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pmid:29257318
Identification of key pathways and genes in Barrett's esophagus using integrated bioinformatics methods.
Cong Zhang · Yujie Shen · Jiazheng Wang · Mingxia Zhou · Yingwei Chen
Molecular medicine reports · 2018 doi:10.3892/mmr.2017.8274
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Experiment
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Data
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Analysis
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Complete file
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To identify the differentially expressed microRNAs (DEmiRNAs) and genes (DEGs) in BE, the miRNA expression profile GSE20099 and the gene expression profiles GSE26886, GSE13083 and GSE34619 were obtained from the Gene Expression Omnibus (GEO) database. DEGs and DEmiRNAs were screened for using the GEO2R tool. Using DAVID, functional and pathway enrichment analysis was performed to explore the biological function of identified DEGs. The protein‑protein interaction (PPI) network was detected using STRING and constructed by Cytoscape software. Furthermore, targets of identified DEmiRNAs were predicted by the miRecords database, then integrated with the identified DEGs to obtain key genes involved in BE. In total, 311 DEGs were identified. These genes were significantly enriched in the pancreatic secretion, metabolic pathways and cytochrome P450 drug metabolism pathways. In the PPI network, 16 hub genes, including keratin 16, cystic fibrosis transmembrane conductance regulator, involucrin, protein kinase C α and cadherin 17 were identified. Following integration of the predicted target genes of DEmiRNAs with DEGs, three key BE genes were identified: PRKCA, CDH17 and epiregulin. In conclusion, a comprehensive bioinformatics analysis of identified DEGs and DEmiRNAs was performed to elucidate potential pathways and biomarkers involved in the development of BE.", "claims": [{"id": "claim-method", "statement": "GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/) is an online tool that performs comparisons on GEO datasets based on the GEOquery and Limma R packages (9). 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:29257318", "data:geo:GSE13083"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE13083"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:33:15Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 8, "usage": {"prompt_tokens": 37913, "completion_tokens": 4395, "cached_tokens": 2090}}, "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:29257318", "type": "paper", "label": "pmid:29257318"}, {"id": "source:pmid:29257318", "type": "manuscript", "label": "PMID 29257318 full text"}, {"id": "data:geo:GSE13083", "type": "dataset", "label": "GEO GSE13083"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:29257318", "type": "paper", "label": "pmid:29257318"}, {"id": "source:pmid:29257318", "type": "manuscript", "label": "PMID 29257318 full text"}, {"id": "data:geo:GSE13083", "type": "dataset", "label": "GEO GSE13083"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-29257318", "type": "extraction", "used": ["source:pmid:29257318"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE13083", "type": "accession_resolution", "used": ["data:geo:GSE13083"], "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:29257318", "parent_hash": "sha256:9bc4dd48fbb83178a9e555cb319fa6b261e26fac0e2f4a3fa5f9edbd8d0fa2ee", "fork_of": null, "generation": 8}, "gaps": ["asset:data:geo:GSE13083 licence not read", "asset:data:geo:GSE13083 not downloaded", "asset:data:geo:GSE20099 licence not read", "asset:data:geo:GSE20099 not downloaded", "asset:data:geo:GSE26886 licence not read", "asset:data:geo:GSE26886 not downloaded", "asset:data:geo:GSE34619 licence not read", "asset:data:geo:GSE34619 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/) is an online tool that performs comparisons on GEO datasets based on the GEOquery and Limma R packages (9). The BE group and normal group were selected, and the GEO2R program was subsequently applied for differential expression analysis."], "order_basis": "analysis_only", "id": "assay:1"}]}