Evidence map›Paper›PMID 35405523›Full record

ArticleEBioMedicine2022

Cardiovascular signatures of COVID-19 predict mortality and identify barrier stabilizing therapies.

Dakota Gustafson, Michelle Ngai, Ruilin Wu, Huayun Hou, Alice Carvalhal Schoffel, Clara Erice, Serena Mandla, Filio Billia, Michael D Wilson, Milica Radisic and 11 more

Open access · goldAbstract read
In one paragraph

Article in EBioMedicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
3.2field-weighted citation impact, top 6% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

25 citing papers in PubMed, 32 citations in OpenAlex.

  1. Article
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  8. Exploring the underlying molecular mechanisms of acute myocardial infarction after SARS-CoV-2 infection.American heart journal plus : cardiology research and practice · 2024
    Article
  9. Review
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  16. Vascular mechanisms of post-COVID-19 conditions: Rho-kinase is a novel target for therapy.European heart journal. Cardiovascular pharmacotherapy · 2023
    Article
  17. Article
  18. Article
  19. Review
  20. Insights into Endotheliopathy in COVID-19.American journal of respiratory and critical care medicine · 2022
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

21 authors at 5 institutions in 3 countries.

Dakota GustafsonToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada.
Michelle NgaiToronto General Hospital Research Institute, University Health Network, Toronto, Canada.
Ruilin WuToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada.
Huayun HouProgram in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.
Alice Carvalhal SchoffelPeter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada.
Clara EriceJohns Hopkins School of Medicine, Baltimore, USA.
Serena MandlaInstitute of Biomedical Engineering, University of Toronto, Toronto, Canada.
Filio BilliaToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada.
Michael D WilsonProgram in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada; Department of Molecular Genetics, University of Toronto, Toronto, Canada.
Milica RadisicInstitute of Biomedical Engineering, University of Toronto, Toronto, Canada.
Eddy FanToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Interdepartmental Division of Critical Care and Institute of Medical Sciences, University of Toronto, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada.
Uriel TrahtembergKeenan Research Center for Biomedical Research, Unity Health Toronto, Toronto, Canada; Critical Care Department, Galilee Medical Center, Nahariya, Israel.
Andrew BakerInterdepartmental Division of Critical Care and Institute of Medical Sciences, University of Toronto, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Critical Care Department, Galilee Medical Center, Nahariya, Israel.
Chris McIntoshPeter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Joint Department of Medical Imaging, University Health Network, University of Toronto, Toronto, Canada; Techna Institute, University Health Network, Toronto, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Canada; Vector Institute, University of Toronto, Toronto, Canada.
Chun-Po S FanPeter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada.
Claudia C Dos SantosInterdepartmental Division of Critical Care and Institute of Medical Sciences, University of Toronto, Toronto, Canada; Keenan Research Center for Biomedical Research, Unity Health Toronto, Toronto, Canada.
Kevin C KainToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada.
Kate HannemanToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Joint Department of Medical Imaging, University Health Network, University of Toronto, Toronto, Canada.
Paaladinesh ThavendiranathanPeter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Joint Department of Medical Imaging, University Health Network, University of Toronto, Toronto, Canada; Ted Rogers Program in Cardiotoxicity Prevention, Toronto General Hospital, Toronto, Canada.
Jason E FishToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada. Electronic address: Jason.Fish@utoronto.ca.
Kathryn L HoweToronto General Hospital Research Institute, University Health Network, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Division of Vascular Surgery, Department of Surgery, University of Toronto, Toronto, Canada. Electronic address: kathryn.howe@uhn.ca.
University Health Network · CAUniversity of Toronto · CAHospital for Sick Children · CAJohns Hopkins University · USWestern Galilee Hospital · IL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEndothelial cell (EC) activation, endotheliitis, vascular permeability, and thrombosis have been observed in patients with severe coronavirus disease 2019 (COVID-19), indicating that the vasculature is affected during the acute stages of SARS-CoV-2 infection. It remains unknown whether circulating vascular markers are sufficient to predict clinical outcomes, are unique to COVID-19, and if vascular permeability can be therapeutically targeted.

methodsProspectively evaluating the prevalence of circulating inflammatory, cardiac, and EC activation markers as well as developing a microRNA atlas in 241 unvaccinated patients with suspected SARS-CoV-2 infection allowed for prognostic value assessment using a Random Forest model machine learning approach. Subsequent ex vivo experiments assessed EC permeability responses to patient plasma and were used to uncover modulated gene regulatory networks from which rational therapeutic design was inferred.

findingsMultiple inflammatory and EC activation biomarkers were associated with mortality in COVID-19 patients and in severity-matched SARS-CoV-2-negative patients, while dysregulation of specific microRNAs at presentation was specific for poor COVID-19-related outcomes and revealed disease-relevant pathways. Integrating the datasets using a machine learning approach further enhanced clinical risk prediction for in-hospital mortality. Exposure of ECs to COVID-19 patient plasma resulted in severity-specific gene expression responses and EC barrier dysfunction, which was ameliorated using angiopoietin-1 mimetic or recombinant Slit2-N.

interpretationIntegration of multi-omics data identified microRNA and vascular biomarkers prognostic of in-hospital mortality in COVID-19 patients and revealed that vascular stabilizing therapies should be explored as a treatment for endothelial dysfunction in COVID-19, and other severe diseases where endothelial dysfunction has a central role in pathogenesis.

fundingThis work was directly supported by grant funding from the Ted Rogers Center for Heart Research, Toronto, Ontario, Canada and the Peter Munk Cardiac Center, Toronto, Ontario, Canada.

Indexed as

COVID-19MicroRNAsVascular DiseasesCapillary PermeabilityHumansSARS-CoV-2MicroRNAsBiomarkersCardiovascular riskCOVID-19EndotheliumInflammationMicroRNA

Identifiers

PMID35405523
PMCPMC8989492
OpenAlexW4225644270

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.