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pmid:37138216

Functional modular networks identify the pivotal genes associated with morphine addiction and potential drug therapies.

Yage Jiang · Donglei Wei · Yubo Xie

BMC anesthesiology · 2023 doi:10.1186/s12871-023-02111-2

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

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title
Functional modular networks identify the pivotal genes associated with morphine addiction and potential drug therapies.
doi
10.1186/s12871-023-02111-2
pmid
37138216
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[0]
Yage Jiang
[1]
Donglei Wei
[2]
Yubo Xie
journal
BMC anesthesiology
year
2023
abstract
BACKGROUND: Chronic morphine usage induces lasting molecular and microcellular adaptations in distinct brain areas, resulting in addiction-related behavioural abnormalities, drug-seeking, and relapse. Nonetheless, the mechanisms of action of the genes responsible for morphine addiction have not been exhaustively studied. METHODS: We obtained morphine addiction-related datasets from the Gene Expression Omnibus (GEO) database and screened for Differentially Expressed Genes (DEGs). Weighted Gene Co-expression Network Analysis (WGCNA) functional modularity constructs were analyzed for genes associated with clinical traits. Venn diagrams were filtered for intersecting common DEGs (CDEGs). Gene Ontology (GO) enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis for functional annotation. Protein-protein interaction network (PPI) and CytoHubba were used to screen for hub genes. Potential treatments for morphine addiction were figured out with the help of an online database. RESULTS: Sixty-five common differential genes linked to morphine addiction were identified, and functional enrichment analysis showed that they were primarily involved in ion channel activity, protein transport, the oxytocin signalling pathway, neuroactive ligand-receptor interactions, and other signalling pathways. Based on the PPI network, ten hub genes (CHN2, OLIG2, UGT8A, CACNB2, TIMP3, FKBP5, ZBTB16, TSC22D3, ISL1, and SLC2A1) were checked. In the data set GSE7762, all of the Area Under Curve (AUC) values for the hub gene Receiver Operating Characteristic (ROC) curves were greater than 0.8. We also used the DGIdb database to look for eight small-molecule drugs that might be useful for treating morphine addiction. CONCLUSIONS: The hub genes are crucial genes associated with morphine addiction in the mouse striatum. The oxytocin signalling pathway may play a vital role in developing morphine addiction.
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To identify DEGs between morphine-addicted and normal tissues, we used online analysis methods provided by GEO in all eligible datasets with DEGs cutoff set at adj p < 0.05 [15]. Gene co-expression networks were constructed using the R package “WGCNA” for the gene expression matrices of the datasets that met the inclusion criteria.
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To identify DEGs between morphine-addicted and normal tissues, we used online analysis methods provided by GEO in all eligible datasets with DEGs cutoff set at adj p < 0.05 [15]. Gene co-expression networks were constructed using the R package “WGCNA” for the gene expression matrices of the datasets that met the inclusion criteria.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37138216", "kind": "science-record", "revision": 3, "content_hash": "sha256:51aa3b87d96c1ffe1276dc6d4e5041b3a9d604b0ff396939a2b272e3c1d4f6a5", "created_at": "2026-11-01T19:01:48Z", "updated_at": "2026-11-01T22:09:23Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Functional modular networks identify the pivotal genes associated with morphine addiction and potential drug therapies.", "doi": "10.1186/s12871-023-02111-2", "pmid": "37138216", "authors": ["Yage Jiang", "Donglei Wei", "Yubo Xie"], "journal": "BMC anesthesiology", "year": 2023, "abstract": "BACKGROUND: Chronic morphine usage induces lasting molecular and microcellular adaptations in distinct brain areas, resulting in addiction-related behavioural abnormalities, drug-seeking, and relapse. Nonetheless, the mechanisms of action of the genes responsible for morphine addiction have not been exhaustively studied.\nMETHODS: We obtained morphine addiction-related datasets from the Gene Expression Omnibus (GEO) database and screened for Differentially Expressed Genes (DEGs). Weighted Gene Co-expression Network Analysis (WGCNA) functional modularity constructs were analyzed for genes associated with clinical traits. Venn diagrams were filtered for intersecting common DEGs (CDEGs). Gene Ontology (GO) enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis for functional annotation. Protein-protein interaction network (PPI) and CytoHubba were used to screen for hub genes. Potential treatments for morphine addiction were figured out with the help of an online database.\nRESULTS: Sixty-five common differential genes linked to morphine addiction were identified, and functional enrichment analysis showed that they were primarily involved in ion channel activity, protein transport, the oxytocin signalling pathway, neuroactive ligand-receptor interactions, and other signalling pathways. Based on the PPI network, ten hub genes (CHN2, OLIG2, UGT8A, CACNB2, TIMP3, FKBP5, ZBTB16, TSC22D3, ISL1, and SLC2A1) were checked. In the data set GSE7762, all of the Area Under Curve (AUC) values for the hub gene Receiver Operating Characteristic (ROC) curves were greater than 0.8. We also used the DGIdb database to look for eight small-molecule drugs that might be useful for treating morphine addiction.\nCONCLUSIONS: The hub genes are crucial genes associated with morphine addiction in the mouse striatum. The oxytocin signalling pathway may play a vital role in developing morphine addiction.", "claims": [{"id": "claim-method", "statement": "To identify DEGs between morphine-addicted and normal tissues, we used online analysis methods provided by GEO in all eligible datasets with DEGs cutoff set at adj p < 0.05 [15]. Gene co-expression networks were constructed using the R package “WGCNA” for the gene expression matrices of the datasets that met the inclusion criteria.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37138216", "locator": "sections[4] \"Screening of differentially expressed genes and identification of core genes by WGCNA key co-expression modules\" paragraph 2", "quote": "To identify DEGs between morphine-addicted and normal tissues, we used online analysis methods provided by GEO in all eligible datasets with DEGs cutoff set at adj p < 0.05 [15]. Gene co-expression networks were constructed using the R package “WGCNA” for the gene expression matrices of the datasets that met the inclusion criteria."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Gene expression data (GSE30305, GSE7762, and GSE78280) were downloaded from the GEO, and the datasets analysed during the current study are available in the GEO repository [https://www.ncbi.nlm.nih.gov/geo].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37138216", "locator": "sections[19] \"Availability of data and materials\" paragraph 2", "quote": "Gene expression data (GSE30305, GSE7762, and GSE78280) were downloaded from the GEO, and the datasets analysed during the current study are available in the GEO repository [https://www.ncbi.nlm.nih.gov/geo]."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:37138216"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE30305"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE30305"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37138216", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12871-023-02111-2", "sha256": 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