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Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers

Authors :
Christoph H Mayr
Lukas M Simon
Gabriela Leuschner
Meshal Ansari
Janine Schniering
Philipp E Geyer
Ilias Angelidis
Maximilian Strunz
Pawandeep Singh
Nikolaus Kneidinger
Frank Reichenberger
Edith Silbernagel
Stephan Böhm
Heiko Adler
Michael Lindner
Britta Maurer
Anne Hilgendorff
Antje Prasse
Jürgen Behr
Matthias Mann
Oliver Eickelberg
Fabian J Theis
Herbert B Schiller
Source :
EMBO Molecular Medicine, Vol 13, Iss 4, Pp 1-22 (2021)
Publication Year :
2021
Publisher :
Springer Nature, 2021.

Abstract

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.

Details

Language :
English
ISSN :
17574676 and 17574684
Volume :
13
Issue :
4
Database :
Directory of Open Access Journals
Journal :
EMBO Molecular Medicine
Publication Type :
Academic Journal
Accession number :
edsdoj.85b58d714e3046fa9fc4ca873ca79252
Document Type :
article
Full Text :
https://doi.org/10.15252/emmm.202012871