Recherche Scientifique, Valbonne, France
- 3IA Côte d'Azur, Nice, France
| | - Thu Elizabeth Duong
- Department of Pediatrics, Division of Respiratory Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Christine S Falk
- Institute for Transplant Immunology, Hannover Medical School, Hannover, Germany
| | | | - Jonathan A Kropski
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, USA
| | - Dana Pe'er
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Herbert B Schiller
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany
| | | | - Joachim L Schultze
- Department of Genomics and Immunoregulation, Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
- PRECISE Platform for Single Cell Genomics and Epigenomics, Deutsches Zentrum für Neurodegenerative Erkrankungen and University of Bonn, Bonn, Germany
| | - Sara A Teichmann
- Wellcome Sanger Institute, Hinxton, Cambridge, UK
- Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Alexander V Misharin
- Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Martijn C Nawijn
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Malte D Luecken
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany.
- Institute of Lung Health and Immunity (a member of the German Center for Lung Research) and Comprehensive Pneumology Center with the CPC-M bioArchive, Helmholtz Center Munich, Munich, Germany.
| | - Fabian J Theis
- Department of Computational Health, Institute of Computational Biology, Helmholtz Center Munich, Munich, Germany.
- TUM School of Life Sciences, Technical University of Munich, Munich, Germany.
- Department of Mathematics, Technical University of Munich, Garching, Germany.
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14
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Faiz A, Pavlidis S, Kuo CH, Rowe A, Hiemstra PS, Timens W, Berg M, Wisman M, Guo YK, Djukanović R, Sterk P, Meyer KB, Nawijn MC, Adcock I, Chung KF, van den Berge M. Th2 high and mast cell gene signatures are associated with corticosteroid sensitivity in COPD. Thorax 2023; 78:335-343. [PMID: 36598042 PMCID: PMC10086461 DOI: 10.1136/thorax-2021-217736] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [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: 07/06/2021] [Accepted: 10/27/2022] [Indexed: 12/12/2022]
Abstract
RATIONALE Severe asthma and chronic obstructive pulmonary disease (COPD) share common pathophysiological traits such as relative corticosteroid insensitivity. We recently published three transcriptome-associated clusters (TACs) using hierarchical analysis of the sputum transcriptome in asthmatics from the Unbiased Biomarkers for the Prediction of Respiratory Disease Outcomes (U-BIOPRED) cohort comprising one Th2-high inflammatory signature (TAC1) and two Th2-low signatures (TAC2 and TAC3). OBJECTIVE We examined whether gene expression signatures obtained in asthma can be used to identify the subgroup of patients with COPD with steroid sensitivity. METHODS Using gene set variation analysis, we examined the distribution and enrichment scores (ES) of the 3 TACs in the transcriptome of bronchial biopsies from 46 patients who participated in the Groningen Leiden Universities Corticosteroids in Obstructive Lung Disease COPD study that received 30 months of treatment with inhaled corticosteroids (ICS) with and without an added long-acting β-agonist (LABA). The identified signatures were then associated with longitudinal clinical variables after treatment. Differential gene expression and cellular convolution were used to define key regulated genes and cell types. MEASUREMENTS AND MAIN RESULTS Bronchial biopsies in patients with COPD at baseline showed a wide range of expression of the 3 TAC signatures. After ICS±LABA treatment, the ES of TAC1 was significantly reduced at 30 months, but those of TAC2 and TAC3 were unaffected. A corticosteroid-sensitive TAC1 signature was developed from the TAC1 ICS-responsive genes. This signature consisted of mast cell-specific genes identified by single-cell RNA-sequencing and positively correlated with bronchial biopsy mast cell numbers following ICS±LABA. Baseline levels of gene transcription correlated with the change in RV/TLC %predicted following 30-month ICS±LABA. CONCLUSION Sputum-derived transcriptomic signatures from an asthma cohort can be recapitulated in bronchial biopsies of patients with COPD and identified a signature of airway mast cells as a predictor of corticosteroid responsiveness.
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Affiliation(s)
- Alen Faiz
- Respiratory Bioinformatics and Molecular Biology, University of Technology Sydney, Ultimo, New South Wales, Australia
- Pulmonary Diseases, UMCG, Groningen, The Netherlands
- GRAIC, University of Groningen, Groningen, The Netherlands
| | - Stelios Pavlidis
- Department of Computing and Data Science Institute, Imperial College London, London, UK
| | - Chih-Hsi Kuo
- Department of Computing and Data Science Institute, Imperial College London, London, UK
- Airways Disease, Respiratory Cell & Molecular Biology, Airways Disease Section, National Heart and Lung Institute, Faculty of Medicine, Imperial College London, London, UK
| | - Anthony Rowe
- Discovery IT, Janssen Research and Development LLC, High Wycombe, UK
| | - Pieter S Hiemstra
- Pulmonology, Leiden University Medical Center, Leiden, The Netherlands
| | - Wim Timens
- GRAIC, University of Groningen, Groningen, The Netherlands
- Pathology and Medical Biology, University Medical Center Groningen, Groningen, The Netherlands
| | - Marijn Berg
- GRAIC, University of Groningen, Groningen, The Netherlands
- Pathology and Medical Biology, University Medical Center Groningen, Groningen, The Netherlands
| | - Marissa Wisman
- GRAIC, University of Groningen, Groningen, The Netherlands
- Pathology and Medical Biology, University Medical Center Groningen, Groningen, The Netherlands
| | - Yi-Ke Guo
- Department of Computing and Data Science Institute, Imperial College London, London, UK
| | - Ratko Djukanović
- Academic Unit of Clinical and Experimental Sciences, Southampton University Faculty of Medicine, Southampton, UK
| | - Peter Sterk
- Respiratory Medicine, Amsterdam UMC-Locatie AMC, Amsterdam, The Netherlands
| | - Kerstin B Meyer
- Gene expression genomics, Wellcome Sanger Institute, Hinxton, UK
| | - Martijn C Nawijn
- GRAIC, University of Groningen, Groningen, The Netherlands
- Pathology and Medical Biology, University Medical Center Groningen, Groningen, The Netherlands
| | - Ian Adcock
- Department of Computing and Data Science Institute, Imperial College London, London, UK
- Airways Disease, Respiratory Cell & Molecular Biology, Airways Disease Section, National Heart and Lung Institute, Faculty of Medicine, Imperial College London, London, UK
| | - Kian Fan Chung
- Department of Computing and Data Science Institute, Imperial College London, London, UK
- Airways Disease, Respiratory Cell & Molecular Biology, Airways Disease Section, National Heart and Lung Institute, Faculty of Medicine, Imperial College London, London, UK
| | - Maarten van den Berge
- Pulmonary Diseases, UMCG, Groningen, The Netherlands
- GRAIC, University of Groningen, Groningen, The Netherlands
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15
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Guo SA, Bowyer GS, Ferdinand JR, Maes M, Tuong ZK, Gillman E, Liao M, Lindeboom RGH, Yoshida M, Worlock K, Gopee H, Stephenson E, Gao CA, Lyons PA, Smith KGC, Haniffa M, Meyer KB, Nikolić MZ, Zhang Z, Wunderink RG, Misharin AV, Dougan G, Navapurkar V, Teichmann SA, Conway Morris A, Clatworthy MR. Obesity Is Associated with Attenuated Tissue Immunity in COVID-19. Am J Respir Crit Care Med 2023; 207:566-576. [PMID: 36095143 PMCID: PMC10870921 DOI: 10.1164/rccm.202204-0751oc] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 09/12/2022] [Indexed: 02/03/2023] Open
Abstract
Rationale: Obesity affects 40% of U.S. adults, is associated with a proinflammatory state, and presents a significant risk factor for the development of severe coronavirus disease (COVID-19). To date, there is limited information on how obesity might affect immune cell responses in severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. Objectives: To determine the impact of obesity on respiratory tract immunity in COVID-19 across the human lifespan. Methods: We analyzed single-cell transcriptomes from BAL in three ventilated adult cohorts with (n = 24) or without (n = 9) COVID-19 from nasal immune cells in children with (n = 14) or without (n = 19) COVID-19, and from peripheral blood mononuclear cells in an independent adult COVID-19 cohort (n = 42), comparing obese and nonobese subjects. Measurements and Main Results: Surprisingly, we found that obese adult subjects had attenuated lung immune or inflammatory responses in SARS-CoV-2 infection, with decreased expression of IFN-α, IFN-γ, and TNF-α (tumor necrosis factor α) response gene signatures in almost all lung epithelial and immune cell subsets, and lower expression of IFNG and TNF in specific lung immune cells. Peripheral blood immune cells in an independent adult cohort showed a similar but less marked reduction in type-I IFN and IFNγ response genes, as well as decreased serum IFNα, in obese patients with SARS-CoV-2. Nasal immune cells from obese children with COVID-19 also showed reduced enrichment of IFN-α and IFN-γ response genes. Conclusions: These findings show blunted tissue immune responses in obese patients with COVID-19, with implications for treatment stratification, supporting the specific application of inhaled recombinant type-I IFNs in this vulnerable subset.
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Affiliation(s)
- Shuang A. Guo
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Georgina S. Bowyer
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - John R. Ferdinand
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - Mailis Maes
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - Zewen K. Tuong
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Eleanor Gillman
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
| | - Mingfeng Liao
- Institute for Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, China
| | | | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Kaylee Worlock
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Hudaa Gopee
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Emily Stephenson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Catherine A. Gao
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Paul A. Lyons
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
| | - Kenneth G. C. Smith
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
| | - Muzlifah Haniffa
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Kerstin B. Meyer
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Marko Z. Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Zheng Zhang
- Institute for Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, China
| | - Richard G. Wunderink
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Alexander V. Misharin
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Gordon Dougan
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
| | - Vilas Navapurkar
- John V. Farman Intensive Care Unit, Addenbrooke’s Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | | | - Andrew Conway Morris
- Division of Anaesthesia, Department of Medicine
- Division of Immunology, Department of Pathology, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, United Kingdom
- John V. Farman Intensive Care Unit, Addenbrooke’s Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Menna R. Clatworthy
- Molecular Immunity Unit
- Cambridge Institute for Therapeutic Immunology and Infectious Disease
- Department of Medicine, Cambridge Biomedical Campus
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
- NIHR Cambridge Biomedical Research Centre, Cambridge, United Kingdom; and
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16
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Lim K, Donovan APA, Tang W, Sun D, He P, Pett JP, Teichmann SA, Marioni JC, Meyer KB, Brand AH, Rawlins EL. Organoid modeling of human fetal lung alveolar development reveals mechanisms of cell fate patterning and neonatal respiratory disease. Cell Stem Cell 2023; 30:20-37.e9. [PMID: 36493780 DOI: 10.1016/j.stem.2022.11.013] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 10/02/2022] [Accepted: 11/16/2022] [Indexed: 12/13/2022]
Abstract
Variation in lung alveolar development is strongly linked to disease susceptibility. However, underlying cellular and molecular mechanisms are difficult to study in humans. We have identified an alveolar-fated epithelial progenitor in human fetal lungs, which we grow as self-organizing organoids that model key aspects of cell lineage commitment. Using this system, we have functionally validated cell-cell interactions in the developing human alveolar niche, showing that Wnt signaling from differentiating fibroblasts promotes alveolar-type-2 cell identity, whereas myofibroblasts secrete the Wnt inhibitor, NOTUM, providing spatial patterning. We identify a Wnt-NKX2.1 axis controlling alveolar differentiation. Moreover, we show that differential binding of NKX2.1 coordinates alveolar maturation, allowing us to model the effects of human genetic variation in NKX2.1 on alveolar differentiation. Our organoid system recapitulates key aspects of human fetal lung stem cell biology allowing mechanistic experiments to determine the cellular and molecular regulation of human development and disease.
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Affiliation(s)
- Kyungtae Lim
- Wellcome Trust, CRUK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 3DY, UK; Wellcome Trust, MRC Stem Cell Institute, Jeffrey Cheah Biomedical Centre Cambridge Biomedical Campus, Puddicombe Way, Cambridge CB2 0AW, UK
| | - Alex P A Donovan
- Wellcome Trust, CRUK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 3DY, UK
| | - Walfred Tang
- Wellcome Trust, CRUK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 3DY, UK; Wellcome Trust, MRC Stem Cell Institute, Jeffrey Cheah Biomedical Centre Cambridge Biomedical Campus, Puddicombe Way, Cambridge CB2 0AW, UK
| | - Dawei Sun
- Wellcome Trust, CRUK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 3DY, UK; Wellcome Trust, MRC Stem Cell Institute, Jeffrey Cheah Biomedical Centre Cambridge Biomedical Campus, Puddicombe Way, Cambridge CB2 0AW, UK
| | - Peng He
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge CB10 1SD, UK
| | - J Patrick Pett
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | - John C Marioni
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge CB10 1SD, UK
| | | | - Andrea H Brand
- Wellcome Trust, CRUK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 3DY, UK
| | - Emma L Rawlins
- Wellcome Trust, CRUK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 3DY, UK; Wellcome Trust, MRC Stem Cell Institute, Jeffrey Cheah Biomedical Centre Cambridge Biomedical Campus, Puddicombe Way, Cambridge CB2 0AW, UK.
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17
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Madissoon E, Oliver AJ, Kleshchevnikov V, Wilbrey-Clark A, Polanski K, Richoz N, Ribeiro Orsi A, Mamanova L, Bolt L, Elmentaite R, Pett JP, Huang N, Xu C, He P, Dabrowska M, Pritchard S, Tuck L, Prigmore E, Perera S, Knights A, Oszlanczi A, Hunter A, Vieira SF, Patel M, Lindeboom RGH, Campos LS, Matsuo K, Nakayama T, Yoshida M, Worlock KB, Nikolić MZ, Georgakopoulos N, Mahbubani KT, Saeb-Parsy K, Bayraktar OA, Clatworthy MR, Stegle O, Kumasaka N, Teichmann SA, Meyer KB. A spatially resolved atlas of the human lung characterizes a gland-associated immune niche. Nat Genet 2023; 55:66-77. [PMID: 36543915 PMCID: PMC9839452 DOI: 10.1038/s41588-022-01243-4] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 10/25/2022] [Indexed: 12/24/2022]
Abstract
Single-cell transcriptomics has allowed unprecedented resolution of cell types/states in the human lung, but their spatial context is less well defined. To (re)define tissue architecture of lung and airways, we profiled five proximal-to-distal locations of healthy human lungs in depth using multi-omic single cell/nuclei and spatial transcriptomics (queryable at lungcellatlas.org ). Using computational data integration and analysis, we extend beyond the suspension cell paradigm and discover macro and micro-anatomical tissue compartments including previously unannotated cell types in the epithelial, vascular, stromal and nerve bundle micro-environments. We identify and implicate peribronchial fibroblasts in lung disease. Importantly, we discover and validate a survival niche for IgA plasma cells in the airway submucosal glands (SMG). We show that gland epithelial cells recruit B cells and IgA plasma cells, and promote longevity and antibody secretion locally through expression of CCL28, APRIL and IL-6. This new 'gland-associated immune niche' has implications for respiratory health.
