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pmid:33194647
Prognostic Implications of Novel Ten-Gene Signature in Uveal Melanoma.
Huan Luo · Chao Ma · Jinping Shao · Jing Cao
Frontiers in oncology · 2020 doi:10.3389/fonc.2020.567512
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Complete file
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Methods: Dataset TCGA-UVM, download from TCGA portal, were taken as the training cohort, and dataset GSE22138, obtained from GEO database, was set as the validation cohort. In training cohort, Kaplan-Meier analysis and univariate Cox regression model were applied to preliminary screen prognostic genes. Besides, the Cox regression model with LASSO was implemented to build a multi-gene signature, which was then validated in the validation cohorts through Kaplan-Meier, Cox, and ROC analyses. In addition, the correlation between copy number aberrations and risk score was evaluated by Spearman test. GSEA and immune infiltrating analyses were conducted for understanding function annotation and the role of the signature in the tumor microenvironment. Results: A ten-gene signature was built, and it was examined by Kaplan-Meier analysis revealing that significantly overall survival, progression-free survival, and metastasis-free survival difference was seen. The ten-gene signature was further proven to be an independent risk factor compared to other clinic-pathological parameters via the Cox regression analysis. Moreover, the receiver operating characteristic curve (ROC) analysis results demonstrated a better predictive power of the UM prognosis that our signature owned. The ten-gene signature was significantly correlated with copy numbers of chromosome 3, 8q, 6q, and 6p. Furthermore, GSEA and immune infiltrating analyses showed that the signature had close interactions with immune-related pathways and the tumor environment. Conclusions: Identifying the ten-gene signature (SIRT3, HMCES, SLC44A3, TCTN1, STPG1, POMGNT2, RNF208, ANXA2P2, ULBP1, and CA12) could accurately identify patients' prognosis and had close interactions with the immunodominant tumor environment, which may provide UM patients with personalized prognosis prediction and new treatment insights.", "claims": [{"id": "claim-method", "statement": "Spearman test was used to assess the correlation between copy chromosome numbers and the risk score.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33194647", "locator": "sections[11] \"Prognostic Value of the Ten-Gene Signature in the Training and Validation Cohorts\" paragraph 11", "quote": "Spearman test was used to assess the correlation between copy chromosome numbers and the risk score."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["spearman_rho"], "assets": ["source:pmid:33194647", "data:geo:GSE22138", "asset:table:pmid:33194647:1", "asset:table:pmid:33194647:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE22138"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:24:32Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 29014, "completion_tokens": 1509, "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:33194647", "type": "paper", "label": "pmid:33194647"}, {"id": "source:pmid:33194647", "type": "manuscript", "label": "PMID 33194647 full text"}, {"id": "data:geo:GSE22138", "type": "dataset", "label": "GEO GSE22138"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33194647", "type": "paper", "label": "pmid:33194647"}, {"id": "source:pmid:33194647", "type": "manuscript", "label": "PMID 33194647 full text"}, {"id": "data:geo:GSE22138", "type": "dataset", "label": "GEO GSE22138"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33194647", "type": "extraction", "used": ["source:pmid:33194647"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE22138", "type": "accession_resolution", "used": ["data:geo:GSE22138"], "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:33194647", "parent_hash": "sha256:db4afdc16f3a85ea46e22bb9096a7d23528080bde511bb254386b1f49e4bab4c", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE22138 licence not read", "asset:data:geo:GSE22138 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["spearman_rho"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Spearman test was used to assess the correlation between copy chromosome numbers and the risk score."], "order_basis": "analysis_only", "id": "assay:1"}]}