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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
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.
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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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