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Affiliation(s)
- Elo Madissoon
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Cambridge, UK
| | - Amanda J Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | | | | | - Nathan Richoz
- Molecular Immunity Unit, University of Cambridge Department of Medicine, MRC Laboratory of Molecular Biology, Francis Crick Ave, Cambridge, UK
| | - Ana Ribeiro Orsi
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Department of Genetics and Evolutionary Biology, Institute of Biosciences, University of São Paulo, São Paulo, Brazil
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Rasa Elmentaite
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - J Patrick Pett
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Chuan Xu
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Peng He
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, Cambridge, UK
| | - Monika Dabrowska
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sophie Pritchard
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Liz Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Elena Prigmore
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Shani Perera
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Andrew Knights
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Agnes Oszlanczi
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Adam Hunter
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sara F Vieira
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Minal Patel
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Lia S Campos
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | | | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Nikitas Georgakopoulos
- Department of Surgery, University of Cambridge, and Cambridge NIHR Biomedical Research Centre, Cambridge, UK
| | - Krishnaa T Mahbubani
- Department of Surgery, University of Cambridge, and Cambridge NIHR Biomedical Research Centre, Cambridge, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge, and Cambridge NIHR Biomedical Research Centre, Cambridge, UK
| | | | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Molecular Immunity Unit, University of Cambridge Department of Medicine, MRC Laboratory of Molecular Biology, Francis Crick Ave, Cambridge, UK
| | - Oliver Stegle
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
- Deutsches Krebsforschungszentrum (DKFZ), Heidelberg, Germany
| | | | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
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18
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Li R, Ferdinand JR, Loudon KW, Bowyer GS, Laidlaw S, Muyas F, Mamanova L, Neves JB, Bolt L, Fasouli ES, Lawson ARJ, Young MD, Hooks Y, Oliver TRW, Butler TM, Armitage JN, Aho T, Riddick ACP, Gnanapragasam V, Welsh SJ, Meyer KB, Warren AY, Tran MGB, Stewart GD, Cortés-Ciriano I, Behjati S, Clatworthy MR, Campbell PJ, Teichmann SA, Mitchell TJ. Mapping single-cell transcriptomes in the intra-tumoral and associated territories of kidney cancer. Cancer Cell 2022; 40:1583-1599.e10. [PMID: 36423636 PMCID: PMC9767677 DOI: 10.1016/j.ccell.2022.11.001] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 08/12/2022] [Accepted: 11/04/2022] [Indexed: 11/24/2022]
Abstract
Tumor behavior is intricately dependent on the oncogenic properties of cancer cells and their multi-cellular interactions. To understand these dependencies within the wider microenvironment, we studied over 270,000 single-cell transcriptomes and 100 microdissected whole exomes from 12 patients with kidney tumors, prior to validation using spatial transcriptomics. Tissues were sampled from multiple regions of the tumor core, the tumor-normal interface, normal surrounding tissues, and peripheral blood. We find that the tissue-type location of CD8+ T cell clonotypes largely defines their exhaustion state with intra-tumoral spatial heterogeneity that is not well explained by somatic heterogeneity. De novo mutation calling from single-cell RNA-sequencing data allows us to broadly infer the clonality of stromal cells and lineage-trace myeloid cell development. We report six conserved meta-programs that distinguish tumor cell function, and find an epithelial-mesenchymal transition meta-program highly enriched at the tumor-normal interface that co-localizes with IL1B-expressing macrophages, offering a potential therapeutic target.
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Affiliation(s)
- Ruoyan Li
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - John R Ferdinand
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Kevin W Loudon
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Georgina S Bowyer
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Sean Laidlaw
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Francesc Muyas
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Lira Mamanova
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Joana B Neves
- UCL Division of Surgery and Interventional Science, Royal Free Hospital, London NW3 2PS, UK; Specialist Centre for Kidney Cancer, Royal Free Hospital, London NW3 2PS, UK
| | - Liam Bolt
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Eirini S Fasouli
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Andrew R J Lawson
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Matthew D Young
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Yvette Hooks
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Thomas R W Oliver
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Timothy M Butler
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - James N Armitage
- Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Tev Aho
- Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Antony C P Riddick
- Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Vincent Gnanapragasam
- Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Sarah J Welsh
- Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Kerstin B Meyer
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Anne Y Warren
- Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Maxine G B Tran
- UCL Division of Surgery and Interventional Science, Royal Free Hospital, London NW3 2PS, UK; Specialist Centre for Kidney Cancer, Royal Free Hospital, London NW3 2PS, UK
| | - Grant D Stewart
- Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Isidro Cortés-Ciriano
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Sam Behjati
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Menna R Clatworthy
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Peter J Campbell
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Sarah A Teichmann
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Department of Physics, Cavendish Laboratory, JJ Thomson Avenue, Cambridge CB3 0HE, UK.
| | - Thomas J Mitchell
- Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK.
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19
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He P, Lim K, Sun D, Pett JP, Jeng Q, Polanski K, Dong Z, Bolt L, Richardson L, Mamanova L, Dabrowska M, Wilbrey-Clark A, Madissoon E, Tuong ZK, Dann E, Suo C, Goh I, Yoshida M, Nikolić MZ, Janes SM, He X, Barker RA, Teichmann SA, Marioni JC, Meyer KB, Rawlins EL. A human fetal lung cell atlas uncovers proximal-distal gradients of differentiation and key regulators of epithelial fates. Cell 2022; 185:4841-4860.e25. [PMID: 36493756 DOI: 10.1016/j.cell.2022.11.005] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [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: 12/13/2021] [Revised: 08/11/2022] [Accepted: 11/03/2022] [Indexed: 12/13/2022]
Abstract
We present a multiomic cell atlas of human lung development that combines single-cell RNA and ATAC sequencing, high-throughput spatial transcriptomics, and single-cell imaging. Coupling single-cell methods with spatial analysis has allowed a comprehensive cellular survey of the epithelial, mesenchymal, endothelial, and erythrocyte/leukocyte compartments from 5-22 post-conception weeks. We identify previously uncharacterized cell states in all compartments. These include developmental-specific secretory progenitors and a subtype of neuroendocrine cell related to human small cell lung cancer. Our datasets are available through our web interface (https://lungcellatlas.org). To illustrate its general utility, we use our cell atlas to generate predictions about cell-cell signaling and transcription factor hierarchies which we rigorously test using organoid models.
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Affiliation(s)
- Peng He
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
| | - Kyungtae Lim
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | - Dawei Sun
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | | | - Quitz Jeng
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | | | - Ziqi Dong
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | - Liam Bolt
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | - Lira Mamanova
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | | | - Elo Madissoon
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
| | - Zewen Kelvin Tuong
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; Molecular Immunity Unit, University of Cambridge Department of Medicine, Cambridge, UK
| | - Emma Dann
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Chenqu Suo
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; Department of Paediatrics, Cambridge University Hospitals, Hills Road, Cambridge CB2 0 QQ, UK
| | - Isaac Goh
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, NE2 4HH, UK
| | - Masahiro Yoshida
- Lungs for Living Research Centre, UCL Respiratory, University College London, London, UK
| | - Marko Z Nikolić
- Lungs for Living Research Centre, UCL Respiratory, University College London, London, UK
| | - Sam M Janes
- Lungs for Living Research Centre, UCL Respiratory, University College London, London, UK
| | - Xiaoling He
- John van Geest Centre for Brain Repair, Department of Clinical Neurosciences and Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Roger A Barker
- John van Geest Centre for Brain Repair, Department of Clinical Neurosciences and Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge CB3 0HE, UK
| | - John C Marioni
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK; Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | - Emma L Rawlins
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK.
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20
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Sun D, Llora Batlle O, van den Ameele J, Thomas JC, He P, Lim K, Tang W, Xu C, Meyer KB, Teichmann SA, Marioni JC, Jackson SP, Brand AH, Rawlins EL. SOX9 maintains human foetal lung tip progenitor state by enhancing WNT and RTK signalling. EMBO J 2022; 41:e111338. [PMID: 36121125 PMCID: PMC9627674 DOI: 10.15252/embj.2022111338] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [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: 04/03/2022] [Revised: 08/11/2022] [Accepted: 08/16/2022] [Indexed: 12/01/2022] Open
Abstract
The balance between self-renewal and differentiation in human foetal lung epithelial progenitors controls the size and function of the adult organ. Moreover, progenitor cell gene regulation networks are employed by both regenerating and malignant lung cells, where modulators of their effects could potentially be of therapeutic value. Details of the molecular networks controlling human lung progenitor self-renewal remain unknown. We performed the first CRISPRi screen in primary human lung organoids to identify transcription factors controlling progenitor self-renewal. We show that SOX9 promotes proliferation of lung progenitors and inhibits precocious airway differentiation. Moreover, by identifying direct transcriptional targets using Targeted DamID, we place SOX9 at the centre of a transcriptional network, which amplifies WNT and RTK signalling to stabilise the progenitor cell state. In addition, the proof-of-principle CRISPRi screen and Targeted DamID tools establish a new workflow for using primary human organoids to elucidate detailed functional mechanisms underlying normal development and disease.
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Affiliation(s)
- Dawei Sun
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of Physiology, Development and NeuroscienceUniversity of CambridgeCambridgeUK
| | - Oriol Llora Batlle
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of Physiology, Development and NeuroscienceUniversity of CambridgeCambridgeUK
| | - Jelle van den Ameele
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of Physiology, Development and NeuroscienceUniversity of CambridgeCambridgeUK
- Present address:
Department of Clinical Neurosciences and MRC Mitochondrial Biology UnitUniversity of CambridgeCambridgeUK
| | - John C Thomas
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of BiochemistryUniversity of CambridgeCambridgeUK
| | - Peng He
- Wellcome Sanger InstituteCambridgeUK
- European Molecular Biology LaboratoryEuropean Bioinformatics Institute (EMBL‐EBI)CambridgeUK
| | - Kyungtae Lim
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of Physiology, Development and NeuroscienceUniversity of CambridgeCambridgeUK
| | - Walfred Tang
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of Physiology, Development and NeuroscienceUniversity of CambridgeCambridgeUK
| | - Chufan Xu
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Present address:
Department of Anaesthesiology and Surgical Intensive Care Unit, Xinhua HospitalShanghai Jiaotong University School of MedicineShanghaiChina
| | | | - Sarah A Teichmann
- Wellcome Sanger InstituteCambridgeUK
- Department of Physics/Cavendish LaboratoryUniversity of CambridgeCambridgeUK
| | - John C Marioni
- Wellcome Sanger InstituteCambridgeUK
- European Molecular Biology LaboratoryEuropean Bioinformatics Institute (EMBL‐EBI)CambridgeUK
- Cancer Research UK Cambridge InstituteUniversity of CambridgeCambridgeUK
| | - Stephen P Jackson
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of BiochemistryUniversity of CambridgeCambridgeUK
| | - Andrea H Brand
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of Physiology, Development and NeuroscienceUniversity of CambridgeCambridgeUK
| | - Emma L Rawlins
- Wellcome Trust/CRUK Gurdon InstituteUniversity of CambridgeCambridgeUK
- Department of Physiology, Development and NeuroscienceUniversity of CambridgeCambridgeUK
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21
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Domínguez Conde C, Xu C, Jarvis LB, Rainbow DB, Wells SB, Gomes T, Howlett SK, Suchanek O, Polanski K, King HW, Mamanova L, Huang N, Szabo PA, Richardson L, Bolt L, Fasouli ES, Mahbubani KT, Prete M, Tuck L, Richoz N, Tuong ZK, Campos L, Mousa HS, Needham EJ, Pritchard S, Li T, Elmentaite R, Park J, Rahmani E, Chen D, Menon DK, Bayraktar OA, James LK, Meyer KB, Yosef N, Clatworthy MR, Sims PA, Farber DL, Saeb-Parsy K, Jones JL, Teichmann SA. Cross-tissue immune cell analysis reveals tissue-specific features in humans. Science 2022; 376:eabl5197. [PMID: 35549406 PMCID: PMC7612735 DOI: 10.1126/science.abl5197] [Citation(s) in RCA: 191] [Impact Index Per Article: 95.5] [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] [Indexed: 02/02/2023]
Abstract
Despite their crucial role in health and disease, our knowledge of immune cells within human tissues remains limited. We surveyed the immune compartment of 16 tissues from 12 adult donors by single-cell RNA sequencing and VDJ sequencing generating a dataset of ~360,000 cells. To systematically resolve immune cell heterogeneity across tissues, we developed CellTypist, a machine learning tool for rapid and precise cell type annotation. Using this approach, combined with detailed curation, we determined the tissue distribution of finely phenotyped immune cell types, revealing hitherto unappreciated tissue-specific features and clonal architecture of T and B cells. Our multitissue approach lays the foundation for identifying highly resolved immune cell types by leveraging a common reference dataset, tissue-integrated expression analysis, and antigen receptor sequencing.
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Affiliation(s)
- C Domínguez Conde
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - C Xu
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - LB Jarvis
- Department of Clinical Neurosciences, University of Cambridge
| | - DB Rainbow
- Department of Clinical Neurosciences, University of Cambridge
| | - SB Wells
- Department of Systems Biology, Columbia University Irving Medical Center
| | - T Gomes
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - SK Howlett
- Department of Clinical Neurosciences, University of Cambridge
| | - O Suchanek
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK
| | - K Polanski
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - HW King
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | - L Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - N Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - PA Szabo
- Department of Microbiology and Immunology, Columbia University Irving Medical Center
| | - L Richardson
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - L Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - ES Fasouli
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - KT Mahbubani
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge, UK
| | - M Prete
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - L Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - N Richoz
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK
| | - ZK Tuong
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK
| | - L Campos
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- West Suffolk Hospital NHS Trust, Bury Saint Edmunds, UK
| | - HS Mousa
- Department of Clinical Neurosciences, University of Cambridge
| | - EJ Needham
- Department of Clinical Neurosciences, University of Cambridge
| | - S Pritchard
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - T Li
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - R Elmentaite
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - J Park
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - E Rahmani
- Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA
- Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, Berkeley, CA, USA
| | - D Chen
- Department of Systems Biology, Columbia University Irving Medical Center
| | - DK Menon
- Department of Anaesthesia, University of Cambridge, Cambridge, UK
| | - OA Bayraktar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - LK James
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | - KB Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - N Yosef
- Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA
- Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, Berkeley, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - MR Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK
| | - PA Sims
- Department of Systems Biology, Columbia University Irving Medical Center
| | - DL Farber
- Department of Microbiology and Immunology, Columbia University Irving Medical Center
| | - K Saeb-Parsy
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge, UK
| | - JL Jones
- Department of Clinical Neurosciences, University of Cambridge
| | - SA Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Theory of Condensed Matter, Cavendish Laboratory, Department of Physics, University of Cambridge, JJ Thomson Ave, Cambridge CB3 0HE, UK
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22
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Meng B, Abdullahi A, Ferreira IATM, Goonawardane N, Saito A, Kimura I, Yamasoba D, Gerber PP, Fatihi S, Rathore S, Zepeda SK, Papa G, Kemp SA, Ikeda T, Toyoda M, Tan TS, Kuramochi J, Mitsunaga S, Ueno T, Shirakawa K, Takaori-Kondo A, Brevini T, Mallery DL, Charles OJ, Bowen JE, Joshi A, Walls AC, Jackson L, Martin D, Smith KGC, Bradley J, Briggs JAG, Choi J, Madissoon E, Meyer KB, Mlcochova P, Ceron-Gutierrez L, Doffinger R, Teichmann SA, Fisher AJ, Pizzuto MS, de Marco A, Corti D, Hosmillo M, Lee JH, James LC, Thukral L, Veesler D, Sigal A, Sampaziotis F, Goodfellow IG, Matheson NJ, Sato K, Gupta RK. Altered TMPRSS2 usage by SARS-CoV-2 Omicron impacts infectivity and fusogenicity. Nature 2022; 603:706-714. [PMID: 35104837 PMCID: PMC8942856 DOI: 10.1038/s41586-022-04474-x] [Citation(s) in RCA: 607] [Impact Index Per Article: 303.5] [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: 12/21/2021] [Accepted: 01/26/2022] [Indexed: 11/08/2022]
Abstract
The SARS-CoV-2 Omicron BA.1 variant emerged in 20211 and has multiple mutations in its spike protein2. Here we show that the spike protein of Omicron has a higher affinity for ACE2 compared with Delta, and a marked change in its antigenicity increases Omicron's evasion of therapeutic monoclonal and vaccine-elicited polyclonal neutralizing antibodies after two doses. mRNA vaccination as a third vaccine dose rescues and broadens neutralization. Importantly, the antiviral drugs remdesivir and molnupiravir retain efficacy against Omicron BA.1. Replication was similar for Omicron and Delta virus isolates in human nasal epithelial cultures. However, in lung cells and gut cells, Omicron demonstrated lower replication. Omicron spike protein was less efficiently cleaved compared with Delta. The differences in replication were mapped to the entry efficiency of the virus on the basis of spike-pseudotyped virus assays. The defect in entry of Omicron pseudotyped virus to specific cell types effectively correlated with higher cellular RNA expression of TMPRSS2, and deletion of TMPRSS2 affected Delta entry to a greater extent than Omicron. Furthermore, drug inhibitors targeting specific entry pathways3 demonstrated that the Omicron spike inefficiently uses the cellular protease TMPRSS2, which promotes cell entry through plasma membrane fusion, with greater dependency on cell entry through the endocytic pathway. Consistent with suboptimal S1/S2 cleavage and inability to use TMPRSS2, syncytium formation by the Omicron spike was substantially impaired compared with the Delta spike. The less efficient spike cleavage of Omicron at S1/S2 is associated with a shift in cellular tropism away from TMPRSS2-expressing cells, with implications for altered pathogenesis.
