分子生物学
IVD分子诊断
细胞培养与分析
蛋白研究
细胞因子
重组蛋白
抗体
高通量测序建库
病原检测UCF系列
生物医药
工具酶
抑制剂激活剂与常用试剂
仪器
耗材

Identification of key targets and mechanisms of apigenin against pancreatic cancer via network pharmacology, weighted gene co-expression network analysis, and molecular docking

Tielong Zhao, Guilin Xie, Yizhong He

Journal:Letters in Drug Design & Discovery

IF:1.6

DOI:10.1016/j.lddd.2026.100412

PMID:

Published:2026-07-17

research field:分子生物学免疫学胃肠病学微生物学发育生物学表观遗传学

Abstract

Differential expression analysis identified 3242 DEGs in PC. • Multi-database integration, PPI, and WGCNA analyses pinpointed CCNB1 and USF1 as key targets. • Molecular docking verified stable binding of apigenin to CCNB1 (-8.3 kcal/mol) and USF1 (-6.4 kcal/mol). • Normal mode analysis confirmed the dynamic stability of apigenin-CCNB1/USF1 complexes. Background Pancreatic cancer (PC) is characterized by high malignancy and limited therapeutic options. Apigenin, a natural flavonoid compound, has potential anti-tumor activity, yet its molecular targets and anti-PC mechanisms remain unclear. Methods Differentially expressed genes (DEGs) in PC were screened from the GSE43795 dataset. PC-associated and apigenin-targeted genes were retrieved from GeneCards and SwissTargetPrediction, and candidate genes were identified by taking their intersection. The protein-protein interaction (PPI) network was constructed using STRING and Cytoscape to screen core genes, and Gene Ontology (GO)/Kyoto Encyclopedia of Genes and Genomes (KEGG) functional enrichment analyses were conducted with DAVID. Key genes were further screened by weighted gene co-expression network analysis (WGCNA), and molecular docking and normal mode analysis (NMA) were conducted using Autodock Vina and iMODS. In vitro validation was performed in PC cells using qRT-PCR, Western blot, CCK-8, and flow cytometry. Results Multi-database integration yielded 30 overlapping genes as potential apigenin targets in PC. PPI and WGCNA analyses identified Cyclin B1 (CCNB1) and upstream transcription factor 1 (USF1) as core targets. Molecular docking revealed stable binding of apigenin to CCNB1 (-8.3 kcal/mol) and USF1 (-6.4 kcal/mol), with NMA confirming complex stability. In vitro , CCNB1 and USF1 were significantly upregulated in PC cells. Apigenin downregulated both proteins, suppressed cell viability, induced apoptosis, and triggered G2/M phase arrest. Rescue experiments confirmed that overexpression of CCNB1 or USF1 si

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