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pmid:34755666
[CDK1, CCNB1 and NDC80 are associated with prognosis and progression of hepatitis B virus-associated hepatocellular carcinoma: a bioinformatic analysis].
Y Li · D Wu · C Wei · X Yang · S Zhou
Nan fang yi ke da xue xue bao = Journal of Southern Medical University · 2021 doi:10.12122/j.issn.1673-4254.2021.10.09
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Experiment
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Analysis
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Complete file
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Integration analysis was performed to identify the differentially expressed genes (DEGs) in HBV-related liver cancer and liver tissues with HBV infection. The significant DEGs were functionally annotated using GO and KEGG analyses, and the most important modules and hub genes were explored with STRING analysis. Kaplan-Meier and Oncomine databases were used to verify the HCC gene expression data in the TCGA database to explore the correlations of the hub genes with the occurrence, progression and prognosis of HCC. We also examined the expressions of the hub genes in 17 pairs of surgical specimens of HCC and adjacent tissues using RT-qPCR.\nRESULTS: We identified a total of 121 DEGs and 3 genetic markers in HCC (P < 0.01). These DEGs included cyclin1 (CDK1), cyclin B1 (CCNB1), and nuclear division cycle 80 (NDC80), which participated in cell cycle, pyrimidine metabolism and DNA replication and were highly correlated (P < 0.05). Analysis of the UALCAN database confirmed high expressions of these 3 genes in HCC tissues, which were correlated with a low survival rate of the patients, as shown by Kaplan-Meier analysis of the prognostic data from the UALCAN database. CDK1, CCNB1 and NDC80 were all correlated with the clinical grading of HCC (P < 0.05). The results of RT-qPCR on the surgical specimens verified significantly higher expressions of CDK1, CCNB1 and NDC80 mRNA in HCC tissues than in the adjacent tissues.\nCONCLUSION: CDK1, CCNB1 and NDC80 genes can be used as prognostic markers of HBV-related HCC and may serve as potential targets in preclinical studies and clinical treatment of HCC.", "claims": [{"id": "claim-method", "statement": "利用Kaplan-Meier和Oncomine数据库对TCGA数据库中肝癌基因表达数据进行验证,探讨hub基因与肝癌发生、发展和预后的关系。", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34755666", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "利用Kaplan-Meier和Oncomine数据库对TCGA数据库中肝癌基因表达数据进行验证,探讨hub基因与肝癌发生、发展和预后的关系。"}], "state": "complete"}, {"id": "claim-data-access", "statement": "分析基因表达综合(GEO)数据库中GSE55092、GSE84044和GSE121248的mRNA微阵列数据,其中包括119个HBV相关的HCC组织和252个HBV相关的非肿瘤组织。", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34755666", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "分析基因表达综合(GEO)数据库中GSE55092、GSE84044和GSE121248的mRNA微阵列数据,其中包括119个HBV相关的HCC组织和252个HBV相关的非肿瘤组织。"}], "state": "complete"}, {"id": "claim-target-result", "statement": "CDK1、CCNB1和NDC80基因可作为HBV相关肝细胞癌的预后标志物,在肝癌的基础研究和临床治疗方面有一定的应用价值。", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34755666", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "CDK1、CCNB1和NDC80基因可作为HBV相关肝细胞癌的预后标志物,在肝癌的基础研究和临床治疗方面有一定的应用价值。"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "CDK1、CCNB1和NDC80基因可作为HBV相关肝细胞癌的预后标志物,在肝癌的基础研究和临床治疗方面有一定的应用价值。", "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:34755666"], "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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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:34755666", "data:geo:GSE121248"], "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": "2026-11-01T17:06:31Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 2048, "completion_tokens": 1091, "cached_tokens": 128}}, "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:34755666", "type": "paper", "label": "pmid:34755666"}, {"id": "source:pmid:34755666", "type": "manuscript", "label": "PMID 34755666 full text"}, {"id": "data:geo:GSE121248", "type": "dataset", "label": "GEO GSE121248"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34755666", "type": "paper", "label": "pmid:34755666"}, {"id": "source:pmid:34755666", "type": "manuscript", "label": "PMID 34755666 full text"}, {"id": "data:geo:GSE121248", "type": "dataset", "label": "GEO GSE121248"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34755666", "type": "extraction", "used": ["source:pmid:34755666"], "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:34755666", "parent_hash": "sha256:a976cd9b1ec81490a2f8cbfc0cfa8bf1d014b9d464bddda95fc47086dfcd7e6e", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE121248 licence not read", "asset:data:geo:GSE121248 not downloaded", "asset:data:geo:GSE55092 licence not read", "asset:data:geo:GSE55092 not downloaded", "asset:data:geo:GSE84044 licence not read", "asset:data:geo:GSE84044 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ar mechanisms. METHODS: We analyzed the mRNA microarray data of 119 HBV-related HCC tissues and 252"], "order_basis": "paper_text_order:319", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["specimens of HCC and adjacent tissues using RT-qPCR. RESULTS: We identified a total of 121 DEGs", "al grading of HCC (P < 0.05). The results of RT-qPCR on the surgical specimens verified significa", "ecimens of HCC and adjacent tissues using RT-qPCR. RESULTS: We identified a total of 121 DEGs", "grading of HCC (P < 0.05). The results of RT-qPCR on the surgical specimens verified significa"], "order_basis": "paper_text_order:1163", "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": 1.0, "evidence": ["利用Kaplan-Meier和Oncomine数据库对TCGA数据库中肝癌基因表达数据进行验证,探讨hub基因与肝癌发生、发展和预后的关系。"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}