ArticleJournal of nanobiotechnology2025
Single-cell multi-omics analysis reveals the mechanism of action of a novel antioxidant polyphenol nanoparticle loaded with STAT3 agonist in mediating cardiomyocyte ferroptosis to ameliorate age-related heart failure.
Article in Journal of nanobiotechnology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 4 papers.
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.
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.
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Who cites it
4 citing papers in PubMed.
- Artificial intelligence-driven design and optimization of mitochondria-targeted nanocarriers for chronic heart failure.Frontiers in bioengineering and biotechnology · 2026Review
- Integrated NEK7-inflammasome and platelet transcriptomic signature generates mechanistic hypotheses in heart failure.PloS one · 2026Article
- Review
- Omics-derived biological modules reflect tau positron emission tomography in Alzheimer's disease.Alzheimer's & dementia (New York, N. Y.)Article
Corrections and comments
- Erratum issued
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHeart failure (HF) is a prevalent and critical cardiac condition that leads to profound structural and functional changes in the heart. Although traditional treatments have shown partial efficacy, the long-term outcomes remain suboptimal. Emerging research has highlighted the pivotal role of oxidative stress and ferroptosis in HF progression. This study investigates a new therapeutic approach utilizing antioxidant polyphenol nanoparticles loaded with a STAT3 agonist (PN@Col) to target these pathways and improve age-related HF.
resultsKey cells and genes contributing to HF progression were identified via analysis of the GEO database, with single-cell RNA sequencing (scRNA-seq) and AUCell analysis used to evaluate differential gene expression. The STAT3 gene was highlighted as essential, and its functionality was further validated in vitro through cell experiments, confirming its impact on cardiomyocytes (CMs) in HF. Following the development of PN@Col, in vitro experiments showed that PN@Col effectively reduced oxidative stress and ferroptosis in CMs. In vivo studies in elderly HF mice demonstrated significant improvements in cardiac function following PN@Col treatment.
conclusionsPN@Col offers a promising therapeutic approach to age-related HF by mitigating oxidative stress and ferroptosis in cardiomyocytes. These findings provide a solid scientific foundation for PN@Col as a potential novel treatment strategy for HF, supporting further exploration toward clinical application.
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Registered trials
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 Socratic graph.