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Affiliation(s)
- Bo Meng
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Adam Abdullahi
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Isabella A T M Ferreira
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Niluka Goonawardane
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Akatsuki Saito
- Department of Veterinary Science, Faculty of Agriculture, University of Miyazaki, Miyazaki, Japan
| | - Izumi Kimura
- Division of Systems Virology, Department of Infectious Disease Control, International Research Center for Infectious Diseases, The Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Daichi Yamasoba
- Division of Systems Virology, Department of Infectious Disease Control, International Research Center for Infectious Diseases, The Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Pehuén Pereyra Gerber
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Saman Fatihi
- CSIR Institute of Genomics and Integrative Biology, Delhi, India
| | - Surabhi Rathore
- CSIR Institute of Genomics and Integrative Biology, Delhi, India
| | - Samantha K Zepeda
- Department of Biochemistry, University of Washington, Seattle, WA, USA
| | - Guido Papa
- MRC-Laboratory of Molecular Biology, Cambridge, UK
| | - Steven A Kemp
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Terumasa Ikeda
- Division of Molecular Virology and Genetics, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto, Japan
| | - Mako Toyoda
- Division of Infection and Immunity, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto, Japan
| | - Toong Seng Tan
- Division of Infection and Immunity, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto, Japan
| | | | - Shigeki Mitsunaga
- Human Genetics Laboratory, National Institute of Genetics, Mishima, Japan
| | - Takamasa Ueno
- Division of Infection and Immunity, Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto, Japan
| | - Kotaro Shirakawa
- Department of Hematology and Oncology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Akifumi Takaori-Kondo
- Department of Hematology and Oncology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Teresa Brevini
- Department of Medicine, University of Cambridge, Cambridge, UK
| | | | | | - John E Bowen
- Department of Biochemistry, University of Washington, Seattle, WA, USA
| | - Anshu Joshi
- Department of Biochemistry, University of Washington, Seattle, WA, USA
| | - Alexandra C Walls
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Department of Virology, University of Cambridge, Cambridge, UK
| | | | | | - Kenneth G C Smith
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - John Bradley
- Department of Medicine, University of Cambridge, Cambridge, UK
| | | | - Jinwook Choi
- Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK
| | - Elo Madissoon
- Welcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, EMBL-EBI, Wellcome Trust Genome Campus, Hinxton, UK
| | - Kerstin B Meyer
- Welcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Petra Mlcochova
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - Lourdes Ceron-Gutierrez
- Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge Biomedical Campus, Cambridge, UK
| | - Rainer Doffinger
- Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge Biomedical Campus, Cambridge, UK
| | - Sarah A Teichmann
- Welcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
- Cavendish Laboratory, Department of Physics, University of Cambridge, Cambridge, UK
| | - Andrew J Fisher
- Transplant and Regenerative Medicine Laboratory, Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne, UK
| | - Matteo S Pizzuto
- Humabs Biomed SA, a subsidiary of Vir Biotechnology, Bellinzona, Switzerland
| | - Anna de Marco
- Humabs Biomed SA, a subsidiary of Vir Biotechnology, Bellinzona, Switzerland
| | - Davide Corti
- Humabs Biomed SA, a subsidiary of Vir Biotechnology, Bellinzona, Switzerland
| | - Myra Hosmillo
- Department of Virology, University of Cambridge, Cambridge, UK
| | - Joo Hyeon Lee
- Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Leo C James
- MRC-Laboratory of Molecular Biology, Cambridge, UK
| | - Lipi Thukral
- CSIR Institute of Genomics and Integrative Biology, Delhi, India
| | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Howard Hughes Medical Institute, Seattle, WA, USA
| | - Alex Sigal
- Africa Health Research Institute, Durban, South Africa
- Max Planck Institute for Infection Biology, Berlin, Germany
- School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Fotios Sampaziotis
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK
- Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge Biomedical Campus, Cambridge, UK
| | | | - Nicholas J Matheson
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
- Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge Biomedical Campus, Cambridge, UK
- NHS Blood and Transplant, Cambridge, UK
| | - Kei Sato
- Division of Systems Virology, Department of Infectious Disease Control, International Research Center for Infectious Diseases, The Institute of Medical Science, The University of Tokyo, Tokyo, Japan.
- CREST, Japan Science and Technology Agency, Saitama, Japan.
| | - Ravindra K Gupta
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Cambridge, UK.
- Department of Medicine, University of Cambridge, Cambridge, UK.
- Africa Health Research Institute, Durban, South Africa.
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23
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Cardoso MA, Rizzardi LEA, Kume LW, Groeneveld CS, Trefflich S, Morais DAA, Dalmolin RJS, Ponder BAJ, Meyer KB, Castro MAA. TreeAndLeaf: an R/Bioconductor package for graphs and trees with focus on the leaves. Bioinformatics 2022; 38:1463-1464. [PMID: 34864914 DOI: 10.1093/bioinformatics/btab819] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Revised: 11/15/2021] [Accepted: 11/30/2021] [Indexed: 01/05/2023] Open
Abstract
MOTIVATION Dendrogram is a classical diagram for visualizing binary trees. Although efficient to represent hierarchical relations, it provides limited space for displaying information on the leaf elements, especially for large trees. RESULTS Here, we present TreeAndLeaf, an R/Bioconductor package that implements a hybrid layout strategy to represent tree diagrams with focus on the leaves. The TreeAndLeaf package combines force-directed graph and tree layout algorithms using a single visualization system, allowing projection of multiple layers of information onto a graph-tree diagram. The Supplementary Information provides two case studies that use breast cancer data from epidemiological and experimental studies. AVAILABILITY AND IMPLEMENTATION TreeAndLeaf is written in the R language, and is available from the Bioconductor project at http://bioconductor.org/packages/TreeAndLeaf/ (version≥1.4.2). SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Milena A Cardoso
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba 81520-260, Brazil
| | - Luis E A Rizzardi
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba 81520-260, Brazil
| | - Leonardo W Kume
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba 81520-260, Brazil
| | - Clarice S Groeneveld
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba 81520-260, Brazil
| | - Sheyla Trefflich
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba 81520-260, Brazil
- Bioinformatics Department, Federal University of Minas Gerais, Belo Horizonte 31270-901, Brazil
| | - Diego A A Morais
- Bioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte, Natal 59078-400, Brazil
| | - Rodrigo J S Dalmolin
- Bioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte, Natal 59078-400, Brazil
| | - Bruce A J Ponder
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge CB2 0RE, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Mauro A A Castro
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba 81520-260, Brazil
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24
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Yoshida M, Worlock KB, Huang N, Lindeboom RGH, Butler CR, Kumasaka N, Dominguez Conde C, Mamanova L, Bolt L, Richardson L, Polanski K, Madissoon E, Barnes JL, Allen-Hyttinen J, Kilich E, Jones BC, de Wilton A, Wilbrey-Clark A, Sungnak W, Pett JP, Weller J, Prigmore E, Yung H, Mehta P, Saleh A, Saigal A, Chu V, Cohen JM, Cane C, Iordanidou A, Shibuya S, Reuschl AK, Herczeg IT, Argento AC, Wunderink RG, Smith SB, Poor TA, Gao CA, Dematte JE, Reynolds G, Haniffa M, Bowyer GS, Coates M, Clatworthy MR, Calero-Nieto FJ, Göttgens B, O'Callaghan C, Sebire NJ, Jolly C, De Coppi P, Smith CM, Misharin AV, Janes SM, Teichmann SA, Nikolić MZ, Meyer KB. Local and systemic responses to SARS-CoV-2 infection in children and adults. Nature 2022; 602:321-327. [PMID: 34937051 PMCID: PMC8828466 DOI: 10.1038/s41586-021-04345-x] [Citation(s) in RCA: 147] [Impact Index Per Article: 73.5] [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: 03/06/2021] [Accepted: 12/14/2021] [Indexed: 02/03/2023]
Abstract
It is not fully understood why COVID-19 is typically milder in children1-3. Here, to examine the differences between children and adults in their response to SARS-CoV-2 infection, we analysed paediatric and adult patients with COVID-19 as well as healthy control individuals (total n = 93) using single-cell multi-omic profiling of matched nasal, tracheal, bronchial and blood samples. In the airways of healthy paediatric individuals, we observed cells that were already in an interferon-activated state, which after SARS-CoV-2 infection was further induced especially in airway immune cells. We postulate that higher paediatric innate interferon responses restrict viral replication and disease progression. The systemic response in children was characterized by increases in naive lymphocytes and a depletion of natural killer cells, whereas, in adults, cytotoxic T cells and interferon-stimulated subpopulations were significantly increased. We provide evidence that dendritic cells initiate interferon signalling in early infection, and identify epithelial cell states associated with COVID-19 and age. Our matching nasal and blood data show a strong interferon response in the airways with the induction of systemic interferon-stimulated populations, which were substantially reduced in paediatric patients. Together, we provide several mechanisms that explain the milder clinical syndrome observed in children.
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Affiliation(s)
- Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
- Division of Respiratory Diseases, Department of Internal Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Ni Huang
- Wellcome Sanger Institute, Cambridge, UK
| | | | - Colin R Butler
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | | | | | | | - Liam Bolt
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Elo Madissoon
- Wellcome Sanger Institute, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Cambridge, UK
| | - Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Eliz Kilich
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Brendan C Jones
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Angus de Wilton
- University College London Hospitals NHS Foundation Trust, London, UK
| | | | | | | | | | | | - Henry Yung
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Puja Mehta
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Anita Saigal
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Vivian Chu
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Jonathan M Cohen
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Clare Cane
- Royal Free Hospital NHS Foundation Trust, London, UK
| | | | - Soichi Shibuya
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
| | - Ann-Kathrin Reuschl
- UCL Division of Infection and Immunity, University College London, London, UK
| | - Iván T Herczeg
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - A Christine Argento
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Richard G Wunderink
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sean B Smith
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Taylor A Poor
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Catherine A Gao
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jane E Dematte
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Matthew Coates
- Department of Medicine, University of Cambridge, Cambridge, UK
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | | | - Berthold Göttgens
- Wellcome, MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Christopher O'Callaghan
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Neil J Sebire
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Clare Jolly
- UCL Division of Infection and Immunity, University College London, London, UK
| | - Paolo De Coppi
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Claire M Smith
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
| | - Alexander V Misharin
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK
- Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK.
- University College London Hospitals NHS Foundation Trust, London, UK.
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25
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Luecken MD, Zaragozi LE, Madissoon E, Sikkema L, Firsova AB, De Domenico E, Kümmerle L, Saglam A, Berg M, Gay ACA, Schniering J, Mayr CH, Abalo XM, Larsson L, Sountoulidis A, Teichmann S, van Eunen K, Koppelman GH, Saeb-Parsy K, Leroy S, Powell P, Sarkans U, Timens W, Lundeberg J, van den Berge M, Nilsson M, Horváth P, Denning J, Papatheodorou I, Schultze J, Schiller HB, Barbry P, Petoukhov I, Misharin AV, Adcock I, von Papen M, Theis FJ, Samakovlis C, Meyer KB, Nawijn MC. The discovAIR project: a roadmap towards the Human Lung Cell Atlas. Eur Respir J 2022; 60:13993003.02057-2021. [PMID: 35086829 PMCID: PMC9386332 DOI: 10.1183/13993003.02057-2021] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 12/23/2021] [Indexed: 12/01/2022]
Abstract
The Human Cell Atlas (HCA) consortium aims to establish an atlas of all organs in the healthy human body at single-cell resolution to increase our understanding of basic biological processes that govern development, physiology and anatomy, and to accelerate diagnosis and treatment of disease. The Lung Biological Network of the HCA aims to generate the Human Lung Cell Atlas as a reference for the cellular repertoire, molecular cell states and phenotypes, and cell–cell interactions that characterise normal lung homeostasis in healthy lung tissue. Such a reference atlas of the healthy human lung will facilitate mapping the changes in the cellular landscape in disease. The discovAIR project is one of six pilot actions for the HCA funded by the European Commission in the context of the H2020 framework programme. discovAIR aims to establish the first draft of an integrated Human Lung Cell Atlas, combining single-cell transcriptional and epigenetic profiling with spatially resolving techniques on matched tissue samples, as well as including a number of chronic and infectious diseases of the lung. The integrated Human Lung Cell Atlas will be available as a resource for the wider respiratory community, including basic and translational scientists, clinical medicine, and the private sector, as well as for patients with lung disease and the interested lay public. We anticipate that the Human Lung Cell Atlas will be the founding stone for a more detailed understanding of the pathogenesis of lung diseases, guiding the design of novel diagnostics and preventive or curative interventions. The discovAIR project contributes to the Human Cell Atlas Lung Biological Network by establishing a first draft of the Human Lung Cell Atlas, advancing our insight into the cellular complexity and spatial organisation of the lung in health and diseasehttps://bit.ly/3zX4cad
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Affiliation(s)
- Malte D Luecken
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany.,These authors made an equal contribution to this manuscript
| | - Laure-Emmanuelle Zaragozi
- Université Côte d'Azur and CNRS, Institut de Pharmacologie Moléculaire et Cellulaire, Sophia Antipolis, France.,These authors made an equal contribution to this manuscript
| | - Elo Madissoon
- Wellcome Sanger Institute, Cambridge, UK.,European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.,These authors made an equal contribution to this manuscript
| | - Lisa Sikkema
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany.,These authors made an equal contribution to this manuscript
| | - Alexandra B Firsova
- Science for Life Laboratory, Department of Molecular Biosciences, Wenner-Gren Institute, Stockholm University, Stockholm, Sweden.,These authors made an equal contribution to this manuscript
| | - Elena De Domenico
- Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany.,These authors made an equal contribution to this manuscript
| | - Louis Kümmerle
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany.,These authors made an equal contribution to this manuscript
| | - Adem Saglam
- Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany.,These authors made an equal contribution to this manuscript
| | - Marijn Berg
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.,GRIAC research institute at the University Medical Center Groningen, Groningen, the Netherlands.,These authors made an equal contribution to this manuscript
| | - Aurore C A Gay
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.,GRIAC research institute at the University Medical Center Groningen, Groningen, the Netherlands.,These authors made an equal contribution to this manuscript
| | - Janine Schniering
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Comprehensive Pneumology Center, Member of the German Center for Lung Research (DZL), Munich, Germany.,These authors made an equal contribution to this manuscript
| | - Christoph H Mayr
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Comprehensive Pneumology Center, Member of the German Center for Lung Research (DZL), Munich, Germany.,These authors made an equal contribution to this manuscript
| | - Xesús M Abalo
- Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Solna, Sweden.,These authors made an equal contribution to this manuscript
| | - Ludvig Larsson
- Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Solna, Sweden.,These authors made an equal contribution to this manuscript
| | - Alexandros Sountoulidis
- Science for Life Laboratory, Department of Molecular Biosciences, Wenner-Gren Institute, Stockholm University, Stockholm, Sweden.,These authors made an equal contribution to this manuscript
| | - Sarah Teichmann
- Wellcome Sanger Institute, Cambridge, UK.,Theory of Condensed Matter, Cavendish Laboratory, Cambridge, UK
| | - Karen van Eunen
- Department of Pediatric Pulmonology and Pediatric Allergology, Beatrix Children's Hospital, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.,UMCG Research BV, University Medical Center Groningen, Groningen, The Netherlands
| | - Gerard H Koppelman
- GRIAC research institute at the University Medical Center Groningen, Groningen, the Netherlands.,Department of Pediatric Pulmonology and Pediatric Allergology, Beatrix Children's Hospital, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge, and Cambridge NIHR Biomedical Research Centre, Cambridge, UK
| | - Sylvie Leroy
- Département de Pneumologie, Université Côte d'Azur and CHU Nice, FHU-OncoAge, Nice, France
| | | | - Ugis Sarkans
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Wim Timens
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.,GRIAC research institute at the University Medical Center Groningen, Groningen, the Netherlands
| | - Joakim Lundeberg
- Science for Life Laboratory, Department of Gene Technology, KTH Royal Institute of Technology, Solna, Sweden
| | - Maarten van den Berge
- GRIAC research institute at the University Medical Center Groningen, Groningen, the Netherlands.,Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Mats Nilsson
- Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Solna, Sweden
| | - Peter Horváth
- Synthetic and Systems Biology Unit, Biological Research Center, Szeged, Hungary
| | | | - Irene Papatheodorou
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Joachim Schultze
- Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany.,PRECISE Platform for Single Cell Genomics and Epigenomics, Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) and the University of Bonn, Bonn, Germany.,Genomics and Immunoregulation, Life & Medical Sciences (LIMES) Institute, University of Bonn, Bonn, Germany
| | - Herbert B Schiller
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Comprehensive Pneumology Center, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Pascal Barbry
- Université Côte d'Azur and CNRS, Institut de Pharmacologie Moléculaire et Cellulaire, Sophia Antipolis, France
| | - Ilya Petoukhov
- A Beta World (former Principal at MIcompany), Amsterdam, the Netherlands
| | - Alexander V Misharin
- Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, USA
| | - Ian Adcock
- Airway Disease Section, National Heart and Lung Institute, Faculty of Medicine, Imperial College London, London, UK
| | | | - Fabian J Theis
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany.,Institute of Computational Biology, Helmholtz Center Munich (HMGU), Neuherberg, Germany
| | - Christos Samakovlis
- Science for Life Laboratory, Department of Molecular Biosciences, Wenner-Gren Institute, Stockholm University, Stockholm, Sweden
| | | | - Martijn C Nawijn
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands .,GRIAC research institute at the University Medical Center Groningen, Groningen, the Netherlands
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26
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Elmentaite R, Kumasaka N, Roberts K, Fleming A, Dann E, King HW, Kleshchevnikov V, Dabrowska M, Pritchard S, Bolt L, Vieira SF, Mamanova L, Huang N, Perrone F, Goh Kai'En I, Lisgo SN, Katan M, Leonard S, Oliver TRW, Hook CE, Nayak K, Campos LS, Domínguez Conde C, Stephenson E, Engelbert J, Botting RA, Polanski K, van Dongen S, Patel M, Morgan MD, Marioni JC, Bayraktar OA, Meyer KB, He X, Barker RA, Uhlig HH, Mahbubani KT, Saeb-Parsy K, Zilbauer M, Clatworthy MR, Haniffa M, James KR, Teichmann SA. Cells of the human intestinal tract mapped across space and time. Nature 2021; 597:250-255. [PMID: 34497389 PMCID: PMC8426186 DOI: 10.1038/s41586-021-03852-1] [Citation(s) in RCA: 213] [Impact Index Per Article: 71.0] [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: 11/24/2020] [Accepted: 07/26/2021] [Indexed: 12/12/2022]
Abstract
The cellular landscape of the human intestinal tract is dynamic throughout life, developing in utero and changing in response to functional requirements and environmental exposures. Here, to comprehensively map cell lineages, we use single-cell RNA sequencing and antigen receptor analysis of almost half a million cells from up to 5 anatomical regions in the developing and up to 11 distinct anatomical regions in the healthy paediatric and adult human gut. This reveals the existence of transcriptionally distinct BEST4 epithelial cells throughout the human intestinal tract. Furthermore, we implicate IgG sensing as a function of intestinal tuft cells. We describe neural cell populations in the developing enteric nervous system, and predict cell-type-specific expression of genes associated with Hirschsprung's disease. Finally, using a systems approach, we identify key cell players that drive the formation of secondary lymphoid tissue in early human development. We show that these programs are adopted in inflammatory bowel disease to recruit and retain immune cells at the site of inflammation. This catalogue of intestinal cells will provide new insights into cellular programs in development, homeostasis and disease.
