Cargando…

Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke

AIM: To elucidate the mechanism of action of berberine on ischaemic stroke based on network pharmacology, bioinformatics, and experimental verification. METHODS: Berberine-related long noncoding RNAs (lncRNAs) were screened from public databases. Differentially expressed lncRNAs in ischaemic stroke...

Descripción completa

Detalles Bibliográficos
Autores principales: Song, Ke, Sun, Yikun, Liu, Haoqi, Li, Yuanyuan, An, Na, Wang, Liqin, Zhang, Hanlai, Yang, Fan, Xing, Yanwei, Gao, Yonghong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9259241/
https://www.ncbi.nlm.nih.gov/pubmed/35815278
http://dx.doi.org/10.1155/2022/5160329
_version_ 1784741732061020160
author Song, Ke
Sun, Yikun
Liu, Haoqi
Li, Yuanyuan
An, Na
Wang, Liqin
Zhang, Hanlai
Yang, Fan
Xing, Yanwei
Gao, Yonghong
author_facet Song, Ke
Sun, Yikun
Liu, Haoqi
Li, Yuanyuan
An, Na
Wang, Liqin
Zhang, Hanlai
Yang, Fan
Xing, Yanwei
Gao, Yonghong
author_sort Song, Ke
collection PubMed
description AIM: To elucidate the mechanism of action of berberine on ischaemic stroke based on network pharmacology, bioinformatics, and experimental verification. METHODS: Berberine-related long noncoding RNAs (lncRNAs) were screened from public databases. Differentially expressed lncRNAs in ischaemic stroke were retrieved from the Gene Expression Omnibus (GEO) database. GSE102541 was comprehensively analysed using GEO2R. The correlation between lncRNAs and ischaemic stroke was evaluated by the mammalian noncoding RNA-disease repository (MNDR) database. The component-target-disease network and protein-protein interaction (PPI) network of berberine in the treatment of ischaemic stroke were constructed by using network pharmacology. We then performed gene ontology (GO) and Kyoto Encyclopaedia of Genes and Genomes (KEGG) enrichment analyses. Finally, according to the molecular docking analysis and the binding probability between the lncRNA and key proteins, the effectiveness of the results was further verified by in vitro experiments. RESULTS: After matching stroke-related lncRNAs with berberine-related lncRNAs, four genes were selected as potential targets of berberine in the treatment of ischaemic stroke. Subsequently, lncRNA H19 was identified as the potential crucial regulatory lncRNA of berberine. Here, 52 target proteins of berberine in the treatment of ischaemic stroke were identified through database mining. Through topological analysis, 20 key targets were identified which were enriched in inflammation, apoptosis, and immunity. Molecular docking results showed that MAPK8, JUN, and EGFR were central genes. Finally, in vitro experiments demonstrated that lncRNA H19, p-JNK1/JNK1, p-c-Jun/c-Jun, and EGFR expressions were significantly increased in hypoxia-treated SH-SY5Y cells and were restored by berberine treatment. CONCLUSION: The potential targets and biological effects of berberine in the treatment of ischaemic stroke were predicted in this study. The lncRNA H19/EGFR/JNK1/c-Jun signalling pathway may be a key mechanism of berberine-induced neuroprotection in ischaemic stroke.
format Online
Article
Text
id pubmed-9259241
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-92592412022-07-07 Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke Song, Ke Sun, Yikun Liu, Haoqi Li, Yuanyuan An, Na Wang, Liqin Zhang, Hanlai Yang, Fan Xing, Yanwei Gao, Yonghong Evid Based Complement Alternat Med Research Article AIM: To elucidate the mechanism of action of berberine on ischaemic stroke based on network pharmacology, bioinformatics, and experimental verification. METHODS: Berberine-related long noncoding RNAs (lncRNAs) were screened from public databases. Differentially expressed lncRNAs in ischaemic stroke were retrieved from the Gene Expression Omnibus (GEO) database. GSE102541 was comprehensively analysed using GEO2R. The correlation between lncRNAs and ischaemic stroke was evaluated by the mammalian noncoding RNA-disease repository (MNDR) database. The component-target-disease network and protein-protein interaction (PPI) network of berberine in the treatment of ischaemic stroke were constructed by using network pharmacology. We then performed gene ontology (GO) and Kyoto Encyclopaedia of Genes and Genomes (KEGG) enrichment analyses. Finally, according to the molecular docking analysis and the binding probability between the lncRNA and key proteins, the effectiveness of the results was further verified by in vitro experiments. RESULTS: After matching stroke-related lncRNAs with berberine-related lncRNAs, four genes were selected as potential targets of berberine in the treatment of ischaemic stroke. Subsequently, lncRNA H19 was identified as the potential crucial regulatory lncRNA of berberine. Here, 52 target proteins of berberine in the treatment of ischaemic stroke were identified through database mining. Through topological analysis, 20 key targets were identified which were enriched in inflammation, apoptosis, and immunity. Molecular docking results showed that MAPK8, JUN, and EGFR were central genes. Finally, in vitro experiments demonstrated that lncRNA H19, p-JNK1/JNK1, p-c-Jun/c-Jun, and EGFR expressions were significantly increased in hypoxia-treated SH-SY5Y cells and were restored by berberine treatment. CONCLUSION: The potential targets and biological effects of berberine in the treatment of ischaemic stroke were predicted in this study. The lncRNA H19/EGFR/JNK1/c-Jun signalling pathway may be a key mechanism of berberine-induced neuroprotection in ischaemic stroke. Hindawi 2022-06-29 /pmc/articles/PMC9259241/ /pubmed/35815278 http://dx.doi.org/10.1155/2022/5160329 Text en Copyright © 2022 Ke Song et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Song, Ke
Sun, Yikun
Liu, Haoqi
Li, Yuanyuan
An, Na
Wang, Liqin
Zhang, Hanlai
Yang, Fan
Xing, Yanwei
Gao, Yonghong
Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke
title Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke
title_full Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke
title_fullStr Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke
title_full_unstemmed Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke
title_short Network Pharmacology and Bioinformatics Methods Reveal the Mechanism of Berberine in the Treatment of Ischaemic Stroke
title_sort network pharmacology and bioinformatics methods reveal the mechanism of berberine in the treatment of ischaemic stroke
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9259241/
https://www.ncbi.nlm.nih.gov/pubmed/35815278
http://dx.doi.org/10.1155/2022/5160329
work_keys_str_mv AT songke networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT sunyikun networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT liuhaoqi networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT liyuanyuan networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT anna networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT wangliqin networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT zhanghanlai networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT yangfan networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT xingyanwei networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke
AT gaoyonghong networkpharmacologyandbioinformaticsmethodsrevealthemechanismofberberineinthetreatmentofischaemicstroke