← All .science files
pmid:35087752
Identification of Novel Prognostic Markers Associated With Laryngeal Squamous Cell Carcinoma Using Comprehensive Analysis.
Chao Huang · Jun He · Yi Dong · Li Huang · Yichao Chen · Anquan Peng · Hao Huang
Frontiers in oncology · 2021 doi:10.3389/fonc.2021.779153
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
paper object · 10 fields
authors array · 7 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] object · 6 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 114 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 106 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 2 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 109 items
[5] object · 15 fields
structure object · 15 fields
sample_accessions array · 138 items
gaps array · 10 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
gaps array · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 1 item
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 5 items
resolved_accessions array · 5 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 15 items
assays array · 7 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[3] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[4] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[5] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[6] object · 11 fields
required_operations array · 1 item
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35087752", "kind": "science-record", "revision": 4, "content_hash": "sha256:e789abf1500ebcc88f1e8f1e39b744f96d1992d346c1c82fd1d66175cc1c41cd", "created_at": "2026-11-01T17:36:49Z", "updated_at": "2026-11-01T21:27:04Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Novel Prognostic Markers Associated With Laryngeal Squamous Cell Carcinoma Using Comprehensive Analysis.", "doi": "10.3389/fonc.2021.779153", "pmid": "35087752", "authors": ["Chao Huang", "Jun He", "Yi Dong", "Li Huang", "Yichao Chen", "Anquan Peng", "Hao Huang"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "BACKGROUND: Laryngeal squamous cell carcinoma (LSCC) is a leading malignant cancer of the head and neck. Patients with LSCC, in which the cancer has infiltrated and metastasized, have a poor prognosis. Therefore, there is an urgent need to identify more potential targets for drugs and biomarkers for early diagnosis.\nMETHODS: RNA sequence data from LSCC and patients' clinical traits were obtained from the Gene Expression Omnibus (GEO) (GSE142083) and The Cancer Genome Atlas (TCGA) database. Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were performed to identify hub genes. Gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, prognostic value analysis, receiver operating characteristic (ROC) curve analysis, gene mutation analysis, tumor-infiltrating immune cell abundance profile estimation, gene set variation analysis (GSVA), and gene set enrichment analysis (GSEA) were performed. Single-gene RNA sequencing data were obtained from the GSE150321 dataset. Cell proliferation and viability were confirmed by the CCK-8 assay and real-time PCR.\nRESULTS: A total of 701 DEGs, including 329 upregulated and 372 downregulated genes, were screened in the GSE142083 dataset. Using WGCNA, three modules were identified to be closely related to LSCC. After intersecting the DEGs and performing univariate and multivariate Cox analyses, a novel prognostic model based on three genes (SLC35C1, HOXB7, and TEDC2) for LSCC was established. Interfering TEDC2 expression inhibited tumor cell proliferation and migration.\nCONCLUSIONS: Our results show that SLC35C1, HOXB7, and TEDC2 have the potential to become new therapeutic targets and prognostic biomarkers for LSCC.", "claims": [{"id": "claim-method", "statement": "Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were performed to identify hub genes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35087752", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were performed to identify hub genes."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35087752", "locator": "sections[28] \"Data Availability Statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material ."}], "state": "complete"}, {"id": "claim-target-result", "statement": "After intersecting the DEGs and performing univariate and multivariate Cox analyses, a novel prognostic model based on three genes (SLC35C1, HOXB7, and TEDC2) for LSCC was established.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35087752", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "After intersecting the DEGs and performing univariate and multivariate Cox analyses, a novel prognostic model based on three genes (SLC35C1, HOXB7, and TEDC2) for LSCC was established."