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Affiliation(s)
- Rasa Elmentaite
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | - Kenny Roberts
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Aaron Fleming
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, UK
| | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Hamish W King
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | | | | | | | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Sara F Vieira
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | - Issac Goh Kai'En
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Steven N Lisgo
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Matilda Katan
- Structural and Molecular Biology, Division of Biosciences, University College London, London, UK
| | - Steven Leonard
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Thomas R W Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Department of Histopathology, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - C Elizabeth Hook
- Department of Histopathology, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Komal Nayak
- Department of Paediatrics, University of Cambridge, Cambridge, UK
| | - Lia S Campos
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | - Emily Stephenson
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Justin Engelbert
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Rachel A Botting
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | | | | | - Minal Patel
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Michael D Morgan
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - John C Marioni
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Xiaoling He
- John van Geest Centre for Brain Repair, Department of Clinical Neurosciences and Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Roger A Barker
- John van Geest Centre for Brain Repair, Department of Clinical Neurosciences and Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Holm H Uhlig
- Translational Gastroenterology Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
- Department of Paediatrics, University of Oxford, Oxford, UK
- NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Krishnaa T Mahbubani
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge, UK
| | - Matthias Zilbauer
- Department of Paediatrics, University of Cambridge, Cambridge, UK
- Department of Paediatric Gastroenterology, Hepatology and Nutrition, Cambridge University Hospitals Trust, Cambridge, UK
- Wellcome-MRC Cambridge Stem Cell Institute, Anne McLaren Laboratory, University of Cambridge, Cambridge, UK
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Kylie R James
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
- Garvan Institute of Medical Research, The Kinghorn Cancer Centre, Darlinghurst, New South Wales, Australia.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
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27
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Nowicki-Osuch K, Zhuang L, Jammula S, Bleaney CW, Mahbubani KT, Devonshire G, Katz-Summercorn A, Eling N, Wilbrey-Clark A, Madissoon E, Gamble J, Di Pietro M, O'Donovan M, Meyer KB, Saeb-Parsy K, Sharrocks AD, Teichmann SA, Marioni JC, Fitzgerald RC. Molecular phenotyping reveals the identity of Barrett's esophagus and its malignant transition. Science 2021; 373:760-767. [PMID: 34385390 DOI: 10.1126/science.abd1449] [Citation(s) in RCA: 76] [Impact Index Per Article: 25.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Revised: 01/26/2021] [Accepted: 06/07/2021] [Indexed: 12/12/2022]
Abstract
The origin of human metaplastic states and their propensity for cancer is poorly understood. Barrett's esophagus is a common metaplastic condition that increases the risk for esophageal adenocarcinoma, and its cellular origin is enigmatic. To address this, we harvested tissues spanning the gastroesophageal junction from healthy and diseased donors, including isolation of esophageal submucosal glands. A combination of single-cell transcriptomic profiling, in silico lineage tracing from methylation, open chromatin and somatic mutation analyses, and functional studies in organoid models showed that Barrett's esophagus originates from gastric cardia through c-MYC and HNF4A-driven transcriptional programs. Furthermore, our data indicate that esophageal adenocarcinoma likely arises from undifferentiated Barrett's esophagus cell types even in the absence of a pathologically identifiable metaplastic precursor, illuminating early detection strategies.
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Affiliation(s)
- Karol Nowicki-Osuch
- Medical Research Council Cancer Unit, Hutchison/Medical Research Council Research Centre, University of Cambridge, Cambridge CB2 0X2, UK
| | - Lizhe Zhuang
- Medical Research Council Cancer Unit, Hutchison/Medical Research Council Research Centre, University of Cambridge, Cambridge CB2 0X2, UK
| | - Sriganesh Jammula
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge CB2 0RE, UK
| | - Christopher W Bleaney
- Faculty of Biology, Medicine and Health, Michael Smith Building, Oxford Road, University of Manchester, Manchester, UK
| | - Krishnaa T Mahbubani
- Cambridge Biorepository for Translational Medicine (CBTM), NIHR Cambridge Biomedical Research Centre, Cambridge, UK
- Department of Haematology, University of Cambridge, Cambridge, UK
| | - Ginny Devonshire
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge CB2 0RE, UK
| | - Annalise Katz-Summercorn
- Medical Research Council Cancer Unit, Hutchison/Medical Research Council Research Centre, University of Cambridge, Cambridge CB2 0X2, UK
| | - Nils Eling
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge CB2 0RE, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Anna Wilbrey-Clark
- Wellcome Sanger Institute, Welcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Elo Madissoon
- Wellcome Sanger Institute, Welcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - John Gamble
- Cambridge Biorepository for Translational Medicine (CBTM), NIHR Cambridge Biomedical Research Centre, Cambridge, UK
- Department of Surgery, University of Cambridge, Cambridge, UK
| | - Massimiliano Di Pietro
- Medical Research Council Cancer Unit, Hutchison/Medical Research Council Research Centre, University of Cambridge, Cambridge CB2 0X2, UK
| | - Maria O'Donovan
- Medical Research Council Cancer Unit, Hutchison/Medical Research Council Research Centre, University of Cambridge, Cambridge CB2 0X2, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Welcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Kourosh Saeb-Parsy
- Cambridge Biorepository for Translational Medicine (CBTM), NIHR Cambridge Biomedical Research Centre, Cambridge, UK
- Department of Surgery, University of Cambridge, Cambridge, UK
| | - Andrew D Sharrocks
- Faculty of Biology, Medicine and Health, Michael Smith Building, Oxford Road, University of Manchester, Manchester, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Welcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Theory of Condensed Matter Group, Cavendish Laboratory, University of Cambridge, JJ Thomson Avenue, Cambridge CB3 0HE, UK
| | - John C Marioni
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge CB2 0RE, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
- Wellcome Sanger Institute, Welcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Rebecca C Fitzgerald
- Medical Research Council Cancer Unit, Hutchison/Medical Research Council Research Centre, University of Cambridge, Cambridge CB2 0X2, UK.
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28
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Schupp JC, Adams TS, Cosme C, Raredon MSB, Yuan Y, Omote N, Poli S, Chioccioli M, Rose KA, Manning EP, Sauler M, DeIuliis G, Ahangari F, Neumark N, Habermann AC, Gutierrez AJ, Bui LT, Lafyatis R, Pierce RW, Meyer KB, Nawijn MC, Teichmann SA, Banovich NE, Kropski JA, Niklason LE, Pe’er D, Yan X, Homer RJ, Rosas IO, Kaminski N. Integrated Single-Cell Atlas of Endothelial Cells of the Human Lung. Circulation 2021; 144:286-302. [PMID: 34030460 PMCID: PMC8300155 DOI: 10.1161/circulationaha.120.052318] [Citation(s) in RCA: 140] [Impact Index Per Article: 46.7] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 04/21/2021] [Indexed: 11/16/2022]
Abstract
BACKGROUND Cellular diversity of the lung endothelium has not been systematically characterized in humans. We provide a reference atlas of human lung endothelial cells (ECs) to facilitate a better understanding of the phenotypic diversity and composition of cells comprising the lung endothelium. METHODS We reprocessed human control single-cell RNA sequencing (scRNAseq) data from 6 datasets. EC populations were characterized through iterative clustering with subsequent differential expression analysis. Marker genes were validated by fluorescent microscopy and in situ hybridization. scRNAseq of primary lung ECs cultured in vitro was performed. The signaling network between different lung cell types was studied. For cross-species analysis or disease relevance, we applied the same methods to scRNAseq data obtained from mouse lungs or from human lungs with pulmonary hypertension. RESULTS Six lung scRNAseq datasets were reanalyzed and annotated to identify >15 000 vascular EC cells from 73 individuals. Differential expression analysis of EC revealed signatures corresponding to endothelial lineage, including panendothelial, panvascular, and subpopulation-specific marker gene sets. Beyond the broad cellular categories of lymphatic, capillary, arterial, and venous ECs, we found previously indistinguishable subpopulations; among venous EC, we identified 2 previously indistinguishable populations: pulmonary-venous ECs (COL15A1neg) localized to the lung parenchyma and systemic-venous ECs (COL15A1pos) localized to the airways and the visceral pleura; among capillary ECs, we confirmed their subclassification into recently discovered aerocytes characterized by EDNRB, SOSTDC1, and TBX2 and general capillary EC. We confirmed that all 6 endothelial cell types, including the systemic-venous ECs and aerocytes, are present in mice and identified endothelial marker genes conserved in humans and mice. Ligand-receptor connectome analysis revealed important homeostatic crosstalk of EC with other lung resident cell types. scRNAseq of commercially available primary lung ECs demonstrated a loss of their native lung phenotype in culture. scRNAseq revealed that endothelial diversity is maintained in pulmonary hypertension. Our article is accompanied by an online data mining tool (www.LungEndothelialCellAtlas.com). CONCLUSIONS Our integrated analysis provides a comprehensive and well-crafted reference atlas of ECs in the normal lung and confirms and describes in detail previously unrecognized endothelial populations across a large number of humans and mice.
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Affiliation(s)
- Jonas C. Schupp
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Taylor S. Adams
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Carlos Cosme
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Micha Sam Brickman Raredon
- Department of Biomedical Engineering (M.S.B.R., L.E.N.), Yale University, New Haven, CT
- Vascular Biology and Therapeutics (M.S.B.R., Y.Y., L.E.N.), Yale University, New Haven, CT
| | - Yifan Yuan
- Vascular Biology and Therapeutics (M.S.B.R., Y.Y., L.E.N.), Yale University, New Haven, CT
- Department of Anesthesiology (Y.Y., L.E.N.), Yale University, New Haven, CT
| | - Norihito Omote
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Sergio Poli
- Department of Medicine, Baylor College of Medicine, Houston, TX (S.P., I.O.R.)
- Division of Internal Medicine, Mount Sinai Medical Center, Miami Beach, FL (S.P.)
| | - Maurizio Chioccioli
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Kadi-Ann Rose
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Edward P. Manning
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
- VA Connecticut Healthcare System (E.P.M.), West Haven
| | - Maor Sauler
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Giuseppe DeIuliis
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Farida Ahangari
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Nir Neumark
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Arun C. Habermann
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN (A.C.H., J.A.K.)
| | - Austin J. Gutierrez
- Translational Genomics Research Institute, Phoenix, AZ (A.J.G., L.T.B., N.E.B.)
| | - Linh T. Bui
- Translational Genomics Research Institute, Phoenix, AZ (A.J.G., L.T.B., N.E.B.)
| | - Robert Lafyatis
- Division of Rheumatology and Clinical Immunology, University of Pittsburgh School of Medicine, PA (R.L.)
| | - Richard W. Pierce
- Department of Pediatrics (R.W.P.), Yale University School of Medicine, New Haven, CT
| | - Kerstin B. Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK (K.B.M., S.A.T.)
| | - Martijn C. Nawijn
- Department of Pathology and Medical Biology (M.C.N.), University Medical Center Groningen, University of Groningen, The Netherlands
- Groningen Research Institute for Asthma and COPD (M.C.N.), University Medical Center Groningen, University of Groningen, The Netherlands
| | - Sarah A. Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK (K.B.M., S.A.T.)
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, UK (S.A.T.)
| | | | - Jonathan A. Kropski
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN (A.C.H., J.A.K.)
- Department of Veterans Affairs Medical Center, Nashville, TN (J.A.K.)
- Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN (J.A.K.)
| | - Laura E. Niklason
- Department of Biomedical Engineering (M.S.B.R., L.E.N.), Yale University, New Haven, CT
- Vascular Biology and Therapeutics (M.S.B.R., Y.Y., L.E.N.), Yale University, New Haven, CT
- Department of Anesthesiology (Y.Y., L.E.N.), Yale University, New Haven, CT
| | - Dana Pe’er
- Program for Computational and Systems Biology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York (D.P.)
| | - Xiting Yan
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
| | - Robert J. Homer
- Department of Pathology (R.J.H.), Yale University School of Medicine, New Haven, CT
- Pathology and Laboratory Medicine Service (R.J.H.), West Haven
| | - Ivan O. Rosas
- Department of Medicine, Baylor College of Medicine, Houston, TX (S.P., I.O.R.)
| | - Naftali Kaminski
- Pulmonary, Critical Care and Sleep Medicine (J.C.S., T.S.A., C.C., N.O., M.C., K.-A.R., E.P.M., M.S., G.D., F.A., N.N., X.Y., N.K.), Yale University School of Medicine, New Haven, CT
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29
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Young MD, Mitchell TJ, Custers L, Margaritis T, Morales-Rodriguez F, Kwakwa K, Khabirova E, Kildisiute G, Oliver TRW, de Krijger RR, van den Heuvel-Eibrink MM, Comitani F, Piapi A, Bugallo-Blanco E, Thevanesan C, Burke C, Prigmore E, Ambridge K, Roberts K, Braga FAV, Coorens THH, Del Valle I, Wilbrey-Clark A, Mamanova L, Stewart GD, Gnanapragasam VJ, Rampling D, Sebire N, Coleman N, Hook L, Warren A, Haniffa M, Kool M, Pfister SM, Achermann JC, He X, Barker RA, Shlien A, Bayraktar OA, Teichmann SA, Holstege FC, Meyer KB, Drost J, Straathof K, Behjati S. Single cell derived mRNA signals across human kidney tumors. Nat Commun 2021; 12:3896. [PMID: 34162837 PMCID: PMC8222373 DOI: 10.1038/s41467-021-23949-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [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: 11/06/2020] [Accepted: 05/25/2021] [Indexed: 01/16/2023] Open
Abstract
Tumor cells may share some patterns of gene expression with their cell of origin, providing clues into the differentiation state and origin of cancer. Here, we study the differentiation state and cellular origin of 1300 childhood and adult kidney tumors. Using single cell mRNA reference maps of normal tissues, we quantify reference "cellular signals" in each tumor. Quantifying global differentiation, we find that childhood tumors exhibit fetal cellular signals, replacing the presumption of "fetalness" with a quantitative measure of immaturity. By contrast, in adult cancers our assessment refutes the suggestion of dedifferentiation towards a fetal state in most cases. We find an intimate connection between developmental mesenchymal populations and childhood renal tumors. We demonstrate the diagnostic potential of our approach with a case study of a cryptic renal tumor. Our findings provide a cellular definition of human renal tumors through an approach that is broadly applicable to human cancer.
