Table · dataset · 2026
Table 1_Mechanism of luteolin in treating chronic heart failure by regulating HIF-1 signaling pathway-mediated mitochondrial damage to inhibit cardiomyocyte apoptosis.docx
Listed in figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.3389/fcell.2026.1977166.s001
Background<p>Chronic heart failure (CHF) is a systemic cardiovascular disease characterized by an extremely poor prognosis.
Description
Luteolin demonstrates promising therapeutic potential in the prevention and management of CHF. This study aims to explore the mechanism by which luteolin ameliorates CHF through mitigating mitochondrial damage and inhibiting cardiomyocyte apoptosis, using bioinformatics analysis combined with in vitro and in vivo experiments.</p>Methods<p>Network pharmacology was employed to identify functional targets of luteolin, as well as target genes associated with CHF and mitochondrial damage.
The overlapping targets from the three datasets were obtained to construct a protein-protein interaction (PPI) network. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses, followed by molecular docking, were then conducted. Bioinformatic approaches were utilized to screen potential signature genes from the PPI network to build a clinical prediction model.
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Single-cell transcriptomics (scRNA-seq) was performed to characterize the expression profiles of these signature genes in cardiomyocyte subpopulations. Lastly, the results were comprehensively validated by in vitro and in vivo experiments.</p>Results<p>In total, 329 overlapping targets of luteolin, mitochondrial damage and CHF were obtained; 122 core targets with above-average degree values were mainly enriched in the HIF-1 pathway.
Six signature genes (HIF1A, NOS2, BNIP3, BNIP3L, PDK1, and BBC3; collectively termed the L–M–C gene set) were identified through 113 machine-learning combinations. The six-gene clinical model demonstrated favorable predictive performance. scRNA-seq demonstrated progressive upregulation of L-M-C genes during the transition from normal to injured cardiomyocytes in CHF. In vitro, luteolin markedly downregulated L-M-C genes (P < 0.05) and attenuated doxorubicin-induced cardiomyocyte injury.
In vivo, in CHF rats, luteolin reduced myocardial L-M-C gene expression (P < 0.05), ameliorated myocardial lesions, and suppressed fibrosis and cardiomyocyte apoptosis.</p>Conclusion<p>Luteolin exerts therapeutic effects against CHF by inhibiting the HIF-1 signaling pathway and downregulating the expression of target genes such as NOS2 and BNIP3. This regulatory action attenuates myocardial mitochondrial damage and fibrosis, thereby ameliorating the pathological structural remodeling of the myocardium.</p>
Links
Where it is published
- DOI doi.org/10.3389/fcell.2026.1977166.s001 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Biochemistry and cell biology · Biochemistry and cell biology · Biochemistry and cell biology · Biochemistry and cell biology · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science
- Inferred from text
- Cardiovascular disease 75% · Disease 75% · Heart 75% · Single-cell RNA sequencing 65% · Tabular 65%
Provenance · 4 source records, 44 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/34054302 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34054302 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34054302 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34054302 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[anatomy].local:anatomy:heart | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[disease].local:disease:cardiovascular-disease | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[disease].local:disease:disease | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:group:3101 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].anzsrc:group:3101 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].anzsrc:group:3101 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].anzsrc:group:3101 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:single-cell-rna-seq | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:tabular | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |