Constarium
← Search

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.

Read the rest (3 more)

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

Catalogue records · 1

Topics

Inferred from text
Cardiovascular disease 75% · Disease 75% · Heart 75% · Single-cell RNA sequencing 65% · Tabular 65%
Provenance · 4 source records, 44 field assertions
SourceKeyLast seenRaw
figshareoai:figshare.com:article/340543024 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/340543024 d agoJSON v1
GRANTS Dataoai:figshare.com:article/340543024 d agoJSON v1
UP Research Data Repositoryoai:figshare.com:article/340543024 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · figshare comconnector:figshare_com@1.0.0
concepts[anatomy].local:anatomy:heartenrichment · figshare comkeyword-concept-rules@1.0.0title+description (75%)
concepts[disease].local:disease:cardiovascular-diseaseenrichment · figshare comkeyword-concept-rules@1.0.0title+description (75%)
concepts[disease].local:disease:diseaseenrichment · figshare comkeyword-concept-rules@1.0.0title+description (75%)
concepts[field].anzsrc:group:3101mapping · figshare comvocabulary-mapper@1.0.0keywords['Cell Biology']
concepts[field].anzsrc:group:3101mapping · researchdata up ac zavocabulary-mapper@1.0.0keywords['Cell Biology']
concepts[field].anzsrc:group:3101mapping · grantsdata jst go jpvocabulary-mapper@1.0.0keywords['Cell Biology']
concepts[field].anzsrc:group:3101mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Cell Biology']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:engineeringmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:engineeringmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:humanitiesmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:life-sciencesmapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:life-sciencesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:psychology-behavioralmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
concepts[modality].local:modality:single-cell-rna-seqenrichment · figshare comkeyword-concept-rules@1.0.0title+description (65%)
concepts[modality].local:modality:tabularenrichment · figshare comkeyword-concept-rules@1.0.0title+description (65%)
descriptionsource · figshare comconnector:figshare_com@1.0.0/metadata/dc/description
licensesource · figshare comconnector:figshare_com@1.0.0/metadata/dc/rights
publication_datesource · figshare comconnector:figshare_com@1.0.0
titlesource · figshare comconnector:figshare_com@1.0.0/metadata/dc/title