Network toxicology, machine learning combined with experimental validation: Rutin ameliorates NAFLD and prevents BHA-induced hepatotoxicity via Casp3 suppression
Zhenting Wu, Jiye Zhang, Shiru Chen, Hang Zhou, Ying Liu
Journal:Letters in Drug Design & Discovery
IF:1.6
DOI:10.1016/j.lddd.2026.100313
PMID:
Published:2026-02-11
research field:药物毒理学生物信息学计算生物学肝脏病学网络毒理学分子药理学实验肝病学
Abstract
Background Non-alcoholic fatty liver disease (NAFLD) is a common chronic liver disease globally. Butylated hydroxyanisole (BHA), a widely used synthetic antioxidant, can induce hepatotoxicity upon high-dose or long-term exposure. The impact of BHA on pre-existing NAFLD remains unclear, representing a potential environmental health risk. Rutin, a natural flavonoid beneficial for NAFLD, may protect against this BHA-aggravated injury, but its mechanism is unknown. Methods Potential targets of rutin, BHA, hepatotoxicity, and NAFLD were retrieved from public databases. Overlapping targets were identified and used to construct a protein-protein interaction (PPI) network. Functional enrichment analyses, including Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) analyses, were performed. Hub genes were screened using the Least Absolute Shrinkage and Selection Operator (LASSO) and Random Forest (RF) machine learning algorithms. Based on the bioinformatic findings, Casp3 was selected for further investigation. Molecular docking was conducted to evaluate the binding affinity between rutin and Casp3. An in vitro NAFLD model was established. The effects of rutin on Casp3 expression (assessed by Western blot and qRT-PCR), lipid accumulation (evaluated by TG and TC levels), liver function (determined by ALT and AST activities), and cell apoptosis (analyzed by flow cytometry) were measured. Results Venn analysis identified 20 common targets, with PPI networks, core modules, KEGG, and GO enrichment collectively highlighting critical signaling pathways. LASSO and RF screened 8 and 6 genes, respectively, with 4 genes overlapping; Casp3 was identified as the pivotal target. Rutin exhibited a binding affinity of −7.7 kcal/mol for Casp3, compared to −6.2 kcal/mol for BHA. In vitro , rutin attenuated BHA-induced increases in Casp3 expression, lipid levels (TG/TC), liver enzymes (ALT/AST), and apoptosis. These protective effects were abrogated by Casp3 overexpressi
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