ArticleFrontiers in immunology2021
Cardiovascular Risk After SARS-CoV-2 Infection Is Mediated by IL18/IL18R1/HIF-1 Signaling Pathway Axis.
Article in Frontiers in immunology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed, 33 citations in OpenAlex.
- Transcription factor activity profiling uncovers prognostic subtypes and a novel oncogenic role for PRDM4 in NSMP endometrial carcinoma.BMC cancer · 2026Article
- IL-36γ enhanced bactericidal effects of macrophages to Mycobacterium tuberculosis via the IFN-γ/HIF-1ɑ/glycolysis pathway.Respiratory research · 2026Article
- Valvular Leaflets Are Not Innocent Bystanders: Divergent Fibrotic Remodeling Accompanies Functional Mitral and Tricuspid Regurgitation.Arteriosclerosis, thrombosis, and vascular biology · 2026Article
- VSMCs and the immune microenvironment: a multidimensional regulatory network driving vascular injury and repair.Frontiers in immunology · 2026Review
- Molecular remodeling of the myocardium in mice with melanocortin-4 receptor deletion before cardiac function impairment.PloS one · 2026Article
- Metabolic symbiosis and competition: the dual nature of TAM-tumor cell cross-talk in tumor progression.Frontiers in oncology · 2026Review
- Multi-omics analysis identifiesFrontiers in microbiology · 2025Article
- Analysis of phosphomotifs coupled to phosphoproteome and interactome unveils potential human kinase substrate proteins in SARS-CoV-2.Frontiers in cellular and infection microbiology · 2025Article
- Expression and diagnostic values of ferroptosis-related genes in coronavirus-associated viral sepsis.Frontiers in medicine · 2025Article
- Phenotypic switch of vascular smooth muscle cells in COVID-19: Role of cholesterol, calcium, and phosphate.Journal of cellular physiology · 2024Review
- COVID-19-Associated Sepsis: Potential Role of Phytochemicals as Functional Foods and Nutraceuticals.International journal of molecular sciences · 2024Review
- Iron deficiency affects oxygen transport and activates HIF1 signaling pathway to regulate phenotypic transformation of VSMC in aortic dissection.Molecular medicine (Cambridge, Mass.) · 2024Article
- SARS-CoV-2, periodontal pathogens, and host factors: The trinity of oral post-acute sequelae of COVID-19.Reviews in medical virology · 2024Review
- Unraveling the role of HIF-1α in sepsis: from pathophysiology to potential therapeutics-a narrative review.Critical care (London, England) · 2024Review
- Identification of biomarkers and pathways for the SARS-CoV-2 infections in obstructive sleep apnea patients based on machine learning and proteomic analysis.BMC pulmonary medicine · 2024Article
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- Bioinformatics analysis of aging-related genes in thoracic aortic aneurysm and dissection.Frontiers in cardiovascular medicine · 2023Article
- Transcriptomics secondary analysis of severe human infection with SARS-CoV-2 identifies gene expression changes and predicts three transcriptional biomarkers in leukocytes.Computational and structural biotechnology journal · 2023Article
- SARS-CoV-2: A Master of Immune Evasion.Biomedicines · 2022Review
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objectives: Currently, cardiovascular risk associated with COVID-19 has been brought to people's attention, but the mechanism is not clear. The aim of this study is to elucidate the mechanisms based on multiple omics data. Methodology: Weighted gene co-expression network analysis (WGCNA) was used to identify key pathways. Combination analysis with aneurysm and atherosclerosis related pathways, hypoxia induced factor-1 (HIF-1) signaling were identified as key pathways of the increased cardiovascular risk associated with COVID-19. ScMLnet algorithm based on scRNA-seq was used to explore the regulation of HIF-1 pathway by intercellular communication. Proteomic analysis was used to detect the regulatory mechanisms between IL18 and HIF-1 signaling pathway. Pseudo time locus analysis was used to study the regulation of HIF1 signaling pathway in macrophages and vascular smooth muscle cells (VSMC) phenotypic transformation. The Virtual Inference of protein-activity by Enriched Regulon (VIPER) analysis was used to study the activity of regulatory proteins. Epigenetic analysis based on methylation revealed epigenetic changes in PBMC after SARS-CoV-2 infection. Potential therapeutic compounds were explored by using Cmap algorithm. Results: HIF-1 signaling pathway is a common key pathway for aneurysms, atherosclerosis and SARS-CoV-2 infection. Intercellular communication analysis showed that macrophage-derived interleukin-18 (IL-18) activates the HIF-1 signaling pathway through IL18R1. Proteomic analysis showed that IL18/IL18R1 promote NF-κB entry into the nucleus, and activated the HIF-1 signaling pathway. Macrophage-derived IL18 promoted the M1 polarization of macrophages and the syntactic phenotype transformation of VSMCs. MAP2K1 mediates the functional regulation of HIF-1 signaling pathway in various cell types. Epigenetic changes in PBMC after COVID-19 infection are characterized by activation of the type I interferon pathway. MEK inhibitors are the promising compounds for the treatment of HIF-1 overactivation. Conclusions: The IL18/IL18R1/HIF1A axis is expected to be an therapeutic target for cardiovascular protection after SARS-CoV-2 infection. MEK inhibitors may be an choice for cardiovascular protection after SARS-COV-2 infection.
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