LncRNA-mRNA co-expression network in the mechanism of butylphthalide treatment for ischemic stroke
Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets....
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Published in | BMC neurology Vol. 25; no. 1; pp. 155 - 12 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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BioMed Central Ltd
10.04.2025
BioMed Central BMC |
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Abstract | Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients.
Peripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs.
A total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide.
Butylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets. |
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AbstractList | BackgroundButylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients.MethodsPeripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs.ResultsA total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide.ConclusionButylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets. Abstract Background Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients. Methods Peripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs. Results A total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide. Conclusion Butylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets. Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients. Peripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs. A total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide. Butylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets. Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients.BACKGROUNDButylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients.Peripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs.METHODSPeripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs.A total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide.RESULTSA total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide.Butylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets.CONCLUSIONButylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets. Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients. Peripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs. A total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide. Butylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets. Background Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs (lncRNAs) and messenger RNAs (mRNAs) play crucial roles in the pathogenesis of ischemic stroke and may serve as potential therapeutic targets. This study investigated the effects of butylphthalide treatment on the lncRNA-mRNA co-expression network in ischemic stroke patients. Methods Peripheral blood samples were collected from ischemic stroke patients treated with butylphthalide and from control subjects. mRNA and lncRNA expression profiles were obtained using microarray scanning, and differentially expressed lncRNAs (DElncRNAs) were validated by qRT-PCR. Target genes interacting with DElncRNAs were predicted using the miRTargetLink database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on both DElncRNAs and differentially expressed mRNAs (DEmRNAs). A protein-protein interaction (PPI) network was constructed for proteins encoded by DEmRNAs. Co-expression analysis, based on Pearson correlation coefficients, identified the top five mRNAs and lncRNAs with high connectivity. Finally, molecular docking was performed to investigate the binding interaction between butylphthalide and key mRNAs. Results A total of 86 differentially expressed mRNAs (69 upregulated, 17 downregulated) and 35 DElncRNAs (all upregulated) were identified. DEmRNAs were primarily associated with pathways related to cell receptors, signal transduction, cell proliferation, migration, and glucose metabolism, while DElncRNAs were involved in processes such as embryonic development, neuronal connectivity, and energy metabolism. Co-expression analysis identified key mRNA nodes (SETD9, ZNF718, AOC2, MPND, ODF1) and lncRNA nodes (IDH2-DT, CLEC12A-AS1, CARD8-AS1, LINC01275, ZNF436-AS1). Molecular docking analysis suggested that MT-CO1, SETD9, and ZNF718 could be potential targets of butylphthalide. Conclusion Butylphthalide may exert its therapeutic effects by regulating the LncRNA-mRNA co-expression network, influencing energy metabolism and neuronal development. This provides new insights into its mechanism of action and potential therapeutic targets. Keywords: Butylphthalide, Ischemic stroke, LncRNA-mRNA co-expression network, RNA-seq |
ArticleNumber | 155 |
Audience | Academic |
Author | Li, Jun Wang, Biao An, Yangfang Chen, Zhuo Huang, Lingyun Cai, Jizhang Zhou, Qiong |
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Keywords | LncRNA-mRNA co-expression network Ischemic stroke RNA-seq Butylphthalide |
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Snippet | Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long non-coding RNAs... Background Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long... BackgroundButylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear. Long... Abstract Background Butylphthalide has shown significant potential in the treatment of ischemic stroke, but its precise mechanisms of action remain unclear.... |
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SubjectTerms | Aged Angiogenesis Benzofurans - pharmacology Benzofurans - therapeutic use Butylphthalide Cell cycle Cell migration Cell proliferation Cellular signal transduction DNA microarrays Down-regulation Drug therapy Embryogenesis Embryonic development Energy metabolism Female Gene expression Gene Regulatory Networks - drug effects Genes Genetic aspects Genomics Glucose metabolism Health aspects Humans Inflammation Ischemia Ischemic stroke Ischemic Stroke - drug therapy Ischemic Stroke - genetics LncRNA-mRNA co-expression network Male Messenger RNA Middle Aged Molecular Docking Simulation Mortality mRNA Neural networks Neurological research Neuroprotective agents Non-coding RNA Peripheral blood Physiological aspects Protein interaction Protein Interaction Maps - drug effects Protein-protein interactions Proteins RNA RNA, Long Noncoding - genetics RNA, Long Noncoding - metabolism RNA, Messenger - genetics RNA, Messenger - metabolism RNA-seq Signal transduction Software Statistical analysis Stroke Stroke (Disease) Therapeutic targets |
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Title | LncRNA-mRNA co-expression network in the mechanism of butylphthalide treatment for ischemic stroke |
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