Discovery of key biomarkers in tourette syndrome by network pharmacology
Yangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs further research. The ingredients and targets of YXD were identified via database searches and then constructed an active ingredient-target ne...
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Published in | Frontiers in pharmacology Vol. 15; p. 1397203 |
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Abstract | Yangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs further research.
The ingredients and targets of YXD were identified via database searches and then constructed an active ingredient-target network using Cytoscape. Pathway enrichment analysis was performed via Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). The core genes were determined by LASSO regression and SVM algorithm. Additionally, we analyzed the immune infiltration. The signaling pathways associated with core genes were investigated through KEGG and GO. We predicted the transcription factors using "RcisTarge".
127 active ingredients of YXD and 255 targets were obtained. TNF and the IL-17 signaling pathway were the main pathways.
and
were screened out as core genes, which were associated with the immune infiltration. The signaling pathways involved in
and
were enriched. Furthermore, remarkable correlation was found between
and
levels and other TS-related genes such as
and
.
and
and the signaling pathways are associated with TS. YXD exerts its therapeutic TS through multi-component and multi-targets including immune infiltration. |
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AbstractList | Yangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs further research.
The ingredients and targets of YXD were identified via database searches and then constructed an active ingredient-target network using Cytoscape. Pathway enrichment analysis was performed via Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). The core genes were determined by LASSO regression and SVM algorithm. Additionally, we analyzed the immune infiltration. The signaling pathways associated with core genes were investigated through KEGG and GO. We predicted the transcription factors using "RcisTarge".
127 active ingredients of YXD and 255 targets were obtained. TNF and the IL-17 signaling pathway were the main pathways.
and
were screened out as core genes, which were associated with the immune infiltration. The signaling pathways involved in
and
were enriched. Furthermore, remarkable correlation was found between
and
levels and other TS-related genes such as
and
.
and
and the signaling pathways are associated with TS. YXD exerts its therapeutic TS through multi-component and multi-targets including immune infiltration. Background Yangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs further research. Methods The ingredients and targets of YXD were identified via database searches and then constructed an active ingredient-target network using Cytoscape. Pathway enrichment analysis was performed via Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). The core genes were determined by LASSO regression and SVM algorithm. Additionally, we analyzed the immune infiltration. The signaling pathways associated with core genes were investigated through KEGG and GO. We predicted the transcription factors using “RcisTarge”. Results 127 active ingredients of YXD and 255 targets were obtained. TNF and the IL-17 signaling pathway were the main pathways. OPRM1 and VIM were screened out as core genes, which were associated with the immune infiltration. The signaling pathways involved in OPRM1 and VIM were enriched. Furthermore, remarkable correlation was found between OPRM1 and VIM levels and other TS-related genes such as MAPT and MAPT . Conclusion OPRM1 and MAPT, and the signaling pathways are associated with TS. YXD exerts its therapeutic TS through multi-component and multi-targets including immune infiltration. BackgroundYangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs further research.MethodsThe ingredients and targets of YXD were identified via database searches and then constructed an active ingredient-target network using Cytoscape. Pathway enrichment analysis was performed via Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). The core genes were determined by LASSO regression and SVM algorithm. Additionally, we analyzed the immune infiltration. The signaling pathways associated with core genes were investigated through KEGG and GO. We predicted the transcription factors using “RcisTarge”.Results127 active ingredients of YXD and 255 targets were obtained. TNF and the IL-17 signaling pathway were the main pathways. OPRM1 and VIM were screened out as core genes, which were associated with the immune infiltration. The signaling pathways involved in OPRM1 and VIM were enriched. Furthermore, remarkable correlation was found between OPRM1 and VIM levels and other TS-related genes such as MAPT and MAPT.ConclusionOPRM1 and MAPT, and the signaling pathways are associated with TS. YXD exerts its therapeutic TS through multi-component and multi-targets including immune infiltration. Yangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs further