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pmid:31277149
Identification of crucial miRNAs and genes in esophageal squamous cell carcinoma by miRNA-mRNA integrated analysis.
Xiaowu Zhong · Guangcheng Huang · Qiang Ma · Hebin Liao · Chang Liu · Wenjie Pu · Lei Xu · Yan Cai · Xiaolan Guo
Medicine · 2019 doi:10.1097/MD.0000000000016269
Paper
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Experiment
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Analysis
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Execution
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Complete file
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MicroRNAs (miRNAs) are commonly accepted as a key regulatory function in human cancer, but the potential regulatory mechanisms of miRNA-mRNA related to ESCC remain poorly understood.The GSE55857, GSE43732, and GSE6188 miRNA microarray datasets and the gene expression microarray datasets GSE70409, GSE29001, and GSE20347 were downloaded from Gene Expression Omnibus databases. The differentially expressed miRNAs (DEMs) and differentially expressed genes (DEGs) were obtained using GEO2R. Gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis for DEGs were performed by Database for Annotation, Visualization and Integrated Discovery (DAVID). A protein-protein interaction (PPI) network and functional modules were established using the STRING database and were visualized by Cytoscape. Kaplan-Meier analysis was constructed based on The Cancer Genome Atlas (TCGA) database.In total, 26 DEMs and 280 DEGs that consisted of 96 upregulated and 184 downregulated genes were screened out. A functional enrichment analysis showed that the DEGs were mainly enriched in the ECM-receptor interaction and cytochrome P450 metabolic pathways. In addition, MMP9, PCNA, TOP2A, MMP1, AURKA, MCM2, IVL, CYP2E1, SPRR3, FOS, FLG, TGM1, and CYP2C9 were considered to be hub genes owing to high degrees in the PPI network. MiR-183-5p was with the highest connectivity target genes in hub genes. FOS was predicted to be a common target gene of the significant DEMs. Hsa-miR-9-3p, hsa-miR-34c-3p and FOS were related to patient prognosis and higher expression of the transcripts were associated with a poor OS in patients with ESCC.Our study revealed the miRNA-mediated hub genes regulatory network as a model for predicting the molecular mechanism of ESCC. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["logrank_test"], "assets": ["source:pmid:31277149", "data:geo:GSE20347", "asset:table:pmid:31277149:1", "asset:table:pmid:31277149:2", "asset:table:pmid:31277149:3", "asset:table:pmid:31277149:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE20347"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:46:54Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 31205, "completion_tokens": 2060, "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:31277149", "type": "paper", "label": "pmid:31277149"}, {"id": "source:pmid:31277149", "type": "manuscript", "label": "PMID 31277149 full text"}, {"id": "data:geo:GSE20347", "type": "dataset", "label": "GEO GSE20347"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31277149", "type": "paper", "label": "pmid:31277149"}, {"id": "source:pmid:31277149", "type": "manuscript", "label": "PMID 31277149 full text"}, {"id": "data:geo:GSE20347", "type": "dataset", "label": "GEO GSE20347"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31277149", "type": "extraction", "used": ["source:pmid:31277149"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE20347", "type": "accession_resolution", "used": ["data:geo:GSE20347"], "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:31277149", "parent_hash": "sha256:38ee5ee27b3c5ce0517469bdfc148dbbaa9de46996d2ab5ef24a12022d633427", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE20347 licence not read", "asset:data:geo:GSE20347 not downloaded", "asset:data:geo:GSE29001 licence not read", "asset:data:geo:GSE29001 not downloaded", "asset:data:geo:GSE43732 licence not read", "asset:data:geo:GSE43732 not downloaded", "asset:data:geo:GSE55857 licence not read", "asset:data:geo:GSE55857 not downloaded", "asset:data:geo:GSE6188 licence not read", "asset:data:geo:GSE6188 not downloaded", "asset:data:geo:GSE70409 licence not read", "asset:data:geo:GSE70409 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": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Based on the TCGA survival data, survival analysis using the Kaplan–Meier method and the log-rank test was conducted."], "order_basis": "analysis_only", "id": "assay:1"}]}