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pmid:33685467
Identification and validation of three core genes in p53 signaling pathway in hepatitis B virus-related hepatocellular carcinoma.
Mingxue Yu · Wenli Xu · Yusheng Jie · Jiahui Pang · Siqi Huang · Jing Cao · Jiao Gong · Xinhua Li · Yutian Chong
World journal of surgical oncology · 2021 doi:10.1186/s12957-021-02174-w
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Complete file
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We aimed to identify some core genes and pathways for HBV-related HCC.\nMETHODS: Gene expression profiles of GSE62232, GSE121248, and GSE94660 were available from Gene Expression Omnibus (GEO). The GSE62232 and GSE121248 profiles were the analysis datasets and GSE94660 was the validation dataset. The GEO2R online tool and Venn diagram software were applied to analyze commonly differentially expressed genes between HBV-related HCC tissues and normal tissues. Then, functional enrichment analysis using Gene Ontology (GO) and the Kyoto Encyclopedia of Gene and Genome (KEGG) as well as the protein-protein interaction (PPI) network was conducted. The overall survival rates and the expression levels were detected by Kaplan-Meier plotter and Gene Expression Profiling Interactive Analysis (GEPIA). Next, gene set enrichment analysis (GSEA) was performed to verify the KEGG pathway analysis. Furthermore, quantitative reverse transcriptase polymerase chain reaction (qRT-PCR) was performed to validate the levels of these three core genes in tumor tissues and adjacent non-tumor liver tissues from 12 HBV related HCC patients, HBV-associated liver cancer cell lines and normal liver cell lines, and HepG2 with p53 knockdown or deletion, respectively.\nRESULTS: Fifteen highly expressed genes associated with significantly worse prognoses were selected and CCNB1, CDK1, and RRM2 in the p53 signaling pathway were identified as core genes. GSEA results showed that samples highly expressing three core genes were all enriched in the p53 signaling pathway in a validation dataset (P < 0.0001). The expression of these three core genes in tumor tissue samples was higher than that in relevant adjacent non-tumor liver tissues (P < 0.0001). Furthermore, we also found that the above genes were highly expressed in liver cancer cell lines compared with normal liver cells. In addition, we found that the expression of these three core genes in p53 knockdown or knockout HCC cell lines was lower than that in negative control HCC cell lines (P < 0.05).\nCONCLUSIONS: CCNB1, CDK1, and RRM2 were enriched in the p53 signaling pathway and could be potential biomarkers and therapeutic targets for HBV-related HCC.", "claims": [{"id": "claim-data-access", "statement": "All data generated or analyzed during this study are included in this published article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33685467", "locator": "sections[27] \"Availability of data and materials\" paragraph 2", "quote": "All data generated or analyzed during this study are included in this published article."}], "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:33685467"], "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. 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FLJ22763 HHIP KCNN2 ZGPAT///LIME1 SLCO1B3 CYP1A2 CNDP1 BCO2 ACSM3 FCN3 GBA3 TTC36 CLEC4G C3P1 CDH19 CYP2B6 GYS2 FOLH1B KMO LPA CD5L GHR CLEC1B MIR675///H19 CXCL2 LIFR FAM65C CLRN3 CYP2C9 CYP2A7 LCAT CLEC4M VNN1 ESR1 LOC101928916///NNMT PLAC8 ALDOB HAMP DNASE1L3 DCN NAT2 BCHE IL1RAP AKR1D1 CXCL12 TMEM27 CRHBP TACSTD2 WDR72 THRSP IDO2 HGFAC IGFALS ADGRG7 ZGPAT FREM2 ADH4 GPM6A OIT3 HGF MT1M GLYAT CYP2B7P///CYP2B6 GLS2 SRD5A2 ADRA1A APOF C9 SRPX FCN2 LINC00844"]], "row_count": 3, "column_count": 2, "numeric_cells": 2, "header_rows": 1, "locator": "section[14]/table-wrap[1]#Tab3"}}], "gaps": ["asset:data:geo:GSE121248 not downloaded", "asset:data:geo:GSE121248 licence not read", "asset:data:geo:GSE62232 not downloaded", "asset:data:geo:GSE62232 licence not read", "asset:data:geo:GSE94660 not downloaded", "asset:data:geo:GSE94660 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", 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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", "GSE121248", "GSE94660"], "resolved_accessions": ["GSE62232", "GSE121248", "GSE94660"], "statements": ["All data generated or analyzed during this study are included in this published article."], "basis": "The paper names GSE62232, GSE121248, GSE94660 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:33685467", "data:geo:GSE121248", "asset:table:pmid:33685467:1", "asset:table:pmid:33685467:2", "asset:table:pmid:33685467:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE121248"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T19:27:10Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 33758, "completion_tokens": 1792, "cached_tokens": 784}}, "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:33685467", "type": "paper", "label": "pmid:33685467"}, {"id": "source:pmid:33685467", "type": "manuscript", "label": "PMID 33685467 full text"}, {"id": "data:geo:GSE121248", "type": "dataset", "label": "GEO GSE121248"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33685467", "type": "paper", "label": "pmid:33685467"}, {"id": "source:pmid:33685467", "type": "manuscript", "label": "PMID 33685467 full text"}, {"id": "data:geo:GSE121248", "type": "dataset", "label": "GEO GSE121248"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33685467", "type": "extraction", "used": ["source:pmid:33685467"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE121248", "type": "accession_resolution", "used": ["data:geo:GSE121248"], "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:33685467", "parent_hash": "sha256:94af40d8997decce0d6b1a6abbf7798fb7ef92bea00968586c1dd1733042b920", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE121248 licence not read", "asset:data:geo:GSE121248 not downloaded", "asset:data:geo:GSE62232 licence not read", "asset:data:geo:GSE62232 not downloaded", "asset:data:geo:GSE94660 licence not read", "asset:data:geo:GSE94660 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["cell lines and normal liver cell lines, and HepG2 with p53 knockdown or deletion, respectively", "en University, Guangzhou, China). Cells were cultured in MEM medium containing 10% fetal bovine serum", "RNA All three HBV-related liver cell lines (HepG2.215, HepG-AD-38, and HepG-DE-19) were obtain", "inese Academy of Sciences (Shanghai, China). HepG2 and HepG2-KO-p53 cell lines were gifts from"], "order_basis": "paper_text_order:1418", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["normal liver cell lines, and HepG2 with p53 knockdown or deletion, respectively. RESULTS: Fifteen", "expression of these three core genes in p53 knockdown or knockout HCC cell lines was lower than th", "nsidered upregulated genes. Cell culture and transfection of RNA All three HBV-related liver cell line", "5% CO2 atmosphere at 37 °C. HepG2 cells were transfected with p53 siRNAs at a final concentration of"], "order_basis": "paper_text_order:1433", "id": "assay:2"}, {"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": 0.7, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}