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pmid:34520390
The upregulated expression of RFC4 and GMPS mediated by DNA copy number alteration is associated with the early diagnosis and immune escape of ESCC based on a bioinformatic analysis.
Jing Wang · Fei-Fei Luo · Tie-Jun Huang · Yan Mei · Li-Xia Peng · Chao-Nan Qian · Bi-Jun Huang
Aging · 2021 doi:10.18632/aging.203520
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Usually, Asia, especially China, has a high incidence of esophageal cancer. ESCC often has a poor outcome because of a late diagnosis and lack of effective treatments. To build foundations for the early diagnosis and treatment of ESCC, we used the gene expression datasets GSE20347 and GSE17351 from the GEO database and a private dataset to uncover differentially expressed genes (DEGs) and key genes in ESCC. Notably, we found that replication factor C subunit 4 (RFC4) and guanine monophosphate synthase (GMPS) were upregulated but have been rarely studied in ESCC. In particular, to the best of our knowledge, our study is the first to explore GMPS and ESCC. Furthermore, we found that high levels of RFC4 and GMPS expression may result from an increase in DNA copy number alterations. Furthermore, RFC4 and GMPS were both upregulated in the early stage and early nodal metastases of esophageal carcinoma. The expression of RFC4 was strongly correlated with GMPS. In addition, we explored the relationship between RFC4 and GMPS expression and tumor-infiltrating immune cells (TILs) in esophageal carcinoma. The results showed that the levels of RFC4 and GMPS increased with a decrease in some tumor-infiltrating cells. Upregulated RFC4 and GMPS with high TILs indicate a worse prognosis. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:34520390", "data:geo:GSE17351", "asset:table:pmid:34520390:1", "asset:table:pmid:34520390:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE17351"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:34:46Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 35934, "completion_tokens": 2877, "cached_tokens": 12296}}, "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:34520390", "type": "paper", "label": "pmid:34520390"}, {"id": "source:pmid:34520390", "type": "manuscript", "label": "PMID 34520390 full text"}, {"id": "data:geo:GSE17351", "type": "dataset", "label": "GEO GSE17351"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34520390", "type": "paper", "label": "pmid:34520390"}, {"id": "source:pmid:34520390", "type": "manuscript", "label": "PMID 34520390 full text"}, {"id": "data:geo:GSE17351", "type": "dataset", "label": "GEO GSE17351"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34520390", "type": "extraction", "used": ["source:pmid:34520390"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE17351", "type": "accession_resolution", "used": ["data:geo:GSE17351"], "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:34520390", "parent_hash": "sha256:8b699070f23f5686154d54d85c833f871e906cca5749fd626e70f2b64619f01b", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE17351 licence not read", "asset:data:geo:GSE17351 not downloaded", "asset:data:geo:GSE20347 licence not read", "asset:data:geo:GSE20347 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["PPI"], "order_basis": "analysis_only", "id": "assay:1"}]}