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pmid:31181055
Differentially Expressed Gene Screening, Biological Function Enrichment, and Correlation with Prognosis in Non-Small Cell Lung Cancer.
He Huang · Qingdong Huang · Tingyu Tang · Xiaoxi Zhou · Liang Gu · Xiaoling Lu · Fang Liu
Medical science monitor : international medical journal of experimental and clinical research · 2019 doi:10.12659/MSM.916962
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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MATERIAL AND METHODS Gene expression data series of GSE19804, GSE101929, and GSE33532 were downloaded from the Gene Expression Ominibus (GEO) database. The overlaping differently expressed genes (DEGs) were identified form the above 3 data series. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEEG) were used to analyze the biological functions and signal pathways of DEGs. The protein-protein interaction (PPI) was analyzed thorough Search Tool for the Retrieval of Interacting Gens (STRING). The relationship between the expression of hub genes and the prognosis of patients was analyzed by Kaplan-Meier Plotter online software. RESULTS Twenty-nine DEGs were identified, with 22 upregulated genes and 7 downregulated genes. The enriched biological processes were mainly related to diet-induced thermogenesis and actin filament binding. The KEGG pathways were enriched in calcium signaling, regulation of lipolysis in adipocytes, and PPAR signaling. Two downregulated genes (MMP1 and SPP1) were identified as hub genes by Cytohubba. Twenty-two dysregulated genes were correlated with patient prognosis. CONCLUSIONS Differentially expressed genes are common in NSCLC patients and can be used as biomarkers for patient prognosis.", "claims": [{"id": "claim-method", "statement": "The survival analysis of patients relevant to gene expression was expressed by the database of Kaplan-Meier Plotter (http://kmplot.com/analysis/index.php?p=background) [16] through survival curves.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31181055", "locator": "sections[7] \"Survival analysis\" paragraph 2", "quote": "The survival analysis of patients relevant to gene expression was expressed by the database of Kaplan-Meier Plotter (http://kmplot.com/analysis/index.php?p=background) [16] through survival curves."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Gene expression data series of GSE19804, GSE101929, and GSE33532 were downloaded from the Gene Expression Ominibus (GEO) database. 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This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE101929"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE101929"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31181055", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.916962", "sha256": "sha256:9ef373dd01baed55f588537074e6c1aab7b018eb45baf30147cdfd998ed8a573", "bytes": 11078, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.12659/MSM.916962", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6582684", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE101929", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE101929", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE101929", "version": null, "note": "Gene expression data series of GSE19804, GSE101929, and GSE33532 were downloaded from the Gene Expression Ominibus (GEO) database. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:31181055", "data:geo:GSE101929"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE101929"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:14:59Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 9330, "completion_tokens": 2100, "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:31181055", "type": "paper", "label": "pmid:31181055"}, {"id": "source:pmid:31181055", "type": "manuscript", "label": "PMID 31181055 full text"}, {"id": "data:geo:GSE101929", "type": "dataset", "label": "GEO GSE101929"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31181055", "type": "paper", "label": "pmid:31181055"}, {"id": "source:pmid:31181055", "type": "manuscript", "label": "PMID 31181055 full text"}, {"id": "data:geo:GSE101929", "type": "dataset", "label": "GEO GSE101929"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31181055", "type": "extraction", "used": ["source:pmid:31181055"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE101929", "type": "accession_resolution", "used": ["data:geo:GSE101929"], "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:31181055", "parent_hash": "sha256:26093d23492a6f1da51016820e42b0f9b53c53df97ae3ec0f44f2c529fa8a4bb", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE101929 licence not read", "asset:data:geo:GSE101929 not downloaded", "asset:data:geo:GSE19804 licence not read", "asset:data:geo:GSE19804 not downloaded", "asset:data:geo:GSE33532 licence not read", "asset:data:geo:GSE33532 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["Material and Methods Data processing The microarray data of the included 3 data series were firs"], "order_basis": "paper_text_order:1556", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The survival analysis of patients relevant to gene expression was expressed by the database of Kaplan-Meier Plotter (http://kmplot.com/analysis/index.php?p=background) [16] through survival curves."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}