Evidence map›Paper›PMID 36800980›Full record

ArticleEuropean journal of medical research2023

Role of epigenetics in the clinical evolution of COVID-19 disease. Epigenome-wide association study identifies markers of severe outcome.

Luciano Calzari, Lucia Zanotti, Elvira Inglese, Francesco Scaglione, Rebecca Cavagnola, Francesco Ranucci, Anna Maria Di Blasio, Giulio Stefanini, Gaetano Carlo, Gianfranco Parati and 1 more

Open access · goldAbstract read
In one paragraph

Article in European journal of medical research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
3.4field-weighted citation impact, top 7% 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

15 citing papers in PubMed, 22 citations in OpenAlex.

  1. Article
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  4. Review
  5. Article
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  8. Review
  9. Analysis of Epigenome-Wide Association Studies.Methods in molecular biology (Clifton, N.J.) · 2025
    Article
  10. Article
  11. Article
  12. Revisiting Epigenetics Fundamentals and Its Biomedical Implications.International journal of molecular sciences · 2024
    Review
  13. The impact of COVID-19 on "biological aging".Frontiers in immunology · 2024
    Review
  14. Article
  15. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors at 7 institutions in 1 country.

Luciano CalzariBioinformatics and Statistical Genomics Unit, IRCCS Istituto Auxologico Italiano, Cusano Milanino, Milan, Italy.
Lucia ZanottiSleep Disorders Center & Department of Cardiovascular, Neural and Metabolic Sciences, IRCCS Istituto Auxologico Italiano, San Luca Hospital, Milan, Italy.
Elvira IngleseDepartment of Brain and Behavioral Sciences, University of Pavia, Via Bassi 21, Pavia, Italy.
Francesco ScaglioneChemical-Clinical Analysis Unit, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy.
Rebecca CavagnolaBioinformatics and Statistical Genomics Unit, IRCCS Istituto Auxologico Italiano, Cusano Milanino, Milan, Italy.
Francesco RanucciDepartment of Brain and Behavioral Sciences, University of Pavia, Via Bassi 21, Pavia, Italy.
Anna Maria Di BlasioMolecular Biology Laboratory, IRCCS Istituto Auxologico Italiano, Cusano Milanino, Milan, Italy.
Giulio StefaniniDepartment of Biomedical Sciences, Humanitas University, Pieve Emanuele-Milan, Italy.
Gaetano CarloLaboratorio di Epigenetica, Istituti Clinici Scientifici Maugeri IRCCS, Via Maugeri 4, 27100, Pavia, Italy.
Gianfranco ParatiSleep Disorders Center & Department of Cardiovascular, Neural and Metabolic Sciences, IRCCS Istituto Auxologico Italiano, San Luca Hospital, Milan, Italy.
Davide GentiliniBioinformatics and Statistical Genomics Unit, IRCCS Istituto Auxologico Italiano, Cusano Milanino, Milan, Italy. d.gentilini@auxologico.it.
IRCCS Istituto Auxologico Italiano · ITUniversity of Pavia · ITAzienda Socio Sanitaria Territoriale Grande Ospedale Metropolitano Niguarda · ITHumanitas University · ITIstituti Clinici Scientifici Maugeri · ITIstituti di Ricovero e Cura a Carattere Scientifico · ITUniversity of Milan · IT

Funding

Ministero della Salute 2020-RCR-2020-23670065
6 · The paper itself

Abstract

backgroundCOVID-19 has a wide spectrum of clinical manifestations and given its impact on morbidity and mortality, there is an unmet medical need to discover endogenous cellular and molecular biomarkers that predict the expected clinical course of the disease. Recently, epigenetics and especially DNA methylation have been pointed out as a promising tool for outcome prediction in several diseases. METHODS AND

resultsUsing the Illumina Infinium Methylation EPIC BeadChip850K, we investigated genome-wide differences in DNA methylation in an Italian Cohort of patients with comorbidities and compared severe (n = 64) and mild (123) prognosis. Results showed that the epigenetic signature, already present at the time of Hospital admission, can significantly predict risk of severe outcomes. Further analyses provided evidence of an association between age acceleration and a severe prognosis after COVID-19 infection. The burden of Stochastic Epigenetic Mutation (SEMs) has been significantly increased in patients with poor prognosis. Results have been replicated in silico considering COVID-19 negative subjects and available previously published datasets.

conclusionsUsing original methylation data and taking advantage of already published datasets, we confirmed in the blood that epigenetics is actively involved in immune response after COVID-19 infection, allowing the identification of a specific signature able to discriminate the disease evolution. Furthermore, the study showed that epigenetic drift and age acceleration are associated with severe prognosis. All these findings prove that host epigenetics undergoes notable and specific rearrangements to respond to COVID-19 infection which can be used for a personalized, timely, and targeted management of COVID-19 patients during the first stages of hospitalization.

Indexed as

COVID-19EpigenomeDNA MethylationEpigenesis, GeneticGenome-Wide Association StudyHumansCOVID-19COVID signatureDNA methylationEpigenetic driftEpigeneticsEWASSARS-CoV-2Stochastic epigenetic mutation

Identifiers

PMID36800980
PMCPMC9936487
OpenAlexW4321222802

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Registered trials

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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.