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pmid:35116500

Bioinformatics analysis reveals that ANXA1 and SPINK5 are novel tumor suppressor genes in patients with oral squamous cell carcinoma.

Hua-Tao Wu · Wen-Tian Chen · Wen-Jia Chen · Chun-Lan Li · Jing Liu

Translational cancer research · 2021 doi:10.21037/tcr-20-3382

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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paper object · 10 fields
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title
Bioinformatics analysis reveals that ANXA1 and SPINK5 are novel tumor suppressor genes in patients with oral squamous cell carcinoma.
doi
10.21037/tcr-20-3382
pmid
35116500
authors array · 5 items
[0]
Hua-Tao Wu
[1]
Wen-Tian Chen
[2]
Wen-Jia Chen
[3]
Chun-Lan Li
[4]
Jing Liu
journal
Translational cancer research
year
2021
abstract
BACKGROUND: Oral squamous cell carcinoma (OSCC) is a solid tumor of squamous epithelial origin. Currently, surgery is still the main treatment for OSCC, with radiotherapy and chemotherapy as important adjuvant treatments. However, the problem of poor prognosis of OSCC patients still exists in clinical practice. To explore further potential biomarkers or treatment targets in OSCC patients, this study used a high-throughput gene expression database to study the potential molecular mechanisms of OSCC carcinogenesis. METHODS: The GEO database related to OSCC was searched and analyzed using GEO2R. Oncomine and the Human Protein Atlas were used to evaluate the expression level of differentially-expressed genes (DEGs). The cBioPortal dataset was used to analyze the mutations of the potential DEGs and patient survival. RESULTS: Three GEO datasets, GSE146483, GSE138206, and GSE148944, were downloaded and 7 DEGs were found in common in OSCC tissues. Using Oncomine and the Human Protein Atlas, ANXA1, IL1RN, and SPINK5 were decreased in cancer tissues, while protein levels of APOE and IFI35 were increased accordingly. Interestingly, low levels of ANXA1 and SPINKS were associated with the TNM stage of OSCC patients. No mutations in DEGs were found in OSCC patients, based on the cBioPortal dataset. Survival analysis indicated OSCC patients with high MSR1 had poor overall survival (OS), while low expression of CXCR4, ANXA1, IL1RN, and SPINK5 also predicted poor OS in OSCC patients. CONCLUSIONS: Our findings uncovered 7 potential biomarkers of OSCC patients, with ANXA1 and SPINK5 serving as potential tumor suppressor genes in OSCC.
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For analyzing differential expression in the GEO datasets, the limma package of R software, GEO2R, was used to analyze the original datasets, with a cutoff value |log FC| >1 and P-value <0.01.
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sections[4] "Identification of DEGs" paragraph 2
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For analyzing differential expression in the GEO datasets, the limma package of R software, GEO2R, was used to analyze the original datasets, with a cutoff value |log FC| >1 and P-value <0.01.
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sections[3] "Microarray datasets" paragraph 3
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GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.
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Analysis of three GEO datasets using GEO2R identified seven differentially expressed genes common to OSCC tissues.
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Three GEO datasets, GSE146483, GSE138206, and GSE148944, were downloaded and 7 DEGs were found in common in OSCC tissues.
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Analysis of three GEO datasets using GEO2R identified seven differentially expressed genes common to OSCC tissues.
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Characterization of the immune profile of oral tongue squamous cell carcinomas with advancing disease
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GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.
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Integration of molecular gene signatures with clinicopathological variables improves staging and outcome prediction of oral cancer.
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software
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Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:35116500
parent_hash
sha256:866fa0a77bd664d2542beb2e17c78186a6ae68faafebecea486ce439cd84aba8
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE138206 licence not read
[1]
asset:data:geo:GSE138206 not downloaded
[2]
asset:data:geo:GSE146483 licence not read
[3]
asset:data:geo:GSE146483 not downloaded
[4]
asset:data:geo:GSE148944 licence not read
[5]
asset:data:geo:GSE148944 not downloaded
[6]
asset:data:geo:GSE84846 licence not read
[7]
asset:data:geo:GSE84846 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
For analyzing differential expression in the GEO datasets, the limma package of R software, GEO2R, was used to analyze the original datasets, with a cutoff value |log FC| >1 and P-value <0.01.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35116500", "kind": "science-record", "revision": 6, "content_hash": "sha256:4fb5e9753e114600cc69fbb7a63a0c8389c507c5d2ec6b3f22c4bbd9ffe2bb48", "created_at": "2026-11-01T17:36:50Z", "updated_at": "2026-11-01T22:48:22Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics analysis reveals that ANXA1 and SPINK5 are novel tumor suppressor genes in patients with oral squamous cell carcinoma.", "doi": "10.21037/tcr-20-3382", "pmid": "35116500", "authors": ["Hua-Tao Wu", "Wen-Tian Chen", "Wen-Jia Chen", "Chun-Lan Li", "Jing Liu"], "journal": "Translational cancer research", "year": 2021, "abstract": "BACKGROUND: Oral squamous cell carcinoma (OSCC) is a solid tumor of squamous epithelial origin. Currently, surgery is still the main treatment for OSCC, with radiotherapy and chemotherapy as important adjuvant treatments. However, the problem of poor prognosis of OSCC patients still exists in clinical practice. To explore further potential biomarkers or treatment targets in OSCC patients, this study used a high-throughput gene expression database to study the potential molecular mechanisms of OSCC carcinogenesis.\nMETHODS: The GEO database related to OSCC was searched and analyzed using GEO2R. Oncomine and the Human Protein Atlas were used to evaluate the expression level of differentially-expressed genes (DEGs). The cBioPortal dataset was used to analyze the mutations of the potential DEGs and patient survival.