Evidence map›Paper›PMID 42834098›Full record

ArticleNPJ systems biology and applications2026

Systems biology analysis reveals miRNA-mRNA networks associated with cardiomyocyte responses to SARS-CoV-2 infection.

Paula Paccielli Freire, Dennyson Leandro M Fonseca, Letícia Oliveira Lopes, Ivana Silva Ferreira, Flávio Protásio Veras, Alexandre T Fabro, Sabrina S Batah, Debora G A Freitas, Fernando Yuri Nery do Vale, Alexandre H C Marques and 17 more

Abstract read
In one paragraph

Article in NPJ systems biology and applications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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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

27 authors.

Paula Paccielli FreireDepartment of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, SP, Brazil. freirepp@usp.br.
Dennyson Leandro M FonsecaInterunit Postgraduate Program on Bioinformatics, Institute of Mathematics and Statistics, University of São Paulo, São Paulo, SP, Brazil.
Letícia Oliveira LopesDepartment of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Ivana Silva FerreiraDepartment of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Flávio Protásio VerasDepartment of Pharmacology, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil.
Alexandre T FabroDepartment of Pathology and Legal Medicine, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil.
Sabrina S BatahDepartment of Pathology and Legal Medicine, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil.
Debora G A FreitasDepartment of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Fernando Yuri Nery do ValeDepartment of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Alexandre H C MarquesBioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte, Natal, Brazil.
Lena F SchimkeDepartment of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Gisele M BastosHospital BP - A Beneficência Portuguesa de São Paulo, São Paulo, Brazil.
Jessica B BorgesHospital BP - A Beneficência Portuguesa de São Paulo, São Paulo, Brazil.
Rozana M CiconelliHospital BP - A Beneficência Portuguesa de São Paulo, São Paulo, Brazil.
Marcelo F SampaioHospital BP - A Beneficência Portuguesa de São Paulo, São Paulo, Brazil.
Meire Ioshie HiyaneDepartment of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Momtchilo RussoDepartment of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Robson F CarvalhoDepartment of Cellular and Molecular Biology, Institute of Biosciences, São Paulo State University, Botucatu, São Paulo, Brazil.
Gustavo Cabral-MirandaDepartment of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Rodrigo J S DalmolinBioinformatics Multidisciplinary Environment, Federal University of Rio Grande do Norte, Natal, Brazil.
José Eduardo KriegerLaboratory of Genetics and Molecular Cardiology, Heart Institute, Clinical Hospital, Faculty of Medicine, University of São Paulo, São Paulo, Brazil.
Niels Olsen Saraiva CâmaraDepartment of Immunology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Haroldo Dutra DiasLaboratory of Psychoneuroimmunology, Selye Lab, University of São Paulo School of Medicine, São Paulo, Brazil.
Igor Salerno FilgueirasLaboratory of Psychoneuroimmunology, Selye Lab, University of São Paulo School of Medicine, São Paulo, Brazil.
Fernando de Queiroz CunhaDepartment of Pharmacology, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil.
Mario Hiroyuki HirataDepartment of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, SP, Brazil.
Otavio Cabral-MarquesDepartment of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, SP, Brazil. otavio.cmarques@usp.br.

Funding

CAPES/PROEX 88887.699840/2022-00Fundação de Amparo à Pesquisa do Estado de São Paulo 2017/05264-7Fundação de Amparo à Pesquisa do Estado de São Paulo 2018/18886-9Fundação de Amparo à Pesquisa do Estado de São Paulo 2020/09146-1National Science and Technology Institute for Precision Critical Care Medicine - INCT PCCM, Brazil. CHAMADA CNPq/SECTICS/CAPES/FAPs Nº 46/2024, processo 408662/2024-7
6 · The paper itself

Abstract

Cardiac complications are common and clinically significant in COVID-19, yet their underlying molecular drivers remain poorly understood. Here, we integrate post-mortem histopathology with transcriptomic and microRNA (miRNA) analyses to delineate the regulatory architecture of SARS-CoV-2-induced myocardial injury. Histological examination of cardiac tissue from 29 deceased COVID-19 patients revealed pronounced immune infiltration, cardiomyocyte necrosis, and fibrotic remodeling. To gain new insights into these pathological processes, we first analyzed 42 transcriptomes from SARS-CoV-2-infected cardiomyocytes, including primary human, iPSC, and hESC-derived cells. We identified 871 differentially expressed genes (DEGs) in infected cardiomyocytes associated with immune activation, extracellular matrix (ECM) remodeling, and impaired contractile function. Based on these dysregulated genes, we then inferred miRNA-mRNA regulatory networks and, through miRTarBase analysis, we uncovered 331 miRNAs as putative regulators of these DEGs, including miR-29a, miR-145, and miR-199a, known to modulate fibrosis, ECM composition, and cardiomyocyte survival. Finally, selected candidates were evaluated in blood samples from COVID-19 patients. We profiled circulating miRNAs in plasma from COVID-19 patients and detected 32 dysregulated miRNAs, 11 of which overlapped with the predicted set. Notably, downregulation of miR-29a correlated with profibrotic signatures, while immune-regulatory miR-21 was upregulated in mild disease. Together, our multi-modal analysis reveals a miRNA-mRNA regulatory program orchestrating inflammation, fibrosis, and contractile dysfunction in the SARS-CoV-2-infected heart. These findings highlight molecular candidates for risk stratification and therapeutic targeting in COVID-19-associated cardiomyopathy.

Indexed as

COVID-19Gene Regulatory NetworksMicroRNAsMyocytes, CardiacRNA, MessengerSARS-CoV-2Systems BiologyGene Expression ProfilingHumansTranscriptomeMicroRNAsRNA, Messenger

Identifiers

PMID42834098
PMCPMC13639000

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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.