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Affiliation(s)
- Matthew D Young
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
| | - Thomas J Mitchell
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
- Department of Surgery, University of Cambridge, Cambridge, UK
| | - Lars Custers
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Oncode Institute, Utrecht, The Netherlands
| | | | - Francisco Morales-Rodriguez
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Oncode Institute, Utrecht, The Netherlands
| | - Kwasi Kwakwa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Eleonora Khabirova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Gerda Kildisiute
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Thomas R W Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Ronald R de Krijger
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Department of Pathology, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Federico Comitani
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Alice Piapi
- UCL Great Ormond Street Hospital Institute of Child Health, London, UK
| | | | | | - Christina Burke
- UCL Great Ormond Street Hospital Institute of Child Health, London, UK
| | - Elena Prigmore
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Kirsty Ambridge
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Kenny Roberts
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Tim H H Coorens
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Ignacio Del Valle
- UCL Great Ormond Street Hospital Institute of Child Health, London, UK
| | - Anna Wilbrey-Clark
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Grant D Stewart
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
- Department of Surgery, University of Cambridge, Cambridge, UK
| | - Vincent J Gnanapragasam
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
- Department of Surgery, University of Cambridge, Cambridge, UK
- Cambridge Urology Translational Research and Clinical Trials office, Cambridge Biomedical Campus Cambridge CB2 0QQ University of Cambridge, Cambridge, UK
| | - Dyanne Rampling
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Neil Sebire
- NIHR Great Ormond Street Hospital BRC and Institute of Child Health, London, UK
| | - Nicholas Coleman
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Liz Hook
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Anne Warren
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
- Intitute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Marcel Kool
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Hopp Children´s Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Division of Pediatric Neurooncology, Heidelberg, Germany
| | - Stefan M Pfister
- Hopp Children´s Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Division of Pediatric Neurooncology, Heidelberg, Germany
- Heidelberg University Hospital, Department of Pediatric Hematology and Oncology, Heidelberg, Germany
| | - John C Achermann
- UCL Great Ormond Street Hospital Institute of Child Health, London, UK
| | - Xiaoling He
- MRC-WT Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
- Department of Clinical Neuroscience, University of Cambridge, Cambridge, UK
| | - Roger A Barker
- MRC-WT Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
- Department of Clinical Neuroscience, University of Cambridge, Cambridge, UK
| | - Adam Shlien
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Omer A Bayraktar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Frank C Holstege
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Jarno Drost
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
- Oncode Institute, Utrecht, The Netherlands.
| | - Karin Straathof
- UCL Great Ormond Street Hospital Institute of Child Health, London, UK.
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK.
| | - Sam Behjati
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK.
- Department of Paediatrics, University of Cambridge, Cambridge, UK.
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30
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Stephenson E, Reynolds G, Botting RA, Calero-Nieto FJ, Morgan MD, Tuong ZK, Bach K, Sungnak W, Worlock KB, Yoshida M, Kumasaka N, Kania K, Engelbert J, Olabi B, Spegarova JS, Wilson NK, Mende N, Jardine L, Gardner LCS, Goh I, Horsfall D, McGrath J, Webb S, Mather MW, Lindeboom RGH, Dann E, Huang N, Polanski K, Prigmore E, Gothe F, Scott J, Payne RP, Baker KF, Hanrath AT, Schim van der Loeff ICD, Barr AS, Sanchez-Gonzalez A, Bergamaschi L, Mescia F, Barnes JL, Kilich E, de Wilton A, Saigal A, Saleh A, Janes SM, Smith CM, Gopee N, Wilson C, Coupland P, Coxhead JM, Kiselev VY, van Dongen S, Bacardit J, King HW, Rostron AJ, Simpson AJ, Hambleton S, Laurenti E, Lyons PA, Meyer KB, Nikolić MZ, Duncan CJA, Smith KGC, Teichmann SA, Clatworthy MR, Marioni JC, Göttgens B, Haniffa M. Single-cell multi-omics analysis of the immune response in COVID-19. Nat Med 2021; 27:904-916. [PMID: 33879890 PMCID: PMC8121667 DOI: 10.1038/s41591-021-01329-2] [Citation(s) in RCA: 321] [Impact Index Per Article: 107.0] [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: 01/15/2021] [Accepted: 03/23/2021] [Indexed: 02/07/2023]
Abstract
Analysis of human blood immune cells provides insights into the coordinated response to viral infections such as severe acute respiratory syndrome coronavirus 2, which causes coronavirus disease 2019 (COVID-19). We performed single-cell transcriptome, surface proteome and T and B lymphocyte antigen receptor analyses of over 780,000 peripheral blood mononuclear cells from a cross-sectional cohort of 130 patients with varying severities of COVID-19. We identified expansion of nonclassical monocytes expressing complement transcripts (CD16+C1QA/B/C+) that sequester platelets and were predicted to replenish the alveolar macrophage pool in COVID-19. Early, uncommitted CD34+ hematopoietic stem/progenitor cells were primed toward megakaryopoiesis, accompanied by expanded megakaryocyte-committed progenitors and increased platelet activation. Clonally expanded CD8+ T cells and an increased ratio of CD8+ effector T cells to effector memory T cells characterized severe disease, while circulating follicular helper T cells accompanied mild disease. We observed a relative loss of IgA2 in symptomatic disease despite an overall expansion of plasmablasts and plasma cells. Our study highlights the coordinated immune response that contributes to COVID-19 pathogenesis and reveals discrete cellular components that can be targeted for therapy.
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Affiliation(s)
- Emily Stephenson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Rachel A Botting
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Michael D Morgan
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Zewen Kelvin Tuong
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Karsten Bach
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Waradon Sungnak
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Katarzyna Kania
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Justin Engelbert
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Bayanne Olabi
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Nicola K Wilson
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Nicole Mende
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Laura Jardine
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Louis C S Gardner
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Issac Goh
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Dave Horsfall
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Jim McGrath
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Simone Webb
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Michael W Mather
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Elena Prigmore
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Florian Gothe
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Pediatrics, Dr. von Hauner Children's Hospital, University Hospital, Ludwig-Maximilians-Universität Munich, Munich, Germany
| | - Jonathan Scott
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Rebecca P Payne
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Kenneth F Baker
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Aidan T Hanrath
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | | | - Andrew S Barr
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Amada Sanchez-Gonzalez
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Laura Bergamaschi
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Federica Mescia
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Eliz Kilich
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Angus de Wilton
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Anita Saigal
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Claire M Smith
- UCL Great Ormond Street Institute of Child Health, London, UK
| | - Nusayhah Gopee
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Caroline Wilson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- The Innovation Lab Integrated COVID Hub North East, Newcastle Upon Tyne, UK
| | - Paul Coupland
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | | | - Stijn van Dongen
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Jaume Bacardit
- School of Computing, Newcastle University, Newcastle Upon Tyne, UK
| | - Hamish W King
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | - Anthony J Rostron
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Integrated Critical Care Unit, Sunderland Royal Hospital, South Tyneside and Sunderland NHS Foundation Trust, Sunderland, UK
| | - A John Simpson
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Sophie Hambleton
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Elisa Laurenti
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Paul A Lyons
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Christopher J A Duncan
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Kenneth G C Smith
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
| | - Menna R Clatworthy
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
- Cambridge Institute for Therapeutic Immunology and Infectious Disease, Cambridge Biomedical Campus, Cambridge, UK.
- NIHR Cambridge Biomedical Research Centre, Cambridge, UK.
| | - John C Marioni
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK.
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
| | - Berthold Göttgens
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.
| | - Muzlifah Haniffa
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
- Department of Dermatology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
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31
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Burgess JK, Jonker MR, Berg M, Ten Hacken NTH, Meyer KB, van den Berge M, Nawijn MC, Heijink IH. Periostin: contributor to abnormal airway epithelial function in asthma? Eur Respir J 2021; 57:13993003.01286-2020. [PMID: 32907887 DOI: 10.1183/13993003.01286-2020] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 08/17/2020] [Indexed: 11/05/2022]
Abstract
Periostin (POSTN) may serve as a biomarker for Type-2 mediated eosinophilic airway inflammation in asthma. We hypothesised that a Type-2 cytokine, interleukin (IL)-13, induces airway epithelial expression of POSTN, which in turn contributes to epithelial changes observed in asthma.We studied the effect of IL-13 on POSTN expression in BEAS-2B and air-liquid interface differentiated primary bronchial epithelial cells (PBECs). Additionally, the effects of recombinant human POSTN on epithelial-to-mesenchymal transition (EMT) markers and mucin genes were assessed. POSTN single cell gene expression and protein levels were analysed in bronchial biopsies and induced sputum from asthma patients and healthy controls.IL-13 increased POSTN expression in both cell types and this was accompanied by EMT-related features in BEAS-2B. In air-liquid interface differentiated PBECs, IL-13 increased POSTN basolateral and apical release. Apical administration of POSTN increased the expression of MMP-9, MUC5B and MUC5AC In bronchial biopsies, POSTN expression was mainly confined to basal epithelial cells, ionocytes, endothelial cells and fibroblasts, showing higher expression in basal epithelial cells from asthma patients versus those from controls. A higher level of POSTN protein expression in epithelial and subepithelial layers was confirmed in bronchial biopsies from asthma patients when compared to healthy controls. Although sputum POSTN levels were not higher in asthma, levels correlated with eosinophil numbers and with the coughing-up of mucus.POSTN expression is increased by IL-13 in bronchial epithelial cells and is higher in bronchial biopsies from asthma patients. This may have important consequences, as administration of POSTN increases epithelial expression of mucin genes, supporting the relationship of POSTN with Type-2 mediated asthma and mucus secretion.
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Affiliation(s)
- Janette K Burgess
- Dept of Pathology and Medical Biology, Experimental Pulmonology and Inflammation Research, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.,GRIAC Research Institute, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
| | - Marnix R Jonker
- Dept of Pathology and Medical Biology, Experimental Pulmonology and Inflammation Research, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.,GRIAC Research Institute, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
| | - Marijn Berg
- Dept of Pathology and Medical Biology, Experimental Pulmonology and Inflammation Research, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
| | - Nick T H Ten Hacken
- Dept of Pulmonology, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Maarten van den Berge
- GRIAC Research Institute, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.,Dept of Pulmonology, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
| | - Martijn C Nawijn
- Dept of Pathology and Medical Biology, Experimental Pulmonology and Inflammation Research, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.,GRIAC Research Institute, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
| | - Irene H Heijink
- Dept of Pathology and Medical Biology, Experimental Pulmonology and Inflammation Research, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.,GRIAC Research Institute, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands.,Dept of Pulmonology, University of Groningen, University Medical Centre Groningen, Groningen, The Netherlands
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32
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Kildisiute G, Kholosy WM, Young MD, Roberts K, Elmentaite R, van Hooff SR, Pacyna CN, Khabirova E, Piapi A, Thevanesan C, Bugallo-Blanco E, Burke C, Mamanova L, Keller KM, Langenberg-Ververgaert KPS, Lijnzaad P, Margaritis T, Holstege FCP, Tas ML, Wijnen MHWA, van Noesel MM, Del Valle I, Barone G, van der Linden R, Duncan C, Anderson J, Achermann JC, Haniffa M, Teichmann SA, Rampling D, Sebire NJ, He X, de Krijger RR, Barker RA, Meyer KB, Bayraktar O, Straathof K, Molenaar JJ, Behjati S. Tumor to normal single-cell mRNA comparisons reveal a pan-neuroblastoma cancer cell. Sci Adv 2021; 7:eabd3311. [PMID: 33547074 PMCID: PMC7864567 DOI: 10.1126/sciadv.abd3311] [Citation(s) in RCA: 60] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 12/18/2020] [Indexed: 05/22/2023]
Abstract
Neuroblastoma is a childhood cancer that resembles developmental stages of the neural crest. It is not established what developmental processes neuroblastoma cancer cells represent. Here, we sought to reveal the phenotype of neuroblastoma cancer cells by comparing cancer (n = 19,723) with normal fetal adrenal single-cell transcriptomes (n = 57,972). Our principal finding was that the neuroblastoma cancer cell resembled fetal sympathoblasts, but no other fetal adrenal cell type. The sympathoblastic state was a universal feature of neuroblastoma cells, transcending cell cluster diversity, individual patients, and clinical phenotypes. We substantiated our findings in 650 neuroblastoma bulk transcriptomes and by integrating canonical features of the neuroblastoma genome with transcriptional signals. Overall, our observations indicate that a pan-neuroblastoma cancer cell state exists, which may be attractive for novel immunotherapeutic and targeted avenues.
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Affiliation(s)
| | - Waleed M Kholosy
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | | | | | | | - Sander R van Hooff
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | | | | | - Alice Piapi
- UCL Great Ormond Street Institute of Child Health, WC1N 1EH London, UK
| | | | | | - Christina Burke
- UCL Great Ormond Street Institute of Child Health, WC1N 1EH London, UK
| | | | - Kaylee M Keller
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | | | - Philip Lijnzaad
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | - Thanasis Margaritis
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | - Frank C P Holstege
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | - Michelle L Tas
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | - Marc H W A Wijnen
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | - Max M van Noesel
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
| | - Ignacio Del Valle
- UCL Great Ormond Street Institute of Child Health, WC1N 1EH London, UK
| | - Giuseppe Barone
- Great Ormond Street Hospital for Children (GOSH), NHS Foundation Trust, NIHR Great Ormond Street Hospital Biomedical Research Centre, WC1N 3JH London, UK
| | | | - Catriona Duncan
- Great Ormond Street Hospital for Children (GOSH), NHS Foundation Trust, NIHR Great Ormond Street Hospital Biomedical Research Centre, WC1N 3JH London, UK
| | - John Anderson
- UCL Great Ormond Street Institute of Child Health, WC1N 1EH London, UK
- Great Ormond Street Hospital for Children (GOSH), NHS Foundation Trust, NIHR Great Ormond Street Hospital Biomedical Research Centre, WC1N 3JH London, UK
| | - John C Achermann
- UCL Great Ormond Street Institute of Child Health, WC1N 1EH London, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, CB10 1SA Hinxton, UK
- Institute of Cellular Medicine, Newcastle University, NE2 4HH Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals, NHS Foundation Trust, NE2 4LP Newcastle upon Tyne, UK
| | | | - Dyanne Rampling
- Great Ormond Street Hospital for Children (GOSH), NHS Foundation Trust, NIHR Great Ormond Street Hospital Biomedical Research Centre, WC1N 3JH London, UK
| | - Neil J Sebire
- Great Ormond Street Hospital for Children (GOSH), NHS Foundation Trust, NIHR Great Ormond Street Hospital Biomedical Research Centre, WC1N 3JH London, UK
| | - Xiaoling He
- MRC-WT Cambridge Stem Cell Institute, University of Cambridge, CB2 0QQ Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, CB2 0QQ Cambridge, UK
| | - Ronald R de Krijger
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands
- Department of Pathology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX Utrecht, Netherlands
| | - Roger A Barker
- MRC-WT Cambridge Stem Cell Institute, University of Cambridge, CB2 0QQ Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, CB2 0QQ Cambridge, UK
| | | | | | - Karin Straathof
- UCL Great Ormond Street Institute of Child Health, WC1N 1EH London, UK.
- Great Ormond Street Hospital for Children (GOSH), NHS Foundation Trust, NIHR Great Ormond Street Hospital Biomedical Research Centre, WC1N 3JH London, UK
| | - Jan J Molenaar
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584 CS Utrecht, Netherlands.
| | - Sam Behjati
- Wellcome Sanger Institute, CB10 1SA Hinxton, UK.