\nRESULTS: Three GEO datasets, GSE146483, GSE138206, and GSE148944, were downloaded and 7 DEGs were found in common in OSCC tissues. Using Oncomine and the Human Protein Atlas, ANXA1, IL1RN, and SPINK5 were decreased in cancer tissues, while protein levels of APOE and IFI35 were increased accordingly. Interestingly, low levels of ANXA1 and SPINKS were associated with the TNM stage of OSCC patients. No mutations in DEGs were found in OSCC patients, based on the cBioPortal dataset. Survival analysis indicated OSCC patients with high MSR1 had poor overall survival (OS), while low expression of CXCR4, ANXA1, IL1RN, and SPINK5 also predicted poor OS in OSCC patients.\nCONCLUSIONS: Our findings uncovered 7 potential biomarkers of OSCC patients, with ANXA1 and SPINK5 serving as potential tumor suppressor genes in OSCC.", "claims": [{"id": "claim-method", "statement": "For analyzing differential expression in the GEO datasets, the limma package of R software, GEO2R, was used to analyze the original datasets, with a cutoff value |log FC| >1 and P-value <0.01.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35116500", "locator": "sections[4] \"Identification of DEGs\" paragraph 2", "quote": "For analyzing differential expression in the GEO datasets, the limma package of R software, GEO2R, was used to analyze the original datasets, with a cutoff value |log FC| >1 and P-value <0.01."}], "state": "complete"}, {"id": "claim-data-access", "statement": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35116500", "locator": "sections[3] \"Microarray datasets\" paragraph 3", "quote": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Analysis of three GEO datasets using GEO2R identified seven differentially expressed genes common to OSCC tissues.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35116500", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Three GEO datasets, GSE146483, GSE138206, and GSE148944, were downloaded and 7 DEGs were found in common in OSCC tissues."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Analysis of three GEO datasets using GEO2R identified seven differentially expressed genes common to OSCC tissues.", "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:35116500"], "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:GSE138206"], "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:GSE138206"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35116500", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tcr-20-3382", "sha256": "sha256:4969a905255070daaab86b873d600c96b0bfea5bfe21803708250f99b75800ee", "bytes": 34420, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tcr-20-3382", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8797995", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE138206", "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=GSE138206", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE138206", "version": null, "note": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM4101925", "GSM4101926", "GSM4101927", "GSM4101928", "GSM4101929", "GSM4101930", "GSM4101931", "GSM4101932", "GSM4101933", "GSM4101934", "GSM4101935", "GSM4101936", "GSM4101937", "GSM4101938", "GSM4101939", "GSM4101940", "GSM4101941", "GSM4101942"], "sample_count": 18, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "mRNA expression data from oral squamous cell carcinoma patients", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE146483", "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=GSE146483", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE146483", "version": null, "note": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM4387009", "GSM4387010", "GSM4387011", "GSM4387012", "GSM4387013", "GSM4387014", "GSM4387015", "GSM4387016", "GSM4387017", "GSM4387018", "GSM4387019"], "sample_count": 11, "group_sizes": null, "group_sizes_basis": null, "platform": "17077", "taxon": "Homo sapiens", "title": "Development of gene expression signatures for oral cancer", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE148944", "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=GSE148944", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE148944", "version": null, "note": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM4486378", "GSM4486379", "GSM4486380", "GSM4486381", "GSM4486382", "GSM4486383", "GSM4486384", "GSM4486385", "GSM4486386", "GSM4486387", "GSM4486388", 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advancing disease", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE84846", "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=GSE84846", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE84846", "version": null, "note": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2252185", "GSM2252186", "GSM2252187", "GSM2252188", "GSM2252189", "GSM2252190", 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catalogue: limma_voom."}, "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": ["GSE146483", "GSE138206", "GSE148944", "GSE84846"], "resolved_accessions": ["GSE146483", "GSE138206", "GSE148944", "GSE84846"], "statements": ["GSE146483 included 8 OSCC tissues and 3 normal oral mucosal epithelial keratinocytes."], "basis": "The paper names GSE146483, GSE138206, GSE148944, GSE84846 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:35116500", "data:geo:GSE138206"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE138206"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:32:07Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 10650, "completion_tokens": 1281, "cached_tokens": 256}}, "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:35116500", "type": "paper", "label": "pmid:35116500"}, {"id": "source:pmid:35116500", "type": "manuscript", "label": "PMID 35116500 full text"}, {"id": "data:geo:GSE138206", "type": "dataset", "label": "GEO GSE138206"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35116500", "type": "paper", "label": "pmid:35116500"}, {"id": "source:pmid:35116500", "type": "manuscript", "label": "PMID 35116500 full text"}, {"id": "data:geo:GSE138206", "type": "dataset", "label": "GEO GSE138206"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35116500", "type": "extraction", "used": ["source:pmid:35116500"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE138206", "type": "accession_resolution", "used": ["data:geo:GSE138206"], "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:35116500", "parent_hash": "sha256:866fa0a77bd664d2542beb2e17c78186a6ae68faafebecea486ce439cd84aba8", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE138206 licence not read", "asset:data:geo:GSE138206 not downloaded", "asset:data:geo:GSE146483 licence not read", "asset:data:geo:GSE146483 not downloaded", "asset:data:geo:GSE148944 licence not read", "asset:data:geo:GSE148944 not downloaded", "asset:data:geo:GSE84846 licence not read", "asset:data:geo:GSE84846 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": ["For analyzing differential expression in the GEO datasets, the limma package of R software, GEO2R, was used to analyze the original datasets, with a cutoff value |log FC| >1 and P-value <0.01."], "order_basis": "analysis_only", "id": "assay:1"}]}