Evidence map›Paper›PMID 33096026›Full record

ArticleCell systems2021

Large-Scale Multi-omic Analysis of COVID-19 Severity.

Katherine A Overmyer, Evgenia Shishkova, Ian J Miller, Joseph Balnis, Matthew N Bernstein, Trenton M Peters-Clarke, Jesse G Meyer, Qiuwen Quan, Laura K Muehlbauer, Edna A Trujillo and 19 more

Open access · greenAbstract read
In one paragraph

Article in Cell systems, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 416 papers, 6 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
416citing papers in PubMed, 6 pooled it
12.0field-weighted citation impact, top 1% 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

416 citing papers in PubMed, 6 syntheses or guidelines pooled it, 638 citations in OpenAlex.

  1. Pooled it
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  20. Co-expression network multivariate regression.Briefings in bioinformatics · 2026
    Article

356 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

29 authors at 4 institutions in 1 country.

Katherine A OvermyerNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Morgridge Institute for Research, Madison, WI 53562, USA.
Evgenia ShishkovaNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Ian J MillerNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Joseph BalnisDivision of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY 12208, USA; Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA.
Matthew N BernsteinMorgridge Institute for Research, Madison, WI 53562, USA.
Trenton M Peters-ClarkeNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Jesse G MeyerNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Qiuwen QuanNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Laura K MuehlbauerNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Edna A TrujilloNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Yuchen HeNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Amit ChopraDivision of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY 12208, USA.
Hau C ChiengDivision of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY 12208, USA.
Anupama TiwariDivision of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY 12208, USA; Division of Sleep Medicine, Albany Medical Center, Albany, NY 12208, USA.
Marc A JudsonDivision of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY 12208, USA.
Brett PaulsonNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Dain R BrademanNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Yunyun ZhuNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Lia R SerranoNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Vanessa LinkeNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Lisa A DrakeDivision of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY 12208, USA; Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA.
Alejandro P AdamDepartment of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA; Department of Ophthalmology, Albany Medical College, Albany, NY 12208, USA.
Bradford S SchwartzMorgridge Institute for Research, Madison, WI 53562, USA.
Harold A SingerDepartment of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA.
Scott SwansonMorgridge Institute for Research, Madison, WI 53562, USA.
Deane F MosherDepartment of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA.
Ron StewartMorgridge Institute for Research, Madison, WI 53562, USA.
Joshua J CoonNational Center for Quantitative Biology of Complex Systems, Madison, WI 53562, USA; Morgridge Institute for Research, Madison, WI 53562, USA; Department of Biomolecular Chemistry, University of Wisconsin, Madison, WI 53562, USA; Department of Chemistry, University of Wisconsin, Madison, WI 53562, USA. Electronic address: jcoon@chem.wisc.edu.
Ariel JaitovichDivision of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY 12208, USA; Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY 12208, USA. Electronic address: jaitova@amc.edu.
Albany Medical Center Hospital · USQuantitative BioSciences · USUniversity of Wisconsin–Madison · USMorgridge Institute for Research · US

Funding

Institutional Training in the Genomic SciencesT32HG002760 · NHGRI · UNIVERSITY OF WISCONSIN-MADISON · PI Qiongshi Lu · 2003 to 2026
$17.7M
TR&D 2 Metabolic Labels for Ultraplexed Protein Quantification p. 453P41GM108538 · NIGMS · UNIVERSITY OF WISCONSIN-MADISON · PI COON, JOSHUA J · 2016 to 2025
$13.1M
CALCIUM/CALMODULIN ACTIVATED KINIASES IN SMOOTH MUSCLER01HL049426 · NHLBI · WEIS CENTER FOR RESEARCH-GEISINGER CLINC · PI SINGER, HAROLD A · 1994 to 2019
$6.2M
Role of endothelial JAK/STAT signaling in the regulation of vascular leakageR01GM124133 · NIGMS · ALBANY MEDICAL COLLEGE · PI ADAM, ALEJANDRO PABLO · 2018 to 2022
$2.2M
Mechanisms and clinical relevance of hypercapnia-induced skeletal muscle atrophy in Chronic Obstructive Pulmonary Disease (COPD)K01HL130704 · NHLBI · ALBANY MEDICAL COLLEGE · PI JAITOVICH, ADOLFO ARIEL · 2016 to 2021
$835k
NHGRI NIH HHS T32 HG002760NHLBI NIH HHS K01 HL130704NHLBI NIH HHS R01 HL049426NIGMS NIH HHS P41 GM108538NIGMS NIH HHS R01 GM124133
6 · The paper itself

Abstract

We performed RNA-seq and high-resolution mass spectrometry on 128 blood samples from COVID-19-positive and COVID-19-negative patients with diverse disease severities and outcomes. Quantified transcripts, proteins, metabolites, and lipids were associated with clinical outcomes in a curated relational database, uniquely enabling systems analysis and cross-ome correlations to molecules and patient prognoses. We mapped 219 molecular features with high significance to COVID-19 status and severity, many of which were involved in complement activation, dysregulated lipid transport, and neutrophil activation. We identified sets of covarying molecules, e.g., protein gelsolin and metabolite citrate or plasmalogens and apolipoproteins, offering pathophysiological insights and therapeutic suggestions. The observed dysregulation of platelet function, blood coagulation, acute phase response, and endotheliopathy further illuminated the unique COVID-19 phenotype. We present a web-based tool (covid-omics.app) enabling interactive exploration of our compendium and illustrate its utility through a machine learning approach for prediction of COVID-19 severity.

Indexed as

Machine LearningSeverity of Illness IndexAgedAged, 80 and overCohort StudiesCOVID-19FemaleGelsolinHumansInflammation MediatorsMaleMiddle AgedNeutrophilsPrincipal Component AnalysisSequence Analysis, RNAGelsolinInflammation MediatorsARDSCOVID-19ICUmachine learningmass spectrometrymulti-omicsoutcomesRNA sequencingseverity

Identifiers

PMID33096026
PMCPMC7543711
OpenAlexW3091839106

What OpenQuestion holds

Textmetadata
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.