Abstract
We investigated the mechanisms underlying the effects of Ziziphora clinopodioides Lam. (ZCL) on atherosclerosis (AS) using network pharmacology and in vitro validation.We collected the active components of ZCL and predicted their targets in AS. We constructed the protein-protein interaction, compound-target, and target-compound-pathway networks, and performed GO and KEGG analyses. Molecular docking of the active components and key targets was constructed with Autodock and Pymol software. Validation was performed with qRT-PCR, ELISA, and Western blot.We obtained 80 components of ZCL. The network analysis identified that 14 components and 37 genes were involved in AS. Then, 10 key nodes in the PPI network were identified as the key targets of ZCL because of their importance in network topology. The binding energy of 8 components (Cynaroside, α-Spinasterol, Linarin, Kaempferide, Acacetin, Genkwanin, Chrysin, and Apiin) to 4 targets (MMP9, TP53, AKT1, SRC) was strong and <−1 kJ/mol. In addition, 13 of the 14 components were flavonoids and thus total flavonoids of Ziziphora clinopodioides Lam. (ZCF) were used for in vitro validation. We found that ZCF reduced eNOS, P22phox, gp91phox, and PCSK9 at mRNA and protein levels, as well as the levels of IL-1β, TNF-α, and IL-6 proteins in vitro (P < 0.05).We successfully predicted the active components, targets, and mechanisms of ZCL in treating AS using network pharmacology. We confirmed that ZCF may play a role in AS by modulating oxidative stress, lipid metabolism, and inflammatory response via Cynaroside, Linarin, Kaempferide, Acacetin, Genkwanin, Chrysin, and Apiin.
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Data availability
The datasets generated and/or analyzed during the current study are not publicly available but are available from the corresponding author upon reasonable request.
Abbreviations
- AS:
-
Atherosclerosis;
- ZCL:
-
Ziziphora clinopodioides Lam.;
- GO:
-
Gene Ontology;
- PPI:
-
protein-protein interaction;
- KEGG:
-
Kyoto Encyclopedia of Genes and Genomes;
- ZCF:
-
flavonoids of Ziziphora clinopodioides Lam.;
- HUVEC:
-
Human Umbilical Vein Endothelial Cells;
- MDA:
-
Malondialdehyde;
- SOD:
-
superoxide dismutase;
- NO:
-
nitric oxide;
- ADME:
-
absorption, distribution, metabolism, and excretion;
- TCMSP:
-
Traditional Chinese Medicine Systems Pharmacology Database;
- DL:
-
drug-likeness;
- OB:
-
oral bioavailability;
- VC:
-
Vitamin C
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Funding
This research was funded by Open Research Funding of the Key Laboratory of Xinjiang Uighur Autonomous Region [grant number 2016D03025].
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D.A. and H.L. designed the research study and revised the paper. H.L., J.Z., and X.Y. performed the research and analyzed the data. H.L. and J.Z. wrote the paper. All authors contributed to editorial changes in the paper. All authors read and approved the final paper.
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Liu, H., Zhang, J., Yan, X. et al. The Anti-atherosclerosis Mechanism of Ziziphora clinopodioides Lam. Based On Network Pharmacology. Cell Biochem Biophys 81, 515–532 (2023). https://doi.org/10.1007/s12013-023-01151-2
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DOI: https://doi.org/10.1007/s12013-023-01151-2