- Cambridge University Hospitals NHS Foundation Trust, CB2 0QQ Cambridge, UK
- Department of Paediatrics, University of Cambridge, CB2 0QQ Cambridge, UK
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33
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Reynolds G, Vegh P, Fletcher J, Poyner EFM, Stephenson E, Goh I, Botting RA, Huang N, Olabi B, Dubois A, Dixon D, Green K, Maunder D, Engelbert J, Efremova M, Polański K, Jardine L, Jones C, Ness T, Horsfall D, McGrath J, Carey C, Popescu DM, Webb S, Wang XN, Sayer B, Park JE, Negri VA, Belokhvostova D, Lynch MD, McDonald D, Filby A, Hagai T, Meyer KB, Husain A, Coxhead J, Vento-Tormo R, Behjati S, Lisgo S, Villani AC, Bacardit J, Jones PH, O'Toole EA, Ogg GS, Rajan N, Reynolds NJ, Teichmann SA, Watt FM, Haniffa M. Developmental cell programs are co-opted in inflammatory skin disease. Science 2021; 371:eaba6500. [PMID: 33479125 PMCID: PMC7611557 DOI: 10.1126/science.aba6500] [Citation(s) in RCA: 232] [Impact Index Per Article: 77.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Revised: 09/03/2020] [Accepted: 12/01/2020] [Indexed: 12/16/2022]
Abstract
The skin confers biophysical and immunological protection through a complex cellular network established early in embryonic development. We profiled the transcriptomes of more than 500,000 single cells from developing human fetal skin, healthy adult skin, and adult skin with atopic dermatitis and psoriasis. We leveraged these datasets to compare cell states across development, homeostasis, and disease. Our analysis revealed an enrichment of innate immune cells in skin during the first trimester and clonal expansion of disease-associated lymphocytes in atopic dermatitis and psoriasis. We uncovered and validated in situ a reemergence of prenatal vascular endothelial cell and macrophage cellular programs in atopic dermatitis and psoriasis lesional skin. These data illustrate the dynamism of cutaneous immunity and provide opportunities for targeting pathological developmental programs in inflammatory skin diseases.
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Affiliation(s)
- Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Peter Vegh
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - James Fletcher
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Elizabeth F M Poyner
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Emily Stephenson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Issac Goh
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Rachel A Botting
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Bayanne Olabi
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Dermatology, NHS Lothian, Lauriston Building, Edinburgh EH3 9EN, UK
| | - Anna Dubois
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - David Dixon
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Kile Green
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Daniel Maunder
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Justin Engelbert
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Mirjana Efremova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Krzysztof Polański
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Laura Jardine
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Claire Jones
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Thomas Ness
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Dave Horsfall
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Jim McGrath
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Christopher Carey
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Dorin-Mirel Popescu
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Simone Webb
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Xiao-Nong Wang
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Ben Sayer
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Jong-Eun Park
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Victor A Negri
- Centre for Stem Cells and Regenerative Medicine, King's College London, Guy's Hospital Campus, London SE1 9RT, UK
| | - Daria Belokhvostova
- Centre for Stem Cells and Regenerative Medicine, King's College London, Guy's Hospital Campus, London SE1 9RT, UK
| | - Magnus D Lynch
- Centre for Stem Cells and Regenerative Medicine, King's College London, Guy's Hospital Campus, London SE1 9RT, UK
| | - David McDonald
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Andrew Filby
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Tzachi Hagai
- Shmunis School of Biomedicine and Cancer Research, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv 69978, Israel
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Akhtar Husain
- Department of Pathology, Royal Victoria Infirmary, Newcastle upon Tyne NE1 4LP, UK
| | - Jonathan Coxhead
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Roser Vento-Tormo
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Sam Behjati
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Department of Paediatrics, University of Cambridge, Cambridge CB2 0SP, UK
| | - Steven Lisgo
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Alexandra-Chloé Villani
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
- Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA 02129, USA
| | - Jaume Bacardit
- School of Computing, Newcastle University, Newcastle upon Tyne NE4 5TG, UK
| | - Philip H Jones
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK
| | - Edel A O'Toole
- Centre for Cell Biology and Cutaneous Research, Blizard Institute, Queen Mary University of London, London, UK
| | - Graham S Ogg
- MRC Human Immunology Unit, Oxford Biomedical Research Centre, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Neil Rajan
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Nick J Reynolds
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge CB3 0HE, UK
| | - Fiona M Watt
- Centre for Stem Cells and Regenerative Medicine, King's College London, Guy's Hospital Campus, London SE1 9RT, UK.
| | - Muzlifah Haniffa
- Biosciences Institute, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
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34
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Park JE, Botting RA, Domínguez Conde C, Popescu DM, Lavaert M, Kunz DJ, Goh I, Stephenson E, Ragazzini R, Tuck E, Wilbrey-Clark A, Roberts K, Kedlian VR, Ferdinand JR, He X, Webb S, Maunder D, Vandamme N, Mahbubani KT, Polanski K, Mamanova L, Bolt L, Crossland D, de Rita F, Fuller A, Filby A, Reynolds G, Dixon D, Saeb-Parsy K, Lisgo S, Henderson D, Vento-Tormo R, Bayraktar OA, Barker RA, Meyer KB, Saeys Y, Bonfanti P, Behjati S, Clatworthy MR, Taghon T, Haniffa M, Teichmann SA. A cell atlas of human thymic development defines T cell repertoire formation. Science 2020; 367:367/6480/eaay3224. [PMID: 32079746 DOI: 10.1126/science.aay3224] [Citation(s) in RCA: 304] [Impact Index Per Article: 76.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2019] [Accepted: 01/16/2020] [Indexed: 11/03/2022]
Abstract
The thymus provides a nurturing environment for the differentiation and selection of T cells, a process orchestrated by their interaction with multiple thymic cell types. We used single-cell RNA sequencing to create a cell census of the human thymus across the life span and to reconstruct T cell differentiation trajectories and T cell receptor (TCR) recombination kinetics. Using this approach, we identified and located in situ CD8αα+ T cell populations, thymic fibroblast subtypes, and activated dendritic cell states. In addition, we reveal a bias in TCR recombination and selection, which is attributed to genomic position and the kinetics of lineage commitment. Taken together, our data provide a comprehensive atlas of the human thymus across the life span with new insights into human T cell development.
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Affiliation(s)
- Jong-Eun Park
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Rachel A Botting
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | | | - Dorin-Mirel Popescu
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Marieke Lavaert
- Faculty of Medicine and Health Sciences, Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium.,Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
| | - Daniel J Kunz
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.,Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge CB3 0HE, UK.,Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Cambridge, UK
| | - Issac Goh
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Emily Stephenson
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Roberta Ragazzini
- Epithelial Stem Cell Biology and Regenerative Medicine Laboratory, Francis Crick Institute, London NW1 1AT, UK.,Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Elizabeth Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Anna Wilbrey-Clark
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Kenny Roberts
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Veronika R Kedlian
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - John R Ferdinand
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge CB2 0QQ, UK
| | - Xiaoling He
- John van Geest Centre for Brain Repair, University of Cambridge, Cambridge CB2 0PY, UK
| | - Simone Webb
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Daniel Maunder
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Niels Vandamme
- Data Mining and Modeling for Biomedicine, VIB Center for Inflammation Research, Ghent, Belgium.,Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Krishnaa T Mahbubani
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Krzysztof Polanski
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - David Crossland
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.,Department of Adult Congenital Heart Disease and Paediatric Cardiology/Cardiothoracic Surgery, Freeman Hospital, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Fabrizio de Rita
- Department of Adult Congenital Heart Disease and Paediatric Cardiology/Cardiothoracic Surgery, Freeman Hospital, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Andrew Fuller
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Andrew Filby
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Gary Reynolds
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - David Dixon
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Steven Lisgo
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Deborah Henderson
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Roser Vento-Tormo
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Omer A Bayraktar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Roger A Barker
- John van Geest Centre for Brain Repair, University of Cambridge, Cambridge CB2 0PY, UK.,WT-MRC Cambridge Stem Cell Institute, Jeffrey Cheah Biomedical Centre Cambridge Biomedical Campus, Cambridge CB2 0AW, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Yvan Saeys
- Data Mining and Modeling for Biomedicine, VIB Center for Inflammation Research, Ghent, Belgium.,Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Paola Bonfanti
- Epithelial Stem Cell Biology and Regenerative Medicine Laboratory, Francis Crick Institute, London NW1 1AT, UK.,Great Ormond Street Institute of Child Health, University College London, London, UK.,Institute of Immunity and Transplantation, University College London, London, UK
| | - Sam Behjati
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.,Department of Paediatrics, University of Cambridge, Cambridge CB2 0SP, UK
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.,Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge CB2 0QQ, UK.,Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, UK
| | - Tom Taghon
- Faculty of Medicine and Health Sciences, Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium. .,Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK. .,Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.,Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK. .,Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge CB3 0HE, UK
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35
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James KR, Gomes T, Elmentaite R, Kumar N, Gulliver EL, King HW, Stares MD, Bareham BR, Ferdinand JR, Petrova VN, Polański K, Forster SC, Jarvis LB, Suchanek O, Howlett S, James LK, Jones JL, Meyer KB, Clatworthy MR, Saeb-Parsy K, Lawley TD, Teichmann SA. Distinct microbial and immune niches of the human colon. Nat Immunol 2020; 21:343-353. [PMID: 32066951 PMCID: PMC7212050 DOI: 10.1038/s41590-020-0602-z] [Citation(s) in RCA: 140] [Impact Index Per Article: 35.0] [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: 05/10/2019] [Accepted: 01/15/2020] [Indexed: 02/02/2023]
Abstract
Gastrointestinal microbiota and immune cells interact closely and display regional specificity; however, little is known about how these communities differ with location. Here, we simultaneously assess microbiota and single immune cells across the healthy, adult human colon, with paired characterization of immune cells in the mesenteric lymph nodes, to delineate colonic immune niches at steady state. We describe distinct helper T cell activation and migration profiles along the colon and characterize the transcriptional adaptation trajectory of regulatory T cells between lymphoid tissue and colon. Finally, we show increasing B cell accumulation, clonal expansion and mutational frequency from the cecum to the sigmoid colon and link this to the increasing number of reactive bacterial species.
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Affiliation(s)
- Kylie R James
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
| | - Tomas Gomes
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Rasa Elmentaite
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Nitin Kumar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Emily L Gulliver
- Department of Molecular and Translational Sciences, Monash University, Clayton, Victoria, Australia
| | - Hamish W King
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | - Mark D Stares
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Bethany R Bareham
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge, UK
| | - John R Ferdinand
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, UK
| | | | | | - Samuel C Forster
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Department of Molecular and Translational Sciences, Monash University, Clayton, Victoria, Australia
- Centre for Innate Immunity and Infectious Diseases, Hudson Institute of Medical Research, Clayton, Victoria, Australia
| | - Lorna B Jarvis
- Department of Haematology, Clifford Allbutt Building, Cambridge, UK
| | - Ondrej Suchanek
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, UK
| | - Sarah Howlett
- Department of Haematology, Clifford Allbutt Building, Cambridge, UK
| | - Louisa K James
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | - Joanne L Jones
- Department of Haematology, Clifford Allbutt Building, Cambridge, UK
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge, UK
| | - Trevor D Lawley
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
- Theory of Condensed Matter, Cavendish Laboratory, Department of Physics, University of Cambridge, Cambridge, UK.
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, UK.
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Park JE, Botting RA, Domínguez Conde C, Popescu DM, Lavaert M, Kunz DJ, Goh I, Stephenson E, Ragazzini R, Tuck E, Wilbrey-Clark A, Roberts K, Kedlian VR, Ferdinand JR, He X, Webb S, Maunder D, Vandamme N, Mahbubani KT, Polanski K, Mamanova L, Bolt L, Crossland D, de Rita F, Fuller A, Filby A, Reynolds G, Dixon D, Saeb-Parsy K, Lisgo S, Henderson D, Vento-Tormo R, Bayraktar OA, Barker RA, Meyer KB, Saeys Y, Bonfanti P, Behjati S, Clatworthy MR, Taghon T, Haniffa M, Teichmann SA. A cell atlas of human thymic development defines T cell repertoire formation. Science 2020. [DOI: 10.1126/science.aay3224 32079746] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Jong-Eun Park
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Rachel A. Botting
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | | | - Dorin-Mirel Popescu
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Marieke Lavaert
- Faculty of Medicine and Health Sciences, Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
| | - Daniel J. Kunz
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge CB3 0HE, UK
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Cambridge, UK
| | - Issac Goh
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Emily Stephenson
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Roberta Ragazzini
- Epithelial Stem Cell Biology and Regenerative Medicine Laboratory, Francis Crick Institute, London NW1 1AT, UK
- Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Elizabeth Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Anna Wilbrey-Clark
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Kenny Roberts
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Veronika R. Kedlian
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - John R. Ferdinand
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge CB2 0QQ, UK
| | - Xiaoling He
- John van Geest Centre for Brain Repair, University of Cambridge, Cambridge CB2 0PY, UK
| | - Simone Webb
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Daniel Maunder
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Niels Vandamme
- Data Mining and Modeling for Biomedicine, VIB Center for Inflammation Research, Ghent, Belgium
- Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Krishnaa T. Mahbubani
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Krzysztof Polanski
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - David Crossland
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Adult Congenital Heart Disease and Paediatric Cardiology/Cardiothoracic Surgery, Freeman Hospital, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Fabrizio de Rita
- Department of Adult Congenital Heart Disease and Paediatric Cardiology/Cardiothoracic Surgery, Freeman Hospital, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Andrew Fuller
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Andrew Filby
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Gary Reynolds
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - David Dixon
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK
| | - Steven Lisgo
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Deborah Henderson
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Roser Vento-Tormo
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Omer A. Bayraktar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Roger A. Barker
- John van Geest Centre for Brain Repair, University of Cambridge, Cambridge CB2 0PY, UK
- WT-MRC Cambridge Stem Cell Institute, Jeffrey Cheah Biomedical Centre Cambridge Biomedical Campus, Cambridge CB2 0AW, UK
| | - Kerstin B. Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Yvan Saeys
- Data Mining and Modeling for Biomedicine, VIB Center for Inflammation Research, Ghent, Belgium
- Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Paola Bonfanti
- Epithelial Stem Cell Biology and Regenerative Medicine Laboratory, Francis Crick Institute, London NW1 1AT, UK
- Great Ormond Street Institute of Child Health, University College London, London, UK
- Institute of Immunity and Transplantation, University College London, London, UK
| | - Sam Behjati
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Department of Paediatrics, University of Cambridge, Cambridge CB2 0SP, UK
| | - Menna R. Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge CB2 0QQ, UK
- Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, UK
| | - Tom Taghon
- Faculty of Medicine and Health Sciences, Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne NE2 4LP, UK
| | - Sarah A. Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge CB3 0HE, UK
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Paz-Elizur T, Leitner-Dagan Y, Meyer KB, Markus B, Giorgi FM, O’Reilly M, Kim H, Evgy Y, Fluss R, Freedman LS, Rintoul RC, Ponder B, Livneh Z. DNA Repair Biomarker for Lung Cancer Risk and its Correlation With Airway Cells Gene Expression. JNCI Cancer Spectr 2020; 4:pkz067. [PMID: 32064457 PMCID: PMC7012022 DOI: 10.1093/jncics/pkz067] [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] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2019] [Revised: 07/23/2019] [Accepted: 08/20/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Improving lung cancer risk assessment is required because current early-detection screening criteria miss most cases. We therefore examined the utility for lung cancer risk assessment of a DNA Repair score obtained from OGG1, MPG, and APE1 blood tests. In addition, we examined the relationship between the level of DNA repair and global gene expression. METHODS We conducted a blinded case-control study with 150 non-small cell lung cancer case patients and 143 control individuals. DNA Repair activity was measured in peripheral blood mononuclear cells, and the transcriptome of nasal and bronchial cells was determined by RNA sequencing. A combined DNA Repair score was formed using logistic regression, and its correlation with disease was assessed using cross-validation; correlation of expression to DNA Repair was analyzed using Gene Ontology enrichment. RESULTS DNA Repair score was lower in case patients than in control individuals, regardless of the case's disease stage. Individuals at the lowest tertile of DNA Repair score had an increased risk of lung cancer compared to individuals at the highest tertile, with an odds ratio (OR) of 7.2 (95% confidence interval [CI] = 3.0 to 17.5; P < .001), and independent of smoking. Receiver operating characteristic analysis yielded an area under the curve of 0.89 (95% CI = 0.82 to 0.93). Remarkably, low DNA Repair score correlated with a broad upregulation of gene expression of immune pathways in patients but not in control individuals. CONCLUSIONS The DNA Repair score, previously shown to be a lung cancer risk factor in the Israeli population, was validated in this independent study as a mechanism-based cancer risk biomarker and can substantially improve current lung cancer risk prediction, assisting prevention and early detection by computed tomography scanning.
