Plate IV.291 · Publications
Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers
Article in EMBO Molecular Medicine, 2 March 2021.
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.
Versions2
- PublishedEMBO Molecular Medicine10.15252/emmm.202012871
- PreprintmedRxiv10.1101/2020.01.21.20018358
Cite
@article{mayr2021integrative,
title = {{Integrative analysis of cell state changes in lung fibrosis with peripheral protein biomarkers}},
author = {Mayr, Christoph H and Simon, Lukas M and Leuschner, Gabriela and Ansari, Meshal and Schniering, Janine and Geyer, Philipp E and Angelidis, Ilias and Strunz, Maximilian and Singh, Pawandeep and Kneidinger, Nikolaus and Reichenberger, Frank and Silbernagel, Edith and Böhm, Stephan and Adler, Heiko and Lindner, Michael and Maurer, Britta and Hilgendorff, Anne and Prasse, Antje and Behr, Jürgen and Mann, Matthias and Eickelberg, Oliver and Theis, Fabian J and Schiller, Herbert B},
journal = {EMBO Molecular Medicine},
publisher = {Springer Science and Business Media LLC},
year = {2021},
month = mar,
doi = {10.15252/emmm.202012871},
url = {https://doi.org/10.15252/emmm.202012871},
pmid = {33650774},
pmcid = {PMC8033531}
}