Cargando…

The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution

AIMS: Severe acute respiratory syndrome coronavirus-2 infection causes COVID-19, which in severe cases evokes life-threatening acute respiratory distress syndrome (ARDS). Transcriptome signatures and the functional relevance of non-vascular cell types (e.g. immune and epithelial cells) in COVID-19 a...

Descripción completa

Detalles Bibliográficos
Autores principales: de Rooij, Laura P M H, Becker, Lisa M, Teuwen, Laure-Anne, Boeckx, Bram, Jansen, Sander, Feys, Simon, Verleden, Stijn, Liesenborghs, Laurens, Stalder, Anna K, Libbrecht, Sasha, Van Buyten, Tina, Philips, Gino, Subramanian, Abhishek, Dumas, Sébastien J, Meta, Elda, Borri, Mila, Sokol, Liliana, Dendooven, Amélie, Truong, Anh-Co K, Gunst, Jan, Van Mol, Pierre, Haslbauer, Jasmin D, Rohlenova, Katerina, Menter, Thomas, Boudewijns, Robbert, Geldhof, Vincent, Vinckier, Stefan, Amersfoort, Jacob, Wuyts, Wim, Van Raemdonck, Dirk, Jacobs, Werner, Ceulemans, Laurens J, Weynand, Birgit, Thienpont, Bernard, Lammens, Martin, Kuehnel, Mark, Eelen, Guy, Dewerchin, Mieke, Schoonjans, Luc, Jonigk, Danny, van Dorpe, Jo, Tzankov, Alexandar, Wauters, Els, Mazzone, Massimiliano, Neyts, Johan, Wauters, Joost, Lambrechts, Diether, Carmeliet, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452154/
https://www.ncbi.nlm.nih.gov/pubmed/35998078
http://dx.doi.org/10.1093/cvr/cvac139
_version_ 1784784869430132736
author de Rooij, Laura P M H
Becker, Lisa M
Teuwen, Laure-Anne
Boeckx, Bram
Jansen, Sander
Feys, Simon
Verleden, Stijn
Liesenborghs, Laurens
Stalder, Anna K
Libbrecht, Sasha
Van Buyten, Tina
Philips, Gino
Subramanian, Abhishek
Dumas, Sébastien J
Meta, Elda
Borri, Mila
Sokol, Liliana
Dendooven, Amélie
Truong, Anh-Co K
Gunst, Jan
Van Mol, Pierre
Haslbauer, Jasmin D
Rohlenova, Katerina
Menter, Thomas
Boudewijns, Robbert
Geldhof, Vincent
Vinckier, Stefan
Amersfoort, Jacob
Wuyts, Wim
Van Raemdonck, Dirk
Jacobs, Werner
Ceulemans, Laurens J
Weynand, Birgit
Thienpont, Bernard
Lammens, Martin
Kuehnel, Mark
Eelen, Guy
Dewerchin, Mieke
Schoonjans, Luc
Jonigk, Danny
van Dorpe, Jo
Tzankov, Alexandar
Wauters, Els
Mazzone, Massimiliano
Neyts, Johan
Wauters, Joost
Lambrechts, Diether
Carmeliet, Peter
author_facet de Rooij, Laura P M H
Becker, Lisa M
Teuwen, Laure-Anne
Boeckx, Bram
Jansen, Sander
Feys, Simon
Verleden, Stijn
Liesenborghs, Laurens
Stalder, Anna K
Libbrecht, Sasha
Van Buyten, Tina
Philips, Gino
Subramanian, Abhishek
Dumas, Sébastien J
Meta, Elda
Borri, Mila
Sokol, Liliana
Dendooven, Amélie
Truong, Anh-Co K
Gunst, Jan
Van Mol, Pierre
Haslbauer, Jasmin D
Rohlenova, Katerina
Menter, Thomas
Boudewijns, Robbert
Geldhof, Vincent
Vinckier, Stefan
Amersfoort, Jacob
Wuyts, Wim
Van Raemdonck, Dirk
Jacobs, Werner
Ceulemans, Laurens J
Weynand, Birgit
Thienpont, Bernard
Lammens, Martin
Kuehnel, Mark
Eelen, Guy
Dewerchin, Mieke
Schoonjans, Luc
Jonigk, Danny
van Dorpe, Jo
Tzankov, Alexandar
Wauters, Els
Mazzone, Massimiliano
Neyts, Johan
Wauters, Joost
Lambrechts, Diether
Carmeliet, Peter
author_sort de Rooij, Laura P M H
collection PubMed
description AIMS: Severe acute respiratory syndrome coronavirus-2 infection causes COVID-19, which in severe cases evokes life-threatening acute respiratory distress syndrome (ARDS). Transcriptome signatures and the functional relevance of non-vascular cell types (e.g. immune and epithelial cells) in COVID-19 are becoming increasingly evident. However, despite its known contribution to vascular inflammation, recruitment/invasion of immune cells, vascular leakage, and perturbed haemostasis in the lungs of severe COVID-19 patients, an in-depth interrogation of the endothelial cell (EC) compartment in lethal COVID-19 is lacking. Moreover, progressive fibrotic lung disease represents one of the complications of COVID-19 pneumonia and ARDS. Analogous features between idiopathic pulmonary fibrosis (IPF) and COVID-19 suggest partial similarities in their pathophysiology, yet, a head-to-head comparison of pulmonary cell transcriptomes between both conditions has not been implemented to date. METHODS AND RESULTS: We performed single-nucleus RNA-sequencing on frozen lungs from 7 deceased COVID-19 patients, 6 IPF explant lungs, and 12 controls. The vascular fraction, comprising 38 794 nuclei, could be subclustered into 14 distinct EC subtypes. Non-vascular cell types, comprising 137 746 nuclei, were subclustered and used for EC-interactome analyses. Pulmonary ECs of deceased COVID-19 patients showed an enrichment of genes involved in cellular stress, as well as signatures suggestive of dampened immunomodulation and impaired vessel wall integrity. In addition, increased abundance of a population of systemic capillary and venous ECs was identified in COVID-19 and IPF. COVID-19 systemic ECs closely resembled their IPF counterparts, and a set of 30 genes was found congruently enriched in systemic ECs across studies. Receptor–ligand interaction analysis of ECs with non-vascular cell types in the pulmonary micro-environment revealed numerous previously unknown interactions specifically enriched/depleted in COVID-19 and/or IPF. CONCLUSIONS: This study uncovered novel insights into the abundance, expression patterns, and interactomes of EC subtypes in COVID-19 and IPF, relevant for future investigations into the progression and treatment of both lethal conditions.
format Online
Article
Text
id pubmed-9452154