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Affiliation(s)
- Tamar Paz-Elizur
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Yael Leitner-Dagan
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Kerstin B Meyer
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - Barak Markus
- Bioinformatics Unit, Grand Israel National Center for Personalized Medicine, Weizmann Institute of Science, Rehovot, Israel
| | - Federico M Giorgi
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
- Department of Oncology, University of Cambridge, Cambridge, UK
- Department of Pharmacy and Biotechnology, University of Bologna, Bologna, Italy
| | - Martin O’Reilly
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - Hyunjin Kim
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - Yentl Evgy
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Ronen Fluss
- Biostatistics Unit, Gertner Institute for Epidemiology and Public Health Policy Sheba Medical Center, Tel Hashomer, Israel
| | - Laurence S Freedman
- Biostatistics Unit, Gertner Institute for Epidemiology and Public Health Policy Sheba Medical Center, Tel Hashomer, Israel
| | - Robert C Rintoul
- Department of Oncology, University of Cambridge, Cambridge, UK
- Department of Thoracic Oncology, Royal Papworth Hospital, Cambridge, UK
| | - Bruce Ponder
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - Zvi Livneh
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, Israel
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38
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Chagas VS, Groeneveld CS, Oliveira KG, Trefflich S, de Almeida RC, Ponder BAJ, Meyer KB, Jones SJM, Robertson AG, Castro MAA. RTNduals: an R/Bioconductor package for analysis of co-regulation and inference of dual regulons. Bioinformatics 2019; 35:5357-5358. [PMID: 31250887 DOI: 10.1093/bioinformatics/btz534] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2018] [Revised: 04/01/2019] [Accepted: 06/26/2019] [Indexed: 11/12/2022] Open
Abstract
MOTIVATION Transcription factors (TFs) are key regulators of gene expression, and can activate or repress multiple target genes, forming regulatory units, or regulons. Understanding downstream effects of these regulators includes evaluating how TFs cooperate or compete within regulatory networks. Here we present RTNduals, an R/Bioconductor package that implements a general method for analyzing pairs of regulons. RESULTS RTNduals identifies a dual regulon when the number of targets shared between a pair of regulators is statistically significant. The package extends the RTN (Reconstruction of Transcriptional Networks) package, and uses RTN transcriptional networks to identify significant co-regulatory associations between regulons. The Supplementary Information reports two case studies for TFs using the METABRIC and TCGA breast cancer cohorts. AVAILABILITY AND IMPLEMENTATION RTNduals is written in the R language, and is available from the Bioconductor project at http://bioconductor.org/packages/RTNduals/. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Vinicius S Chagas
- Bioinformatics and Systems Biology Lab, Federal University of Paraná, Curitiba, Brazil
| | - Clarice S Groeneveld
- Bioinformatics and Systems Biology Lab, Federal University of Paraná, Curitiba, Brazil
| | - Kelin G Oliveira
- Bioinformatics and Systems Biology Lab, Federal University of Paraná, Curitiba, Brazil.,Department of Clinical Sciences, Section of Oncology and Pathology, Lund University, Lund 221 85, Sweden
| | - Sheyla Trefflich
- Graduate Program in Bioinformatics, Institute of Biological Sciences, Federal University of Minas Gerais, Belo Horizonte, Brazil
| | - Rodrigo C de Almeida
- Department of Biomedical Data Sciences, Molecular Epidemiology, Leiden University Medical Center, Leiden 2300 RC, The Netherlands
| | - Bruce A J Ponder
- Department of Oncology and Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge CB2 ORE, UK
| | - Kerstin B Meyer
- Department of Oncology and Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge CB2 ORE, UK.,Wellcome Sanger Institute, Hinxton CB10 1SA, UK
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver V5Z 4S6, Canada
| | - A Gordon Robertson
- Canada's Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver V5Z 4S6, Canada
| | - Mauro A A Castro
- Bioinformatics and Systems Biology Lab, Federal University of Paraná, Curitiba, Brazil
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39
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Groeneveld CS, Chagas VS, Jones SJM, Robertson AG, Ponder BAJ, Meyer KB, Castro MAA. RTNsurvival: an R/Bioconductor package for regulatory network survival analysis. Bioinformatics 2019; 35:4488-4489. [PMID: 30923832 PMCID: PMC6821288 DOI: 10.1093/bioinformatics/btz229] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2018] [Revised: 02/08/2019] [Accepted: 03/27/2019] [Indexed: 11/13/2022] Open
Abstract
MOTIVATION Transcriptional networks are models that allow the biological state of cells or tumours to be described. Such networks consist of connected regulatory units known as regulons, each comprised of a regulator and its targets. Inferring a transcriptional network can be a helpful initial step in characterizing the different phenotypes within a cohort. While the network itself provides no information on molecular differences between samples, the per-sample state of each regulon, i.e. the regulon activity, can be used for describing subtypes in a cohort. Integrating regulon activities with clinical data and outcomes would extend this characterization of differences between subtypes. RESULTS We describe RTNsurvival, an R/Bioconductor package that calculates regulon activity profiles using transcriptional networks reconstructed by the RTN package, gene expression data, and a two-tailed Gene Set Enrichment Analysis. Given regulon activity profiles across a cohort, RTNsurvival can perform Kaplan-Meier analyses and Cox Proportional Hazards regressions, while also considering confounding variables. The Supplementary Information provides two case studies that use data from breast and liver cancer cohorts and features uni- and multivariate regulon survival analysis. AVAILABILITY AND IMPLEMENTATION RTNsurvival is written in the R language, and is available from the Bioconductor project at http://bioconductor.org/packages/RTNsurvival/. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Clarice S Groeneveld
- Bioinformatics and Systems Biology Lab, Federal University of Paraná, Curitiba, Brazil
| | - Vinicius S Chagas
- Bioinformatics and Systems Biology Lab, Federal University of Paraná, Curitiba, Brazil
| | - Steven J M Jones
- Canada’s Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver, BC V5Z4 S6, Canada
| | - A Gordon Robertson
- Canada’s Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver, BC V5Z4 S6, Canada
| | - Bruce A J Ponder
- Department of Oncology and Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, UK
| | - Kerstin B Meyer
- Department of Oncology and Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, UK
- Department of Oncology and Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge CB2 ORE, UK Wellcome Sanger Institute, Hinxton, UK
| | - Mauro A A Castro
- Bioinformatics and Systems Biology Lab, Federal University of Paraná, Curitiba, Brazil
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40
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Popescu DM, Botting RA, Stephenson E, Green K, Webb S, Jardine L, Calderbank EF, Polanski K, Goh I, Efremova M, Acres M, Maunder D, Vegh P, Gitton Y, Park JE, Vento-Tormo R, Miao Z, Dixon D, Rowell R, McDonald D, Fletcher J, Poyner E, Reynolds G, Mather M, Moldovan C, Mamanova L, Greig F, Young MD, Meyer KB, Lisgo S, Bacardit J, Fuller A, Millar B, Innes B, Lindsay S, Stubbington MJT, Kowalczyk MS, Li B, Ashenberg O, Tabaka M, Dionne D, Tickle TL, Slyper M, Rozenblatt-Rosen O, Filby A, Carey P, Villani AC, Roy A, Regev A, Chédotal A, Roberts I, Göttgens B, Behjati S, Laurenti E, Teichmann SA, Haniffa M. Decoding human fetal liver haematopoiesis. Nature 2019; 574:365-371. [PMID: 31597962 PMCID: PMC6861135 DOI: 10.1038/s41586-019-1652-y] [Citation(s) in RCA: 310] [Impact Index Per Article: 62.0] [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: 10/26/2018] [Accepted: 09/09/2019] [Indexed: 11/09/2022]
Abstract
Definitive haematopoiesis in the fetal liver supports self-renewal and differentiation of haematopoietic stem cells and multipotent progenitors (HSC/MPPs) but remains poorly defined in humans. Here, using single-cell transcriptome profiling of approximately 140,000 liver and 74,000 skin, kidney and yolk sac cells, we identify the repertoire of human blood and immune cells during development. We infer differentiation trajectories from HSC/MPPs and evaluate the influence of the tissue microenvironment on blood and immune cell development. We reveal physiological erythropoiesis in fetal skin and the presence of mast cells, natural killer and innate lymphoid cell precursors in the yolk sac. We demonstrate a shift in the haemopoietic composition of fetal liver during gestation away from being predominantly erythroid, accompanied by a parallel change in differentiation potential of HSC/MPPs, which we functionally validate. Our integrated map of fetal liver haematopoiesis provides a blueprint for the study of paediatric blood and immune disorders, and a reference for harnessing the therapeutic potential of HSC/MPPs.
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Affiliation(s)
- Dorin-Mirel Popescu
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Rachel A Botting
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Emily Stephenson
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Kile Green
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Simone Webb
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Laura Jardine
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Emily F Calderbank
- Department of Haematology and Wellcome and MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Krzysztof Polanski
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Issac Goh
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Mirjana Efremova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Meghan Acres
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Daniel Maunder
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Peter Vegh
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Yorick Gitton
- Sorbonne Université, INSERM, CNRS, Institut de la Vision, Paris, France
| | - Jong-Eun Park
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Roser Vento-Tormo
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Zhichao Miao
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
| | - David Dixon
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Rachel Rowell
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - David McDonald
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - James Fletcher
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Elizabeth Poyner
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Gary Reynolds
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Michael Mather
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Corina Moldovan
- Department of Pathology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Frankie Greig
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Matthew D Young
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Steven Lisgo
- Institute of Genetic Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Jaume Bacardit
- School of Computing, Newcastle University, Newcastle upon Tyne, UK
| | - Andrew Fuller
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Ben Millar
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Barbara Innes
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Susan Lindsay
- Institute of Genetic Medicine, Newcastle University, Newcastle upon Tyne, UK
| | | | - Monika S Kowalczyk
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Bo Li
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Data Sciences Platform, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Marcin Tabaka
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Danielle Dionne
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Timothy L Tickle
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Haematology Department, Royal Victoria Infirmary, Newcastle-upon-Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | | | - Andrew Filby
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Peter Carey
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Alexandra-Chloé Villani
- Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA, USA
- Data Sciences Platform, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Anindita Roy
- Department of Paediatrics, University of Oxford, Oxford, UK
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Howard Hughes Medical Institute, Koch Institute of Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Alain Chédotal
- Sorbonne Université, INSERM, CNRS, Institut de la Vision, Paris, France
| | - Irene Roberts
- Department of Paediatrics, University of Oxford, Oxford, UK
- MRC Molecular Haematology Unit and Department of Paediatrics, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
- BRC Blood Theme, NIHR Oxford Biomedical Centre, Oxford, UK
| | - Berthold Göttgens
- Department of Haematology and Wellcome and MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Sam Behjati
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
- Department of Paediatrics, University of Cambridge, Cambridge, UK.
| | - Elisa Laurenti
- Department of Haematology and Wellcome and MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
| | - Muzlifah Haniffa
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
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Polański K, Young MD, Miao Z, Meyer KB, Teichmann SA, Park JE. BBKNN: fast batch alignment of single cell transcriptomes. Bioinformatics 2019; 36:964-965. [PMID: 31400197 PMCID: PMC9883685 DOI: 10.1093/bioinformatics/btz625] [Citation(s) in RCA: 267] [Impact Index Per Article: 53.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 05/17/2019] [Accepted: 08/08/2019] [Indexed: 02/04/2023] Open
Abstract
MOTIVATION Increasing numbers of large scale single cell RNA-Seq projects are leading to a data explosion, which can only be fully exploited through data integration. A number of methods have been developed to combine diverse datasets by removing technical batch effects, but most are computationally intensive. To overcome the challenge of enormous datasets, we have developed BBKNN, an extremely fast graph-based data integration algorithm. We illustrate the power of BBKNN on large scale mouse atlasing data, and favourably benchmark its run time against a number of competing methods. AVAILABILITY AND IMPLEMENTATION BBKNN is available at https://github.com/Teichlab/bbknn, along with documentation and multiple example notebooks, and can be installed from pip. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
| | | | - Zhichao Miao
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK,European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge CB10 1SD, UK
| | - Kerstin B Meyer
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
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Abstract
Abstract
Motivation
Increasing numbers of large scale single cell RNA-Seq projects are leading to a data explosion, which can only be fully exploited through data integration. A number of methods have been developed to combine diverse datasets by removing technical batch effects, but most are computationally intensive. To overcome the challenge of enormous datasets, we have developed BBKNN, an extremely fast graph-based data integration algorithm. We illustrate the power of BBKNN on large scale mouse atlasing data, and favourably benchmark its run time against a number of competing methods.
Availability and implementation
BBKNN is available at https://github.com/Teichlab/bbknn, along with documentation and multiple example notebooks, and can be installed from pip.
Supplementary information
Supplementary data are available at Bioinformatics online.
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Affiliation(s)
| | - Matthew D Young
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Zhichao Miao
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge, UK
| | - Kerstin B Meyer
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, Cambridge, UK
| | - Sarah A Teichmann
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, Cambridge, UK
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK
| | - Jong-Eun Park
- Cellular Genetics, Wellcome Sanger Institute, Hinxton, Cambridge, UK
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Chen W, Morabito SJ, Kessenbrock K, Enver T, Meyer KB, Teschendorff AE. Single-cell landscape in mammary epithelium reveals bipotent-like cells associated with breast cancer risk and outcome. Commun Biol 2019; 2:306. [PMID: 31428694 PMCID: PMC6689007 DOI: 10.1038/s42003-019-0554-8] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [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: 02/22/2019] [Accepted: 07/16/2019] [Indexed: 02/08/2023] Open
Abstract
Adult stem-cells may serve as the cell-of-origin for cancer, yet their unbiased identification in single cell RNA sequencing data is challenging due to the high dropout rate. In the case of breast, the existence of a bipotent stem-like state is also controversial. Here we apply a marker-free algorithm to scRNA-Seq data from the human mammary epithelium, revealing a high-potency cell-state enriched for an independent mammary stem-cell expression module. We validate this stem-like state in independent scRNA-Seq data. Our algorithm further predicts that the stem-like state is bipotent, a prediction we are able to validate using FACS sorted bulk expression data. The bipotent stem-like state correlates with clinical outcome in basal breast cancer and is characterized by overexpression of YBX1 and ENO1, two modulators of basal breast cancer risk. This study illustrates the power of a marker-free computational framework to identify a novel bipotent stem-like state in the mammary epithelium.
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Affiliation(s)
- Weiyan Chen
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, 320 Yue Yang Road, Shanghai, 200031 China
| | - Samuel J. Morabito
- Chao Family Comprehensive Cancer Center, University of California, Irvine 839 Health Science Road, Sprague Hall 114 Irvine, Irvine, CA 92697-3905 USA
| | - Kai Kessenbrock
- Chao Family Comprehensive Cancer Center, University of California, Irvine 839 Health Science Road, Sprague Hall 114 Irvine, Irvine, CA 92697-3905 USA
| | - Tariq Enver
- UCL Cancer Institute, Paul O’Gorman Building, University College London, 72 Huntley Street, London, WC1E 6BT United Kingdom
| | | | - Andrew E. Teschendorff
- CAS Key Laboratory of Computational Biology, CAS-MPG Partner Institute for Computational Biology, Shanghai Institute of Nutrition and Health, Shanghai Institutes for Biological Sciences, University of Chinese Academy of Sciences, Chinese Academy of Sciences, 320 Yue Yang Road, Shanghai, 200031 China
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44
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Schiller HB, Montoro DT, Simon LM, Rawlins EL, Meyer KB, Strunz M, Vieira Braga FA, Timens W, Koppelman GH, Budinger GRS, Burgess JK, Waghray A, van den Berge M, Theis FJ, Regev A, Kaminski N, Rajagopal J, Teichmann SA, Misharin AV, Nawijn MC. The Human Lung Cell Atlas: A High-Resolution Reference Map of the Human Lung in Health and Disease. Am J Respir Cell Mol Biol 2019; 61:31-41. [PMID: 30995076 PMCID: PMC6604220 DOI: 10.1165/rcmb.2018-0416tr] [Citation(s) in RCA: 124] [Impact Index Per Article: 24.8] [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: 12/21/2018] [Accepted: 04/17/2019] [Indexed: 12/13/2022] Open
Abstract
Lung disease accounts for every sixth death globally. Profiling the molecular state of all lung cell types in health and disease is currently revolutionizing the identification of disease mechanisms and will aid the design of novel diagnostic and personalized therapeutic regimens. Recent progress in high-throughput techniques for single-cell genomic and transcriptomic analyses has opened up new possibilities to study individual cells within a tissue, classify these into cell types, and characterize variations in their molecular profiles as a function of genetics, environment, cell-cell interactions, developmental processes, aging, or disease. Integration of these cell state definitions with spatial information allows the in-depth molecular description of cellular neighborhoods and tissue microenvironments, including the tissue resident structural and immune cells, the tissue matrix, and the microbiome. The Human Cell Atlas consortium aims to characterize all cells in the healthy human body and has prioritized lung tissue as one of the flagship projects. Here, we present the rationale, the approach, and the expected impact of a Human Lung Cell Atlas.
