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pmid:34992437
CCNB2, CDC20, AURKA, TOP2A, MELK, NCAPG, KIF20A, UBE2C, PRC1, and ASPM May Be Potential Therapeutic Targets for Hepatocellular Carcinoma Using Integrated Bioinformatic Analysis.
Zhiqiang Yang · Xinglang Wu · Junbo Li · Qiang Zheng · Junwei Niu · Shengwei Li
International journal of general medicine · 2021 doi:10.2147/IJGM.S341379
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Experiment
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Analysis
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Complete file
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Abnormal gene expression is closely related to the occurrence of HCC. The aim of the present study was to identify the differentially expressed genes (DEGs) between tumor tissue and non-tumor tissue of HCC samples in order to investigate the mechanisms of liver cancer.\nMETHODS: The gene expression profile (GSE62232, GSE89377, and GSE112790) was downloaded from the Gene Expression Omnibus (GEO) and analyzed using the online tool GEO2R to identify differentially expressed genes (DEGs). Gene Ontology (GO) function and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis were performed using the Database for Annotation, Visualization and Integrated Discovery. Protein-protein interaction (PPI) of these DEGs was analyzed based on the Search Tool for the Retrieval of Interacting Genes database and visualized by Cytoscape software. In addition, we used the online Kaplan-Meier plotter survival analysis tool to evaluate the prognostic value of hub genes expression. HPA database was used to reveal the differences in protein level of hub genes.\nRESULTS: A total of 50 upregulated DEGs and 122 downregulated DEGs were identified. Among them, ten hub genes with a high degree of connectivity were picked out. Overexpression of these hub genes was associated with unfavorable prognosis of HCC.\nCONCLUSION: Our study suggests that CCNB2, CDC20, AURKA, TOP2A, MELK, NCAPG, KIF20A, UBE2C, PRC1, and ASPM were overexpressed in HCC compared with normal liver tissue. Overexpression of these genes was an unfavorable prognostic factor of HCC patients. 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE62232", "GSE89377", "GSE112790"], "resolved_accessions": ["GSE62232", "GSE89377", "GSE112790"], "statements": ["All the data are freely available online, and this study does not involve any experiments conducted by any author on humans or animals."], "basis": "The paper names GSE62232, GSE89377, GSE112790 in Gene Expression Omnibus and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:34992437", "data:geo:GSE112790"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE112790"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:14:36Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8560, "completion_tokens": 1440, "cached_tokens": 256}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:34992437", "type": "paper", "label": "pmid:34992437"}, {"id": "source:pmid:34992437", "type": "manuscript", "label": "PMID 34992437 full text"}, {"id": "data:geo:GSE112790", "type": "dataset", "label": "GEO GSE112790"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34992437", "type": "paper", "label": "pmid:34992437"}, {"id": "source:pmid:34992437", "type": "manuscript", "label": "PMID 34992437 full text"}, {"id": "data:geo:GSE112790", "type": "dataset", "label": "GEO GSE112790"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34992437", "type": "extraction", "used": ["source:pmid:34992437"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE112790", "type": "accession_resolution", "used": ["data:geo:GSE112790"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:34992437", "parent_hash": "sha256:6f82f17f37e1531b22323d3710e6b2dbd91b6b25ff76fe8af9534e99a630651c", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE112790 licence not read", "asset:data:geo:GSE112790 not downloaded", "asset:data:geo:GSE62232 licence not read", "asset:data:geo:GSE62232 not downloaded", "asset:data:geo:GSE89377 licence not read", "asset:data:geo:GSE89377 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["GEO2R (www.ncbi.nlm.nih.gov/geo/geo2r/), a web tool performing comparisons based on limma and GEOquery R packages of the Bioconductor project, was used to identify the DEGs between HCC and normal specimens."], "order_basis": "analysis_only", "id": "assay:1"}]}