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pmid:31886163
Identification of Key Genes and Prognostic Value Analysis in Hepatocellular Carcinoma by Integrated Bioinformatics Analysis.
Meng Wang · Licheng Wang · Shusheng Wu · Dongsheng Zhou · Xianming Wang
International journal of genomics · 2019 doi:10.1155/2019/3518378
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Experiment
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Complete file
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This study is aimed at identifying novel key genes that may be used for hepatocellular carcinoma (HCC) diagnosis, prognosis, and targeted therapy. This study included 3 expression profiles (GSE45267, GSE74656, and GSE84402), which were obtained from the Gene Expression Omnibus (GEO). GEO2R was used to analyze the differentially expressed genes (DEGs) between HCC and normal samples. The functional and pathway enrichment analysis was performed by the Database for Annotation, Visualization and Integrated Discovery. A protein-protein interaction (PPI) network of the identified DEGs was constructed using the Search Tool for the Retrieval of Interacting Gene, and hub genes were identified. ONCOMINE and CCLE databases were used to verify the expression of the hub genes in HCC tissues and cells. Kaplan-Meier plotter was used to assess the effects of the hub genes on the overall survival of HCC patients. A total of 99 DEGs were identified from the 3 expression profiles. 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The analysis included 364 patients, and their KM survival curves were conducted. 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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": ["GSE45267", "GSE74656", "GSE84402"], "resolved_accessions": ["GSE45267", "GSE74656", "GSE84402"], "statements": ["The data used to support the findings of this study are included within the article."], "basis": "The paper names GSE45267, GSE74656, GSE84402 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:31886163", "data:geo:GSE45267", "asset:table:pmid:31886163:1", "asset:table:pmid:31886163:2", "asset:table:pmid:31886163:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE45267"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:17:44Z", "independence": "single_reader"}, "evidence_check": {"method": "reordered", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 36800, "completion_tokens": 2801, "cached_tokens": 520}}, "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:31886163", "type": "paper", "label": "pmid:31886163"}, {"id": "source:pmid:31886163", "type": "manuscript", "label": "PMID 31886163 full text"}, {"id": "data:geo:GSE45267", "type": "dataset", "label": "GEO GSE45267"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31886163", "type": "paper", "label": "pmid:31886163"}, {"id": "source:pmid:31886163", "type": "manuscript", "label": "PMID 31886163 full text"}, {"id": "data:geo:GSE45267", "type": "dataset", "label": "GEO GSE45267"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31886163", "type": "extraction", "used": ["source:pmid:31886163"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE45267", "type": "accession_resolution", "used": ["data:geo:GSE45267"], "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:31886163", "parent_hash": "sha256:b3c41c37540c0871b3431a1c7beeac9c3d825b67444bb0a946cd638cc6c041d3", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE45267 licence not read", "asset:data:geo:GSE45267 not downloaded", "asset:data:geo:GSE74656 licence not read", "asset:data:geo:GSE74656 not downloaded", "asset:data:geo:GSE84402 licence not read", "asset:data:geo:GSE84402 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The prognostic value of the identified hub genes in HCC was further assessed by the Kaplan-Meier plotter (KM plotter, http://www.kmplot.com/analysis/) [26]. The analysis included 364 patients, and their KM survival curves were conducted. The log-rank P value for the different survival distribution between the low and high expression group was assessed, and the hazard radio (HR) with 95% confidence interval (95% CI) was calculated and plotted on the webpage."], "order_basis": "analysis_only", "id": "assay:1"}]}