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Affiliation(s)
- Herbert B. Schiller
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Systems Medicine of Chronic Lung Disease, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Daniel T. Montoro
- Harvard Stem Cell Institute, Cambridge, Massachusetts
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - Lukas M. Simon
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
| | - Emma L. Rawlins
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Cambridge, United Kingdom
| | | | - Maximilian Strunz
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Systems Medicine of Chronic Lung Disease, Member of the German Center for Lung Research (DZL), Munich, Germany
| | | | - Wim Timens
- Department of Pathology and Medical Biology
- Groningen Research Institute for Asthma and COPD at the University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Gerard H. Koppelman
- Department of Pediatric Pulmonology and Pediatric Allergology, Beatrix Children’s Hospital, and
- Groningen Research Institute for Asthma and COPD at the University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - G. R. Scott Budinger
- Division of Pulmonary and Critical Care Medicine, Northwestern University, Chicago, Illinois
| | - Janette K. Burgess
- Department of Pathology and Medical Biology
- Groningen Research Institute for Asthma and COPD at the University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Avinash Waghray
- Harvard Stem Cell Institute, Cambridge, Massachusetts
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | - Maarten van den Berge
- Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Groningen Research Institute for Asthma and COPD at the University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Fabian J. Theis
- Helmholtz Zentrum München, German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
- Department of Mathematics, Technische Universität München, Munich, Germany
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts
- Department of Biology, Howard Hughes Medical Institute and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts; and
| | - Naftali Kaminski
- Pulmonary, Critical Care and Sleep Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Jayaraj Rajagopal
- Harvard Stem Cell Institute, Cambridge, Massachusetts
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, Massachusetts
| | | | - Alexander V. Misharin
- Division of Pulmonary and Critical Care Medicine, Northwestern University, Chicago, Illinois
| | - Martijn C. Nawijn
- Department of Pathology and Medical Biology
- Groningen Research Institute for Asthma and COPD at the University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
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Henriksson J, Chen X, Gomes T, Ullah U, Meyer KB, Miragaia R, Duddy G, Pramanik J, Yusa K, Lahesmaa R, Teichmann SA. Genome-wide CRISPR Screens in T Helper Cells Reveal Pervasive Crosstalk between Activation and Differentiation. Cell 2019; 176:882-896.e18. [PMID: 30639098 PMCID: PMC6370901 DOI: 10.1016/j.cell.2018.11.044] [Citation(s) in RCA: 103] [Impact Index Per Article: 20.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 09/19/2018] [Accepted: 11/28/2018] [Indexed: 12/24/2022]
Abstract
T helper type 2 (Th2) cells are important regulators of mammalian adaptive immunity and have relevance for infection, autoimmunity, and tumor immunology. Using a newly developed, genome-wide retroviral CRISPR knockout (KO) library, combined with RNA-seq, ATAC-seq, and ChIP-seq, we have dissected the regulatory circuitry governing activation and differentiation of these cells. Our experiments distinguish cell activation versus differentiation in a quantitative framework. We demonstrate that these two processes are tightly coupled and are jointly controlled by many transcription factors, metabolic genes, and cytokine/receptor pairs. There are only a small number of genes regulating differentiation without any role in activation. By combining biochemical and genetic data, we provide an atlas for Th2 differentiation, validating known regulators and identifying factors, such as Pparg and Bhlhe40, as part of the core regulatory network governing Th2 helper cell fates.
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Affiliation(s)
- Johan Henriksson
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK; Department of Biosciences and Nutrition, Karolinska Institutet, Hälsovägen 7, Novum, SE-141 83, Huddinge, Sweden
| | - Xi Chen
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Tomás Gomes
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Ubaid Ullah
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Tykistökatu 6 FI-20520, Turku, Finland
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Ricardo Miragaia
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Graham Duddy
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Jhuma Pramanik
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Kosuke Yusa
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Riitta Lahesmaa
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Tykistökatu 6 FI-20520, Turku, Finland
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK; EMBL-European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SD, UK; Theory of Condensed Matter, Cavendish Laboratory, 19 JJ Thomson Ave, Cambridge CB3 0HE, UK.
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46
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Vento-Tormo R, Efremova M, Botting RA, Turco MY, Vento-Tormo M, Meyer KB, Park JE, Stephenson E, Polański K, Goncalves A, Gardner L, Holmqvist S, Henriksson J, Zou A, Sharkey AM, Millar B, Innes B, Wood L, Wilbrey-Clark A, Payne RP, Ivarsson MA, Lisgo S, Filby A, Rowitch DH, Bulmer JN, Wright GJ, Stubbington MJT, Haniffa M, Moffett A, Teichmann SA. Single-cell reconstruction of the early maternal-fetal interface in humans. Nature 2018; 563:347-353. [PMID: 30429548 PMCID: PMC7612850 DOI: 10.1038/s41586-018-0698-6] [Citation(s) in RCA: 1190] [Impact Index Per Article: 198.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Accepted: 10/15/2018] [Indexed: 11/08/2022]
Abstract
During early human pregnancy the uterine mucosa transforms into the decidua, into which the fetal placenta implants and where placental trophoblast cells intermingle and communicate with maternal cells. Trophoblast-decidual interactions underlie common diseases of pregnancy, including pre-eclampsia and stillbirth. Here we profile the transcriptomes of about 70,000 single cells from first-trimester placentas with matched maternal blood and decidual cells. The cellular composition of human decidua reveals subsets of perivascular and stromal cells that are located in distinct decidual layers. There are three major subsets of decidual natural killer cells that have distinctive immunomodulatory and chemokine profiles. We develop a repository of ligand-receptor complexes and a statistical tool to predict the cell-type specificity of cell-cell communication via these molecular interactions. Our data identify many regulatory interactions that prevent harmful innate or adaptive immune responses in this environment. Our single-cell atlas of the maternal-fetal interface reveals the cellular organization of the decidua and placenta, and the interactions that are critical for placentation and reproductive success.
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Affiliation(s)
- Roser Vento-Tormo
- Wellcome Sanger Institute, Cambridge, UK
- Centre for Trophoblast Research, University of Cambridge, Cambridge, UK
| | | | - Rachel A Botting
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Margherita Y Turco
- Centre for Trophoblast Research, University of Cambridge, Cambridge, UK
- Department of Pathology, University of Cambridge, Cambridge, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | | | | | | | - Emily Stephenson
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | | | - Angela Goncalves
- Wellcome Sanger Institute, Cambridge, UK
- German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Lucy Gardner
- Centre for Trophoblast Research, University of Cambridge, Cambridge, UK
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Staffan Holmqvist
- Department of Paediatrics, Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | | | - Angela Zou
- Wellcome Sanger Institute, Cambridge, UK
| | - Andrew M Sharkey
- Centre for Trophoblast Research, University of Cambridge, Cambridge, UK
- Department of Pathology, University of Cambridge, Cambridge, UK
| | - Ben Millar
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Barbara Innes
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Laura Wood
- Wellcome Sanger Institute, Cambridge, UK
| | | | - Rebecca P Payne
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | | | - Steve Lisgo
- Human Developmental Biology Resource, Institute of Genetic Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Andrew Filby
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - David H Rowitch
- Department of Paediatrics, Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Judith N Bulmer
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK
| | | | | | - Muzlifah Haniffa
- Wellcome Sanger Institute, Cambridge, UK.
- Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, UK.
- Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
| | - Ashley Moffett
- Centre for Trophoblast Research, University of Cambridge, Cambridge, UK.
- Department of Pathology, University of Cambridge, Cambridge, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK.
- Theory of Condensed Matter Group, The Cavendish Laboratory, University of Cambridge, Cambridge, UK.
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK.
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Pramanik J, Chen X, Kar G, Henriksson J, Gomes T, Park JE, Natarajan K, Meyer KB, Miao Z, McKenzie ANJ, Mahata B, Teichmann SA. Genome-wide analyses reveal the IRE1a-XBP1 pathway promotes T helper cell differentiation by resolving secretory stress and accelerating proliferation. Genome Med 2018; 10:76. [PMID: 30355343 PMCID: PMC6199730 DOI: 10.1186/s13073-018-0589-3] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2018] [Accepted: 10/12/2018] [Indexed: 12/24/2022] Open
Abstract
Background The IRE1a-XBP1 pathway is a conserved adaptive mediator of the unfolded protein response. The pathway is indispensable for the development of secretory cells by facilitating protein folding and enhancing secretory capacity. In the immune system, it is known to function in dendritic cells, plasma cells, and eosinophil development and differentiation, while its role in T helper cell is unexplored. Here, we investigated the role of the IRE1a-XBP1 pathway in regulating activation and differentiation of type-2 T helper cell (Th2), a major T helper cell type involved in allergy, asthma, helminth infection, pregnancy, and tumor immunosuppression. Methods We perturbed the IRE1a-XBP1 pathway and interrogated its role in Th2 cell differentiation. We performed genome-wide transcriptomic analysis of differential gene expression to reveal IRE1a-XBP1 pathway-regulated genes and predict their biological role. To identify direct target genes of XBP1 and define XBP1’s regulatory network, we performed XBP1 ChIPmentation (ChIP-seq). We validated our predictions by flow cytometry, ELISA, and qPCR. We also used a fluorescent ubiquitin cell cycle indicator mouse to demonstrate the role of XBP1 in the cell cycle. Results We show that Th2 lymphocytes induce the IRE1a-XBP1 pathway during in vitro and in vivo activation. Genome-wide transcriptomic analysis of differential gene expression by perturbing the IRE1a-XBP1 pathway reveals XBP1-controlled genes and biological pathways. Performing XBP1 ChIPmentation (ChIP-seq) and integrating with transcriptomic data, we identify XBP1-controlled direct target genes and its transcriptional regulatory network. We observed that the IRE1a-XBP1 pathway controls cytokine secretion and the expression of two Th2 signature cytokines, IL13 and IL5. We also discovered that the IRE1a-XBP1 pathway facilitates activation-dependent Th2 cell proliferation by facilitating cell cycle progression through S and G2/M phase. Conclusions We confirm and detail the critical role of the IRE1a-XBP1 pathway during Th2 lymphocyte activation in regulating cytokine expression, secretion, and cell proliferation. Our high-quality genome-wide XBP1 ChIP and gene expression data provide a rich resource for investigating XBP1-regulated genes. We provide a browsable online database available at http://data.teichlab.org. Electronic supplementary material The online version of this article (10.1186/s13073-018-0589-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Jhuma Pramanik
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Xi Chen
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Gozde Kar
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK.,EMBL-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SD, UK
| | - Johan Henriksson
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Tomás Gomes
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Jong-Eun Park
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Kedar Natarajan
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Zhichao Miao
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK.,EMBL-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SD, UK
| | - Andrew N J McKenzie
- MRC Laboratory of Molecular Biology, Cambridge Biomedical Campus, Francis Crick Avenue, Cambridge, CB2 0QH, UK
| | - Bidesh Mahata
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK. .,EMBL-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SD, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK. .,EMBL-European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SD, UK. .,Theory of Condensed Matter, Cavendish Laboratory, 19 JJ Thomson Ave, Cambridge, CB3 0HE, UK.
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48
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Abstract
With the recent transformative developments in single-cell genomics and, in particular, single-cell gene expression analysis, it is now possible to study tissues at the single-cell level, rather than having to rely on data from bulk measurements. Here we review the rapid developments in single-cell RNA sequencing (scRNA-seq) protocols that have the potential for unbiased identification and profiling of all cell types within a tissue or organism. In addition, novel approaches for spatial profiling of gene expression allow us to map individual cells and cell types back into the three-dimensional context of organs. The combination of in-depth single-cell and spatial gene expression data will reveal tissue architecture in unprecedented detail, generating a wealth of biological knowledge and a better understanding of many diseases.
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Affiliation(s)
- Xi Chen
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, United Kingdom
| | - Sarah A. Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, United Kingdom
- European Molecular Biology Laboratory (EMBL)–European Bioinformatics Institute (EBI), Wellcome Genome Campus, Hinxton CB10 1SD, United Kingdom
- Theory of Condensed Matter Research Group, Cavendish Laboratory, University of Cambridge, Cambridge CB3 0HE, United Kingdom
| | - Kerstin B. Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, United Kingdom
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49
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Campbell TM, Castro MAA, de Oliveira KG, Ponder BAJ, Meyer KB. ERα Binding by Transcription Factors NFIB and YBX1 Enables FGFR2 Signaling to Modulate Estrogen Responsiveness in Breast Cancer. Cancer Res 2017; 78:410-421. [PMID: 29180470 DOI: 10.1158/0008-5472.can-17-1153] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2017] [Revised: 09/22/2017] [Accepted: 11/06/2017] [Indexed: 01/02/2023]
Abstract
Two opposing clusters of transcription factors (TF) have been associated with the differential risks of estrogen receptor positive or negative breast cancers, but the mechanisms underlying the opposing functions of the two clusters are undefined. In this study, we identified NFIB and YBX1 as novel interactors of the estrogen receptor (ESR1). NFIB and YBX1 are both risk TF associated with progression of ESR1-negative disease. Notably, they both interacted with the ESR1-FOXA1 complex and inhibited the transactivational potential of ESR1. Moreover, signaling through FGFR2, a known risk factor in breast cancer development, augmented these interactions and further repressed ESR1 target gene expression. We therefore show that members of two opposing clusters of risk TFs associated with ESR1-positive and -negative breast cancer can physically interact. We postulate that this interaction forms a toggle between two developmental pathways affected by FGFR2 signaling, possibly offering a junction to exploit therapeutically.Significance: Binding of the transcription factors NFIB and YBX1 to the estrogen receptor can promote an estrogen-independent phenotype that can be reverted by inhibiting FGFR2 signaling. Cancer Res; 78(2); 410-21. ©2017 AACR.
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Affiliation(s)
- Thomas M Campbell
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Mauro A A Castro
- Bioinformatics and Systems Biology Lab, Federal University of Paraná (UFPR), Polytechnic Center, Curitiba, Brazil
| | - Kelin Gonçalves de Oliveira
- Bioinformatics and Systems Biology Lab, Federal University of Paraná (UFPR), Polytechnic Center, Curitiba, Brazil
| | - Bruce A J Ponder
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Kerstin B Meyer
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom.
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de Santiago I, Liu W, Yuan K, O'Reilly M, Chilamakuri CSR, Ponder BAJ, Meyer KB, Markowetz F. BaalChIP: Bayesian analysis of allele-specific transcription factor binding in cancer genomes. Genome Biol 2017; 18:39. [PMID: 28235418 PMCID: PMC5326502 DOI: 10.1186/s13059-017-1165-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [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: 12/13/2016] [Accepted: 02/01/2017] [Indexed: 02/07/2023] Open
Abstract
Allele-specific measurements of transcription factor binding from ChIP-seq data are key to dissecting the allelic effects of non-coding variants and their contribution to phenotypic diversity. However, most methods of detecting an allelic imbalance assume diploid genomes. This assumption severely limits their applicability to cancer samples with frequent DNA copy-number changes. Here we present a Bayesian statistical approach called BaalChIP to correct for the effect of background allele frequency on the observed ChIP-seq read counts. BaalChIP allows the joint analysis of multiple ChIP-seq samples across a single variant and outperforms competing approaches in simulations. Using 548 ENCODE ChIP-seq and six targeted FAIRE-seq samples, we show that BaalChIP effectively corrects allele-specific analysis for copy-number variation and increases the power to detect putative cis-acting regulatory variants in cancer genomes.
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Affiliation(s)
- Ines de Santiago
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, UK
- Present Address: Seven Bridges Genomics LTD, UK. 101 Euston Road NW1 2RA, London, UK
| | - Wei Liu
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, UK
- Present Address: Institute of Biodiversity Animal Health and Comparative Medicine, University of Glasgow, Glasgow, UK
| | - Ke Yuan
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, UK
- Present Address: School of Computing Science, University of Glasgow, Glasgow, UK
| | - Martin O'Reilly
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, UK
| | | | - Bruce A J Ponder
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, UK
| | - Kerstin B Meyer
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, UK.
| | - Florian Markowetz
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, UK.
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