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pmid:31794546

Identification for Exploring Underlying Pathogenesis and Therapy Strategy of Oral Squamous Cell Carcinoma by Bioinformatics Analysis.

Zheng Xu · Pan Jiang · Shengteng He

Medical science monitor : international medical journal of experimental and clinical research · 2019 doi:10.12659/MSM.917736

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:31794546
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science-record
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sha256:1501f5d6f8f801ec9cd739b452dbfcc9cf1fc733d61b70186ae545a70f779dab
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
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2026-11-01T15:40:52Z
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2026-11-01T22:01:03Z
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paper object · 10 fields
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title
Identification for Exploring Underlying Pathogenesis and Therapy Strategy of Oral Squamous Cell Carcinoma by Bioinformatics Analysis.
doi
10.12659/MSM.917736
pmid
31794546
authors array · 3 items
[0]
Zheng Xu
[1]
Pan Jiang
[2]
Shengteng He
journal
Medical science monitor : international medical journal of experimental and clinical research
year
2019
abstract
BACKGROUND Oral squamous cell carcinoma (OSCC), one of the most common cavity-associated cancers, has a high incidence and worldwide mortality. However, the cause and underlying molecular mechanisms of OSCC remain unclear. MATERIAL AND METHODS Three microarray datasets (GSE23558, GSE34105, and GSE74530) from the Gene Expression Omnibus (GEO) database were downloaded and then integrated to gain differentially expressed genes (DEGs). We performed Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichments of DEGs in order to elucidate DEGs' biological roles. Protein-protein interaction (PPI) networks were established in order to identify hub genes. To validate the gene markers for OSCC, the data of TCGA OSCC were also assessed. RESULTS Together, 651 DEGs containing 288 upregulated genes and 363 downregulated genes were screened out, which could completely distinguish between OSCC and normal control tissues by principal component analysis (PCA). The GO analysis indicated the DEGs were enriched in chemokine activity in the biological process group. The molecular functions of DEGs included growth factor activity. The molecular functions included oxidoreductase activity. The main DEG-associated cellular components included extracellular exosome. The KEGG pathway analysis indicated the DEGs were mainly participated in the cytokine-cytokine receptor interaction, metabolism of xenobiotics by cytochrome P450 and glutathione metabolism signal pathway. The co-expression network identified core genes from the PPI network. Additionally, Kaplan-Meier survival analysis showed that CSF2 and EGF genes were significantly correlated with OSCC patients' overall survival. CONCLUSIONS Our study using an integrated bioinformatics analysis might provide valuable information for exploring potential new molecular biomarkers and therapeutic targets for OSCC.
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Student’s t-test was used for the statistical analyses of the hub genes between OSCC and adjacent nontumor OSCC tissues as described previously [22].
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sections[8] "Analysis of the hub genes with TCGA data" paragraph 2
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Student’s t-test was used for the statistical analyses of the hub genes between OSCC and adjacent nontumor OSCC tissues as described previously [22].
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Gene Expression Profiling of Oral Squamous Cell Carcinoma
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Gene expression profiling of archival tongue carcinoma and normal tongue tissue (all samples)
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2026-11-01T15:39:54Z
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Student’s t-test was used for the statistical analyses of the hub genes between OSCC and adjacent nontumor OSCC tissues as described previously [22].
