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pmid:31998802
14-CpG-Based Signature Improves the Prognosis Prediction of Hepatocellular Carcinoma Patients.
Hong-Ye Jiang · Gang Ning · Yen-Sheng Wang · Wei-Biao Lv
BioMed research international · 2020 doi:10.1155/2020/9762067
Paper
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Experiment
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Data
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Analysis
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Execution
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Complete file
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In the past, many patterns of single-gene DNA methylation have been extensively explored in the context of HCC prognosis prediction. However, the combined model of a mixture of CpGs has rarely been evaluated. In the present study, we aimed to develop and validate a CpG-based signature model for HCC patient prognosis.\nMETHODS: Data from methylation profiling of GSE73003, GSE37988, and GSE57958 from the Gene Expression Omnibus (GEO) database and 371 HCC patients from the Cancer Genome Atlas (TCGA) were downloaded. The 371 HCC patients were randomly divided into a development cohort (N = 263) and a validation cohort (N = 263) and a validation cohort (.\nRESULTS: Fourteen differential CpGs associated with OS were identified in HCC patients. The MSH, based on these 14 differential CpGs, could effectively divide HCC patients into two distinct subgroups with high risk or low risk of death (P < 0.0001) in the development cohort (26.35 vs 83.18 months, HR = 3.83, 95% CI: 2.56-5.90, P < 0.0001) in the development cohort (26.35 vs 83.18 months, HR = 3.83, 95% CI: 2.56-5.90, P < 0.0001) in the development cohort (26.35 vs 83.18 months, HR = 3.83, 95% CI: 2.56-5.90.\nCONCLUSION: The 14-CpG-based signature is significantly associated with OS and may be used as a novel prognostic biomarker for HCC patients.", "claims": [{"id": "claim-data-access", "statement": "All data in the study were obtained from online databases, including GEO (https://www.ncbi.nlm.nih.gov/geo/) and TCGA (https://cancergenome.nih.gov/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31998802", "locator": "sections[21] \"Data Availability\" paragraph 2", "quote": "All data in the study were obtained from online databases, including GEO (https://www.ncbi.nlm.nih.gov/geo/) and TCGA (https://cancergenome.nih.gov/)."}], "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:31998802"], "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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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE73003", "GSE37988", "GSE57958"], "resolved_accessions": ["GSE73003", "GSE37988", "GSE57958"], "statements": ["All data in the study were obtained from online databases, including GEO (https://www.ncbi.nlm.nih.gov/geo/) and TCGA (https://cancergenome.nih.gov/)."], "basis": "The paper names GSE73003, GSE37988, GSE57958 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": ["cox_ph"], "assets": ["source:pmid:31998802", "data:geo:GSE37988"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE37988"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:56:14Z", "independence": "single_reader"}, "evidence_check": {"method": "absent", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 24210, "completion_tokens": 2044, "cached_tokens": 792}}, "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:31998802", "type": "paper", "label": "pmid:31998802"}, {"id": "source:pmid:31998802", "type": "manuscript", "label": "PMID 31998802 full text"}, {"id": "data:geo:GSE37988", "type": "dataset", "label": "GEO GSE37988"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31998802", "type": "paper", "label": "pmid:31998802"}, {"id": "source:pmid:31998802", "type": "manuscript", "label": "PMID 31998802 full text"}, {"id": "data:geo:GSE37988", "type": "dataset", "label": "GEO GSE37988"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31998802", "type": "extraction", "used": ["source:pmid:31998802"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE37988", "type": "accession_resolution", "used": ["data:geo:GSE37988"], "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:31998802", "parent_hash": "sha256:1382ae4c933bd1b017f8f4fc2c8de00db199369dcb499e4c46795b00da4d4342", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE37988 licence not read", "asset:data:geo:GSE37988 not downloaded", "asset:data:geo:GSE57958 licence not read", "asset:data:geo:GSE57958 not downloaded", "asset:data:geo:GSE73003 licence not read", "asset:data:geo:GSE73003 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": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Cox regression"], "order_basis": "analysis_only", "id": "assay:1"}]}