research.BackgroundYangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs further research.The ingredients and targets of YXD were identified via database searches and then constructed an active ingredient-target network using Cytoscape. Pathway enrichment analysis was performed via Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). The core genes were determined by LASSO regression and SVM algorithm. Additionally, we analyzed the immune infiltration. The signaling pathways associated with core genes were investigated through KEGG and GO. We predicted the transcription factors using "RcisTarge".MethodsThe ingredients and targets of YXD were identified via database searches and then constructed an active ingredient-target network using Cytoscape. Pathway enrichment analysis was performed via Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). The core genes were determined by LASSO regression and SVM algorithm. Additionally, we analyzed the immune infiltration. The signaling pathways associated with core genes were investigated through KEGG and GO. We predicted the transcription factors using "RcisTarge".127 active ingredients of YXD and 255 targets were obtained. TNF and the IL-17 signaling pathway were the main pathways. OPRM1 and VIM were screened out as core genes, which were associated with the immune infiltration. The signaling pathways involved in OPRM1 and VIM were enriched. Furthermore, remarkable correlation was found between OPRM1 and VIM levels and other TS-related genes such as MAPT and MAPT.Results127 active ingredients of YXD and 255 targets were obtained. TNF and the IL-17 signaling pathway were the main pathways. OPRM1 and VIM were screened out as core genes, which were associated with the immune infiltration. The signaling pathways involved in OPRM1 and VIM were enriched. Furthermore, remarkable correlation was found between OPRM1 and VIM levels and other TS-related genes such as MAPT and MAPT.OPRM1 and MAPT, and the signaling pathways are associated with TS. YXD exerts its therapeutic TS through multi-component and multi-targets including immune infiltration.ConclusionOPRM1 and MAPT, and the signaling pathways are associated with TS. YXD exerts its therapeutic TS through multi-component and multi-targets including immune infiltration. |
Author | Zhao, Jiali Bai, Xiaohong |
AuthorAffiliation | 2 Harbin Hospital of Traditional Chinese Medicine , Harbin , Heilongjiang , China 3 Affiliated Hospital of Liaoning University of Traditional Chinese Medicine , Shenyang , China 1 Liaoning University of Traditional Chinese Medicine , Shenyang , China |
AuthorAffiliation_xml | – name: 3 Affiliated Hospital of Liaoning University of Traditional Chinese Medicine , Shenyang , China – name: 1 Liaoning University of Traditional Chinese Medicine , Shenyang , China – name: 2 Harbin Hospital of Traditional Chinese Medicine , Harbin , Heilongjiang , China |
Author_xml | – sequence: 1 givenname: Jiali surname: Zhao fullname: Zhao, Jiali organization: Harbin Hospital of Traditional Chinese Medicine, Harbin, Heilongjiang, China – sequence: 2 givenname: Xiaohong surname: Bai fullname: Bai, Xiaohong organization: Affiliated Hospital of Liaoning University of Traditional Chinese Medicine, Shenyang, China |
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Cites_doi | 10.1016/j.neubiorev.2013.03.012 10.1016/j.heliyon.2023.e12874 10.1016/j.brainres.2014.04.027 10.1002/mds.27519 10.3390/ijms24021428 10.1007/s13311-020-00914-6 10.5334/tohm.464 10.1007/s11655-019-3064-0 10.3389/fgene.2021.658323 10.1016/j.bj.2022.04.004 10.1186/s13059-022-02755-2 10.1016/j.bj.2022.01.008 10.3390/ijms23010090 10.1186/s13041-015-0133-y 10.1542/peds.2022-059574 10.1080/13546805.2020.1760812 10.1016/j.biopha.2020.111198 10.1016/j.bbi.2022.07.006 10.3389/fnins.2021.654238 10.1038/s41380-019-0600-4 10.1016/j.compbiomed.2021.104636 10.1038/s41537-024-00156-7 10.1155/2022/5080282 10.1038/nrg1379 10.3389/fpsyt.2020.00774 10.1016/j.nicl.2019.101998 10.3389/fneur.2020.567407 10.1038/s41380-022-01880-5 10.3390/ijms22020853 10.1016/B978-0-323-98817-9.00002-8 10.5409/wjcp.v7.i1.36 10.1212/WNL.0000000000007467 10.1016/j.jep.2022.115876 10.1016/j.braindev.2020.01.002 10.1007/s40263-018-0559-8 10.1097/WCO.0000000000000575 10.1016/j.biopsych.2004.12.004 10.1016/j.biopsych.2014.07.018 10.1523/JNEUROSCI.0150-11.2011 |
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Keywords | Yangxue Xifeng decoction tourette syndrome immune infiltration network pharmacology LASSO regression and SVM algorithm |
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Snippet | Yangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of YXD needs... Background Yangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of... BackgroundYangxue Xifeng Decoction (YXD) has been utilized in clinical settings for the treatment of Tourette Syndrome (TS). However, the action mechanism of... |
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SubjectTerms | immune infiltration LASSO regression and SVM algorithm network pharmacology Pharmacology tourette syndrome Yangxue Xifeng decoction |
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Title | Discovery of key biomarkers in tourette syndrome by network pharmacology |
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