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31794546", "kind": "science-record", "revision": 8, "content_hash": "sha256:1501f5d6f8f801ec9cd739b452dbfcc9cf1fc733d61b70186ae545a70f779dab", "created_at": "2026-11-01T15:40:52Z", "updated_at": "2026-11-01T22:01:03Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification for Exploring Underlying Pathogenesis and Therapy Strategy of Oral Squamous Cell Carcinoma by Bioinformatics Analysis.", "doi": "10.12659/MSM.917736", "pmid": "31794546", "authors": ["Zheng Xu", "Pan Jiang", "Shengteng He"], "journal": "Medical science monitor : international medical journal of experimental and clinical research", "year": 2019, "abstract": "BACKGROUND Oral squamous cell carcinoma (OSCC), one of the most common cavity-associated cancers, has a high incidence and worldwide mortality. However, the cause and underlying molecular mechanisms of OSCC remain unclear. MATERIAL AND METHODS Three microarray datasets (GSE23558, GSE34105, and GSE74530) from the Gene Expression Omnibus (GEO) database were downloaded and then integrated to gain differentially expressed genes (DEGs). We performed Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichments of DEGs in order to elucidate DEGs' biological roles. Protein-protein interaction (PPI) networks were established in order to identify hub genes. To validate the gene markers for OSCC, the data of TCGA OSCC were also assessed. RESULTS Together, 651 DEGs containing 288 upregulated genes and 363 downregulated genes were screened out, which could completely distinguish between OSCC and normal control tissues by principal component analysis (PCA). The GO analysis indicated the DEGs were enriched in chemokine activity in the biological process group. The molecular functions of DEGs included growth factor activity. The molecular functions included oxidoreductase activity. The main DEG-associated cellular components included extracellular exosome. The KEGG pathway analysis indicated the DEGs were mainly participated in the cytokine-cytokine receptor interaction, metabolism of xenobiotics by cytochrome P450 and glutathione metabolism signal pathway. The co-expression network identified core genes from the PPI network. Additionally, Kaplan-Meier survival analysis showed that CSF2 and EGF genes were significantly correlated with OSCC patients' overall survival. CONCLUSIONS Our study using an integrated bioinformatics analysis might provide valuable information for exploring potential new molecular biomarkers and therapeutic targets for OSCC.", "claims": [{"id": "claim-method", "statement": "Student’s t-test was used for the statistical analyses of the hub genes between OSCC and adjacent nontumor OSCC tissues as described previously [22].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31794546", "locator": "sections[8] \"Analysis of the hub genes with TCGA data\" paragraph 2", "quote": "Student’s t-test was used for the statistical analyses of the hub genes between OSCC and adjacent nontumor OSCC tissues as described previously [22]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The GSE23558 microarray data was based on the GPL6480 Platform (Agilent-014850 Whole Human Genome Microarray 4×44K G4112F), including 27 OSCC and 5 normal control samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31794546", "locator": "sections[3] \"Microarray data\" paragraph 2", "quote": "The GSE23558 microarray data was based on the GPL6480 Platform (Agilent-014850 Whole Human Genome Microarray 4×44K G4112F), including 27 OSCC and 5 normal control samples."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:31794546"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE23558"], "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:GSE23558"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31794546", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.917736", "sha256": "sha256:248350966d93c33d417359add6d7c74607c86605031054a3091b51f0fb652da8", "bytes": 17445, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.12659/MSM.917736", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6909914", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE23558", "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=GSE23558", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE23558", "version": null, "note": "The GSE23558 microarray data was based on the GPL6480 Platform (Agilent-014850 Whole Human Genome Microarray 4×44K G4112F), including 27 OSCC and 5 normal control samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE23558 microarray data was based on the GPL6480 Platform (Agilent-014850 Whole Human Genome Microarray 4×44K G4112F), including 27 OSCC and 5 normal control samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM577914", "GSM577915", "GSM577916", "GSM577917", "GSM577918", "GSM577919", "GSM577920", "GSM577921", "GSM577922", "GSM577923", "GSM577924", "GSM577925", "GSM577926", "GSM577927", "GSM577928", "GSM577929", "GSM577930", "GSM577931", "GSM577932", "GSM577933", "GSM577934", "GSM577935", "GSM577936", "GSM577937", "GSM577938", "GSM577939", "GSM577940", "GSM577941", "GSM577942", "GSM577943", "GSM577944", "GSM577945"], "sample_count": 32, "group_sizes": null, "group_sizes_basis": null, "platform": "6480", "taxon": "Homo sapiens", "title": "Gene Expression