ArticleBMC medical genomics2021
Identification of monocyte-associated genes as predictive biomarkers of heart failure after acute myocardial infarction.
Article in BMC medical genomics, 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, 28 citations in OpenAlex.
- The highly expressed lncRNA TRG-AS1 in serum specifically inhibits miR-139-5p, thereby promoting oxidative stress and inflammation in heart failure.Journal of cardiothoracic surgery · 2026Article
- Associations of NLR, MLR, and (neutrophil + monocyte)/lymphocyte ratio with 30-day mortality in diabetic ICU patients with heart failure: A retrospective cohort study.International journal of cardiology. Heart & vasculature · 2026Article
- Effects of Dapagliflozin on Novel Inflammatory Markers in Heart Failure Patients.Cardiology research and practice · 2026Article
- CLU, FOS, and CXCL8 as diagnostic biomarkers for heart failure progression post-acute myocardial infarction: an integrated RNA-Seq and multi-machine learning study.Frontiers in cardiovascular medicine · 2025Article
- Aggregate index of systemic inflammation as a novel prognostic biomarker in Chinese patients with acute decompensated heart failure: a population-based real-world study.Frontiers in endocrinology · 2025Article
- Potential of plasma biomarkers for heart failure prediction, management, and prognosis: A multiomics perspective.Heart failure reviews · 2025Review
- Single-cell spatial transcriptomics in cardiovascular development, disease, and medicine.Genes & diseases · 2024Review
- A combined analysis of bulk RNA-seq and scRNA-seq was performed to investigate the molecular mechanisms associated with the occurrence of myocardial infarction.BMC genomics · 2024Article
- A novel machine learning-derived four-gene signature predicts STEMI and post-STEMI heart failure.Biomolecules & biomedicine · 2024Article
- Macrophage-based therapeutic approaches for cardiovascular diseases.Basic research in cardiology · 2024Review
- Article
- The systemic inflammation response index as a significant predictor of short-term adverse outcomes in acute decompensated heart failure patients: a cohort study from Southern China.Frontiers in endocrinology · 2024Article
- The Associations of Two Novel Inflammation Biomarkers, SIRI and SII, with Mortality Risk in Patients with Chronic Heart Failure.Journal of inflammation research · 2024Article
- Exploratory Study of Differentially Expressed Genes of Peripheral Blood Monocytes in Patients with Carotid Atherosclerosis.Combinatorial chemistry & high throughput screening · 2024Article
- Inflammatory and glycolytic programs underpin a primed blood neutrophil state in patients with pneumonia.iScience · 2023Article
- From multi-omics approaches to personalized medicine in myocardial infarction.Frontiers in cardiovascular medicine · 2023Review
- Single-cell RNA-sequencing combined with bulk RNA-sequencing analysis of peripheral blood reveals the characteristics and key immune cell genes of ulcerative colitis.World journal of clinical cases · 2022Article
- Storax Attenuates Cardiac Fibrosis following Acute Myocardial Infarction in Rats via Suppression of AT1R-Ankrd1-P53 Signaling Pathway.International journal of molecular sciences · 2022Article
- Immune cells in cardiac repair and regeneration.Development (Cambridge, England) · 2022Review
- Urinary Proteomic Signature in Acute Decompensated Heart Failure: Advances into Molecular Pathophysiology.International journal of molecular sciences · 2022Article
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundAcute myocardial infarction (AMI) is a major contributor of heart failure (HF). Peripheral blood mononuclear cells (PBMCs), mainly monocytes, are the essential initiators of AMI-induced HF. The powerful biomarkers for early identification of AMI patients at risk of HF remain elusive. We aimed to identify monocyte-related critical genes as predictive biomarkers for post-AMI HF.
methodsWe performed weighted gene co-expression network analysis (WGCNA) on transcriptomics of PBMCs from AMI patients who developed HF or did not. Functional enrichment analysis of genes in significant modules was performed via Metascape. Then we obtained the single-cell RNA-sequencing data of recruited monocytes/macrophages from AMI and control mice using the Scanpy and screened 381 differentially expressed genes (DEGs) between the two groups. We validated the expression changes of the 25 genes in cardiac macrophages from AMI mice based on bulk RNA-sequencing data and PBMCs data mentioned above.
resultsIn our study, the results of WGCNA showed that two modules containing 827 hub genes were most significantly associated with post-AMI HF, which mainly participated in cell migration, inflammation, immunity, and apoptosis. There were 25 common genes between DEGs and hub genes, showing close relationship with inflammation and collagen metabolism. CUX1, CTSD and ADD3 exhibited consistent changes in three independent studies. Receiver operating characteristic curve analysis showed that each of the three genes had excellent performance in recognizing post-AMI HF patients.
conclusionOur findings provided a set of three monocyte-related biomarkers for the early prediction of HF development after AMI as well as potential therapeutic targets of post-AMI HF.
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