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Mayr CH, Simon LM, Leuschner G, Ansari M, Schniering J, Geyer PE, Angelidis I, Strunz M, Singh P, Kneidinger N, Reichenberger F, Silbernagel E, Böhm S, Adler H, Lindner M, Maurer B, Hilgendorff A, Prasse A, Behr J, Mann M, Eickelberg O, Theis FJ, Schiller HB. Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers. EMBO Mol Med 2021; 13:e12871. [PMID: 33650774 PMCID: PMC8033531 DOI: 10.15252/emmm.202012871] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Revised: 01/05/2021] [Accepted: 01/19/2021] [Indexed: 12/11/2022] Open
Abstract
The correspondence of cell state changes in diseased organs to peripheral protein signatures is currently unknown. Here, we generated and integrated single-cell transcriptomic and proteomic data from multiple large pulmonary fibrosis patient cohorts. Integration of 233,638 single-cell transcriptomes (n = 61) across three independent cohorts enabled us to derive shifts in cell type proportions and a robust core set of genes altered in lung fibrosis for 45 cell types. Mass spectrometry analysis of lung lavage fluid (n = 124) and plasma (n = 141) proteomes identified distinct protein signatures correlated with diagnosis, lung function, and injury status. A novel SSTR2+ pericyte state correlated with disease severity and was reflected in lavage fluid by increased levels of the complement regulatory factor CFHR1. We further discovered CRTAC1 as a biomarker of alveolar type-2 epithelial cell health status in lavage fluid and plasma. Using cross-modal analysis and machine learning, we identified the cellular source of biomarkers and demonstrated that information transfer between modalities correctly predicts disease status, suggesting feasibility of clinical cell state monitoring through longitudinal sampling of body fluid proteomes.
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Affiliation(s)
- Christoph H Mayr
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Lukas M Simon
- Institute of Computational BiologyHelmholtz Zentrum MünchenMunichGermany
| | - Gabriela Leuschner
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
- Department of Internal Medicine VLudwig‐Maximilians University (LMU) MunichMember of the German Center for Lung Research (DZL), CPC‐M bioArchiveMunichGermany
| | - Meshal Ansari
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
- Institute of Computational BiologyHelmholtz Zentrum MünchenMunichGermany
| | - Janine Schniering
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
- Department of RheumatologyCenter of Experimental RheumatologyUniversity & University Hospital ZurichZurichSwitzerland
| | - Philipp E Geyer
- Department of Proteomics and Signal TransductionMax Planck Institute of BiochemistryMartinsriedGermany
| | - Ilias Angelidis
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Maximilian Strunz
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Pawandeep Singh
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Nikolaus Kneidinger
- Department of Internal Medicine VLudwig‐Maximilians University (LMU) MunichMember of the German Center for Lung Research (DZL), CPC‐M bioArchiveMunichGermany
| | - Frank Reichenberger
- Asklepios Fachkliniken Munich‐GautingCPC‐M bioArchive, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Edith Silbernagel
- Asklepios Fachkliniken Munich‐GautingCPC‐M bioArchive, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Stephan Böhm
- Faculty of MedicineMax von Pettenkofer‐Institute, VirologyNational Reference Center for RetrovirusesLMU MünchenMunichGermany
| | - Heiko Adler
- Helmholtz Zentrum MünchenResearch Unit Lung Repair and Regeneration, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Michael Lindner
- Asklepios Fachkliniken Munich‐GautingCPC‐M bioArchive, Member of the German Center for Lung Research (DZL)MunichGermany
- University Department of Visceral and Thoracic Surgery SalzburgParacelsus Medical UniversitySalzburgAustria
| | - Britta Maurer
- Department of RheumatologyCenter of Experimental RheumatologyUniversity & University Hospital ZurichZurichSwitzerland
| | - Anne Hilgendorff
- Center for Comprehensive Developmental Care (CDeCLMU)Member of the German Center for Lung Research (DZL)Hospital of the Ludwig‐Maximilians University (LMU)CPC‐M bioArchiveMunichGermany
| | - Antje Prasse
- Department of PneumologyHannover Medical School, Member of the German Center for Lung Research (DZL)HannoverGermany
| | - Jürgen Behr
- Department of Internal Medicine VLudwig‐Maximilians University (LMU) MunichMember of the German Center for Lung Research (DZL), CPC‐M bioArchiveMunichGermany
- Asklepios Fachkliniken Munich‐GautingCPC‐M bioArchive, Member of the German Center for Lung Research (DZL)MunichGermany
| | - Matthias Mann
- Department of Proteomics and Signal TransductionMax Planck Institute of BiochemistryMartinsriedGermany
| | - Oliver Eickelberg
- Division of Pulmonary, Allergy, and Critical Care MedicineDepartment of MedicineUniversity of PittsburghPittsburghPAUSA
| | - Fabian J Theis
- Institute of Computational BiologyHelmholtz Zentrum MünchenMunichGermany
| | - Herbert B Schiller
- Institute of Lung Biology and Disease and Comprehensive Pneumology Center with the CPC–M bioArchiveHelmholtz Zentrum München, Member of the German Center for Lung Research (DZL)MunichGermany
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