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Identifying the natural products in the treatment of atherosclerosis by increasing HDL-C level based on bioinformatics analysis, molecular docking, and in vitro experiment

小桶 计算生物学 基因 脂质代谢 生物 胆固醇 对接(动物) 体外 生物信息学 生物化学 基因表达 医学 基因本体论 护理部
作者
Yilin Chen,Fengwei Zhang,Jijia Sun,Lei Zhang
出处
期刊:Journal of Translational Medicine [Springer Nature]
卷期号:21 (1) 被引量:1
标识
DOI:10.1186/s12967-023-04755-7
摘要

Abstract Background Previous studies have demonstrated that high-density lipoprotein cholesterol (HDL-C) plays an anti-atherosclerosis role through reverse cholesterol transport. Several studies have validated the efficacy and safety of natural products in treating atherosclerosis (AS). However, the study of raising HDL-C levels through natural products to treat AS still needs to be explored. Methods The gene sets associated with AS were collected and identified by differential gene analysis and database query. By constructing a protein–protein interaction (PPI) network, the core submodules in the network are screened out. At the same time, by calculating node importance (Nim) in the PPI network of AS disease and combining it with Kyoto Encyclopedia of genes and genomes (KEGG) pathways enrichment analysis, the key target proteins of AS were obtained. Molecular docking is used to screen out small natural drug molecules with potential therapeutic effects. By constructing an in vitro foam cell model, the effects of small molecules on lipid metabolism and key target expression of foam cells were investigated. Results By differential gene analysis, 451 differential genes were obtained, and a total of 313 disease genes were obtained from 6 kind of databases, then 758 AS-related genes were obtained. The enrichment analysis of the KEGG pathway showed that the enhancement of HDL-C level against AS was related to Lipid and atherosclerosis, Cholesterol metabolism, Fluid shear stress and atherosclerosis, PPAR signaling pathway, and other pathways. Then we intersected 31 genes in the core module of the PPI network, the top 30 genes in Nims, and 32 genes in the cholesterol metabolism pathway, and finally found 3 genes. After the above analysis and literature collection, we focused on the following three related gene targets: APOA1 , LIPC , and CETP . Molecular docking showed that Genistein has a good binding affinity for APOA1 , CETP , and LIPC . In vitro, experiments showed that Genistein can up-regulated APOA1 , LIPC , and CETP levels. Conclusions Based on our research, Genistein may have the effects of regulating HDL-C and anti-atherosclerosis. Its mechanism of action may be related to the regulation of LIPC , CETP , and APOA1 to improve lipid metabolism.
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