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Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8033531/ https://www.ncbi.nlm.nih.gov/pubmed/33650774 http://dx.doi.org/10.15252/emmm.202012871 |
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author | Mayr, Christoph H Simon, Lukas M Leuschner, Gabriela Ansari, Meshal Schniering, Janine Geyer, Philipp E Angelidis, Ilias Strunz, Maximilian Singh, Pawandeep Kneidinger, Nikolaus Reichenberger, Frank Silbernagel, Edith Böhm, Stephan Adler, Heiko Lindner, Michael Maurer, Britta Hilgendorff, Anne Prasse, Antje Behr, Jürgen Mann, Matthias Eickelberg, Oliver Theis, Fabian J Schiller, Herbert B |
author_facet | Mayr, Christoph H Simon, Lukas M Leuschner, Gabriela Ansari, Meshal Schniering, Janine Geyer, Philipp E Angelidis, Ilias Strunz, Maximilian Singh, Pawandeep Kneidinger, Nikolaus Reichenberger, Frank Silbernagel, Edith Böhm, Stephan Adler, Heiko Lindner, Michael Maurer, Britta Hilgendorff, Anne Prasse, Antje Behr, Jürgen Mann, Matthias Eickelberg, Oliver Theis, Fabian J Schiller, Herbert B |
author_sort | Mayr, Christoph H |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8033531 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80335312021-04-14 Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers Mayr, Christoph H Simon, Lukas M Leuschner, Gabriela Ansari, Meshal Schniering, Janine Geyer, Philipp E Angelidis, Ilias Strunz, Maximilian Singh, Pawandeep Kneidinger, Nikolaus Reichenberger, Frank Silbernagel, Edith Böhm, Stephan Adler, Heiko Lindner, Michael Maurer, Britta Hilgendorff, Anne Prasse, Antje Behr, Jürgen Mann, Matthias Eickelberg, Oliver Theis, Fabian J Schiller, Herbert B EMBO Mol Med Articles 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. John Wiley and Sons Inc. 2021-03-02 2021-04-09 /pmc/articles/PMC8033531/ /pubmed/33650774 http://dx.doi.org/10.15252/emmm.202012871 Text en © 2021 The Authors. Published under the terms of the CC BY 4.0 license https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Articles Mayr, Christoph H Simon, Lukas M Leuschner, Gabriela Ansari, Meshal Schniering, Janine Geyer, Philipp E Angelidis, Ilias Strunz, Maximilian Singh, Pawandeep Kneidinger, Nikolaus Reichenberger, Frank Silbernagel, Edith Böhm, Stephan Adler, Heiko Lindner, Michael Maurer, Britta Hilgendorff, Anne Prasse, Antje Behr, Jürgen Mann, Matthias Eickelberg, Oliver Theis, Fabian J Schiller, Herbert B Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers |
title | Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers |
title_full | Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers |
title_fullStr | Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers |
title_full_unstemmed | Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers |
title_short | Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers |
title_sort | integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8033531/ https://www.ncbi.nlm.nih.gov/pubmed/33650774 http://dx.doi.org/10.15252/emmm.202012871 |
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