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-94521542022-09-09 The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution de Rooij, Laura P M H Becker, Lisa M Teuwen, Laure-Anne Boeckx, Bram Jansen, Sander Feys, Simon Verleden, Stijn Liesenborghs, Laurens Stalder, Anna K Libbrecht, Sasha Van Buyten, Tina Philips, Gino Subramanian, Abhishek Dumas, Sébastien J Meta, Elda Borri, Mila Sokol, Liliana Dendooven, Amélie Truong, Anh-Co K Gunst, Jan Van Mol, Pierre Haslbauer, Jasmin D Rohlenova, Katerina Menter, Thomas Boudewijns, Robbert Geldhof, Vincent Vinckier, Stefan Amersfoort, Jacob Wuyts, Wim Van Raemdonck, Dirk Jacobs, Werner Ceulemans, Laurens J Weynand, Birgit Thienpont, Bernard Lammens, Martin Kuehnel, Mark Eelen, Guy Dewerchin, Mieke Schoonjans, Luc Jonigk, Danny van Dorpe, Jo Tzankov, Alexandar Wauters, Els Mazzone, Massimiliano Neyts, Johan Wauters, Joost Lambrechts, Diether Carmeliet, Peter Cardiovasc Res Original Article AIMS: Severe acute respiratory syndrome coronavirus-2 infection causes COVID-19, which in severe cases evokes life-threatening acute respiratory distress syndrome (ARDS). Transcriptome signatures and the functional relevance of non-vascular cell types (e.g. immune and epithelial cells) in COVID-19 are becoming increasingly evident. However, despite its known contribution to vascular inflammation, recruitment/invasion of immune cells, vascular leakage, and perturbed haemostasis in the lungs of severe COVID-19 patients, an in-depth interrogation of the endothelial cell (EC) compartment in lethal COVID-19 is lacking. Moreover, progressive fibrotic lung disease represents one of the complications of COVID-19 pneumonia and ARDS. Analogous features between idiopathic pulmonary fibrosis (IPF) and COVID-19 suggest partial similarities in their pathophysiology, yet, a head-to-head comparison of pulmonary cell transcriptomes between both conditions has not been implemented to date. METHODS AND RESULTS: We performed single-nucleus RNA-sequencing on frozen lungs from 7 deceased COVID-19 patients, 6 IPF explant lungs, and 12 controls. The vascular fraction, comprising 38 794 nuclei, could be subclustered into 14 distinct EC subtypes. Non-vascular cell types, comprising 137 746 nuclei, were subclustered and used for EC-interactome analyses. Pulmonary ECs of deceased COVID-19 patients showed an enrichment of genes involved in cellular stress, as well as signatures suggestive of dampened immunomodulation and impaired vessel wall integrity. In addition, increased abundance of a population of systemic capillary and venous ECs was identified in COVID-19 and IPF. COVID-19 systemic ECs closely resembled their IPF counterparts, and a set of 30 genes was found congruently enriched in systemic ECs across studies. Receptor–ligand interaction analysis of ECs with non-vascular cell types in the pulmonary micro-environment revealed numerous previously unknown interactions specifically enriched/depleted in COVID-19 and/or IPF. CONCLUSIONS: This study uncovered novel insights into the abundance, expression patterns, and interactomes of EC subtypes in COVID-19 and IPF, relevant for future investigations into the progression and treatment of both lethal conditions. Oxford University Press 2022-08-23 /pmc/articles/PMC9452154/ /pubmed/35998078 http://dx.doi.org/10.1093/cvr/cvac139 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the European Society of Cardiology. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Original Article
de Rooij, Laura P M H
Becker, Lisa M
Teuwen, Laure-Anne
Boeckx, Bram
Jansen, Sander
Feys, Simon
Verleden, Stijn
Liesenborghs, Laurens
Stalder, Anna K
Libbrecht, Sasha
Van Buyten, Tina
Philips, Gino
Subramanian, Abhishek
Dumas, Sébastien J
Meta, Elda
Borri, Mila
Sokol, Liliana
Dendooven, Amélie
Truong, Anh-Co K
Gunst, Jan
Van Mol, Pierre
Haslbauer, Jasmin D
Rohlenova, Katerina
Menter, Thomas
Boudewijns, Robbert
Geldhof, Vincent
Vinckier, Stefan
Amersfoort, Jacob
Wuyts, Wim
Van Raemdonck, Dirk
Jacobs, Werner
Ceulemans, Laurens J
Weynand, Birgit
Thienpont, Bernard
Lammens, Martin
Kuehnel, Mark
Eelen, Guy
Dewerchin, Mieke
Schoonjans, Luc
Jonigk, Danny
van Dorpe, Jo
Tzankov, Alexandar
Wauters, Els
Mazzone, Massimiliano
Neyts, Johan
Wauters, Joost
Lambrechts, Diether
Carmeliet, Peter
The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution
title The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution
title_full The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution
title_fullStr The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution
title_full_unstemmed The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution
title_short The pulmonary vasculature in lethal COVID-19 and idiopathic pulmonary fibrosis at single-cell resolution
title_sort pulmonary vasculature in lethal covid-19 and idiopathic pulmonary fibrosis at single-cell resolution
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452154/
https://www.ncbi.nlm.nih.gov/pubmed/35998078
http://dx.doi.org/10.1093/cvr/cvac139
work_keys_str_mv AT derooijlaurapmh thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT beckerlisam thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT teuwenlaureanne thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT boeckxbram thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT jansensander thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT feyssimon thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT verledenstijn thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT liesenborghslaurens thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT stalderannak thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT libbrechtsasha thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vanbuytentina thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT philipsgino thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT subramanianabhishek thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT dumassebastienj thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT metaelda thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT borrimila thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT sokolliliana thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT dendoovenamelie thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT truonganhcok thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT gunstjan thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vanmolpierre thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT haslbauerjasmind thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT rohlenovakaterina thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT menterthomas thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT boudewijnsrobbert thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT geldhofvincent thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vinckierstefan thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT amersfoortjacob thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT wuytswim thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vanraemdonckdirk thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT jacobswerner thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT ceulemanslaurensj thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT weynandbirgit thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT thienpontbernard thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT lammensmartin thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT kuehnelmark thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT eelenguy thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT dewerchinmieke thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT schoonjansluc thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT jonigkdanny thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vandorpejo thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT tzankovalexandar thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT wautersels thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT mazzonemassimiliano thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT neytsjohan thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT wautersjoost thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT lambrechtsdiether thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT carmelietpeter thepulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT derooijlaurapmh pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT beckerlisam pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT teuwenlaureanne pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT boeckxbram pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT jansensander pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT feyssimon pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT verledenstijn pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT liesenborghslaurens pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT stalderannak pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT libbrechtsasha pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vanbuytentina pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT philipsgino pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT subramanianabhishek pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT dumassebastienj pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT metaelda pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT borrimila pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT sokolliliana pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT dendoovenamelie pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT truonganhcok pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT gunstjan pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vanmolpierre pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT haslbauerjasmind pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT rohlenovakaterina pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT menterthomas pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT boudewijnsrobbert pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT geldhofvincent pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vinckierstefan pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT amersfoortjacob pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT wuytswim pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vanraemdonckdirk pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT jacobswerner pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT ceulemanslaurensj pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT weynandbirgit pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT thienpontbernard pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT lammensmartin pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT kuehnelmark pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT eelenguy pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT dewerchinmieke pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT schoonjansluc pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT jonigkdanny pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT vandorpejo pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT tzankovalexandar pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT wautersels pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT mazzonemassimiliano pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT neytsjohan pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT wautersjoost pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT lambrechtsdiether pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution
AT carmelietpeter pulmonaryvasculatureinlethalcovid19andidiopathicpulmonaryfibrosisatsinglecellresolution