Profiling of Oral Squamous Cell 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"access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM841875", "GSM841876", "GSM841877", "GSM841878", "GSM841879", "GSM841880", "GSM841881", "GSM841882", "GSM841883", "GSM841884", "GSM841885", "GSM841886", "GSM841887", "GSM841888", "GSM841889", "GSM841890", "GSM841891", "GSM841892", "GSM841893", "GSM841894", "GSM841895", "GSM841896", "GSM841897", "GSM841898", "GSM841899", "GSM841900", "GSM841901", "GSM841902", "GSM841903", "GSM841904", "GSM841905", "GSM841906", "GSM841907", "GSM841908", "GSM841909", "GSM841910", "GSM841911", "GSM841912", "GSM841913", "GSM841914", "GSM841915", "GSM841916", "GSM841917", "GSM841918", "GSM841919", "GSM841920", "GSM841921", "GSM841922", "GSM841923", "GSM841924", "GSM841925", "GSM841926", "GSM841927", "GSM841928", "GSM841929", "GSM841930", "GSM841931", "GSM841932", "GSM841933", "GSM841934", "GSM841935", "GSM841936", "GSM841937", "GSM841938", "GSM841939", "GSM841940", "GSM841941", "GSM841942", "GSM841943", "GSM841944", "GSM841945", "GSM841946", "GSM841947", "GSM841948", "GSM841949", "GSM841950", "GSM841951", "GSM841952"], "sample_count": 78, "group_sizes": null, "group_sizes_basis": null, "platform": "14951", "taxon": "Homo sapiens", "title": "Gene expression profiling of archival tongue carcinoma and normal tongue tissue (all samples)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE74530", "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=GSE74530", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE74530", "version": null, "note": "The GSE23558 microarray data was based on the GPL6480 Platform (Agilent-014850 Whole Human Genome Microarray 4×44K G4112F), including 27 OSCC and 5 normal control samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The GSE23558 microarray data was based on the GPL6480 Platform (Agilent-014850 Whole Human Genome Microarray 4×44K G4112F), including 27 OSCC and 5 normal control samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1922229", "GSM1922230", "GSM1922231", "GSM1922232", "GSM1922233", "GSM1922234", "GSM1922235", "GSM1922236", "GSM1922237", "GSM1922238", "GSM1922239", "GSM1922240"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from tumors and adjacent normal tissue from clinical oral cancer patients", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE23558 not downloaded", "asset:data:geo:GSE23558 licence not read", "asset:data:geo:GSE34105 not downloaded", "asset:data:geo:GSE34105 licence not read", "asset:data:geo:GSE74530 not downloaded", "asset:data:geo:GSE74530 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "logrank"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "Protein-protein interaction"}}, {"id": "method-4", "family": null, "specific": null, "label": "Student’s t-test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Student’s t-test was used for the statistical analyses of the hub genes between OSCC and adjacent nontumor OSCC tissues as described previously [22]."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE23558", "GSE34105", "GSE74530"], "resolved_accessions": ["GSE23558", "GSE34105", "GSE74530"], "statements": ["The GSE23558 microarray data was based on the GPL6480 Platform (Agilent-014850 Whole Human Genome Microarray 4×44K G4112F), including 27 OSCC and 5 normal control samples."], "basis": "The paper names GSE23558, GSE34105, GSE74530 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:31794546", "data:geo:GSE23558"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE23558"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:17:14Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 13263, "completion_tokens": 2150, "cached_tokens": 776}}, "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:31794546", "type": "paper", "label": "pmid:31794546"}, {"id": "source:pmid:31794546", "type": "manuscript", "label": "PMID 31794546 full text"}, {"id": "data:geo:GSE23558", "type": "dataset", "label": "GEO GSE23558"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31794546", "type": "paper", "label": "pmid:31794546"}, {"id": "source:pmid:31794546", "type": "manuscript", "label": "PMID 31794546 full text"}, {"id": "data:geo:GSE23558", "type": "dataset", "label": "GEO GSE23558"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31794546", "type": "extraction", "used": ["source:pmid:31794546"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE23558", "type": "accession_resolution", "used": ["data:geo:GSE23558"], "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:31794546", "parent_hash": "sha256:959de9b1900344cd74759480ec933a0c279e451e9d651fd702ee41cc06aa87d2", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE23558 licence not read", "asset:data:geo:GSE23558 not downloaded", "asset:data:geo:GSE34105 licence not read", "asset:data:geo:GSE34105 not downloaded", "asset:data:geo:GSE74530 licence not read", "asset:data:geo:GSE74530 not downloaded", "execution.not_run", "method.reader_named_unmapped", "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": ["C remain unclear. MATERIAL AND METHODS Three microarray datasets (GSE23558, GSE34105, and GSE74530)"], "order_basis": "paper_text_order:339", "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": 0.7, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}