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "After intersecting the DEGs and performing univariate and multivariate Cox analyses, a novel prognostic model based on three genes (SLC35C1, HOXB7, and TEDC2) for LSCC was established.", "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:35087752"], "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:GSE127165"], "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:GSE127165"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35087752", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2021.779153", "sha256": "sha256:ba846ebd955ba2c5d50259cdb0dae56197e775ccc958f69bbcd967fd593cd3cf", "bytes": 52945, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2021.779153", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8787159", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE127165", "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=GSE127165", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE127165", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3629530", "GSM3629531", "GSM3629532", "GSM3629533", "GSM3629534", "GSM3629535", "GSM3629536", "GSM3629537", "GSM3629538", "GSM3629539", "GSM3629540", "GSM3629541", "GSM3629542", "GSM3629543", "GSM3629544", "GSM3629545", "GSM3629546", "GSM3629547", "GSM3629548", "GSM3629549", "GSM3629550", "GSM3629551", "GSM3629552", "GSM3629553", "GSM3629554", "GSM3629555", "GSM3629556", "GSM3629557", "GSM3629558", "GSM3629559", "GSM3629560", "GSM3629561", "GSM3629562", "GSM3629563", "GSM3629564", "GSM3629565", "GSM3629566", "GSM3629567", "GSM3629568", "GSM3629569", "GSM3629570", "GSM3629571", "GSM3629572", "GSM3629573", "GSM3629574", "GSM3629575", "GSM3629576", "GSM3629577", "GSM3629578", "GSM3629579", "GSM3629580", "GSM3629581", "GSM3629582", "GSM3629583", "GSM3629584", "GSM3629585", "GSM3629586", "GSM3629587", "GSM3629588", "GSM3629589", "GSM3629590", "GSM3629591", "GSM3629592", "GSM3629593", "GSM3629594", "GSM3629595", "GSM3629596", "GSM3629597", "GSM3629598", "GSM3629599", "GSM3629600", "GSM3629601", "GSM3629602", "GSM3629603", "GSM3629604", "GSM3629605", "GSM3629606", "GSM3629607", "GSM3629608", "GSM3629609", "GSM3629610", "GSM3629611", "GSM3629612", "GSM3629613", "GSM3629614", "GSM3629615", "GSM3629616", "GSM3629617", "GSM3629618", "GSM3629619", "GSM3629620", "GSM3629621", "GSM3629622", "GSM3629623", "GSM3629624", "GSM3629625", "GSM3629626", "GSM3629627", "GSM3629628", "GSM3629629", "GSM3629630", "GSM3629631", "GSM3629632", "GSM3629633", "GSM3629634", "GSM3629635", "GSM3629636", "GSM3629637", "GSM3629638", "GSM3629639", "GSM3629640", "GSM3629641", "GSM3629642", "GSM3629643"], "sample_count": 114, "group_sizes": null, "group_sizes_basis": null, "platform": "20301", "taxon": "Homo sapiens", "title": "Whole transcriptome sequencing of 57 laryngeal squamous cell carcinoma and paired adjacent normal tissues", "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:GSE142083", "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=GSE142083", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE142083", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4219666", "GSM4219667", "GSM4219668", "GSM4219669", "GSM4219670", "GSM4219671", "GSM4219672", "GSM4219673", "GSM4219674", "GSM4219675", "GSM4219676", "GSM4219677", "GSM4219678", "GSM4219679", "GSM4219680", "GSM4219681", "GSM4219682", "GSM4219683", "GSM4219684", "GSM4219685", "GSM4219686", "GSM4219687", "GSM4219688", "GSM4219689", "GSM4219690", "GSM4219691", "GSM4219692", "GSM4219693", "GSM4219694", "GSM4219695", "GSM4219696", "GSM4219697", "GSM4219698", "GSM4219699", "GSM4219700", "GSM4219701", "GSM4219702", "GSM4219703", "GSM4219704", "GSM4219705", "GSM4219706", "GSM4219707", "GSM4219708", "GSM4219709", "GSM4219710", "GSM4219711", "GSM4219712", "GSM4219713", "GSM4219714", "GSM4219715", "GSM4219716", "GSM4219717", "GSM4219718", "GSM4219719", "GSM4219720", "GSM4219721", "GSM4219722", "GSM4219723", "GSM4219724", "GSM4219725", "GSM4219726", "GSM4219727", "GSM4219728", "GSM4219729", "GSM4219730", "GSM4219731", "GSM4219732", "GSM4219733", "GSM4219734", "GSM4219735", "GSM4219736", "GSM4219737", "GSM4219738", "GSM4219739", "GSM4219740", "GSM4219741", "GSM4219742", "GSM4219743", "GSM4219744", "GSM4219745", "GSM4219746", "GSM4219747", "GSM4219748", "GSM4219749", "GSM4219750", "GSM4219751", "GSM4219752", "GSM4219753", "GSM4219754", "GSM4219755", "GSM4219756", "GSM4219757", "GSM4219758", "GSM4219759", "GSM4219760", "GSM4219761", "GSM4219762", "GSM4219763", "GSM4219764", "GSM4219765", "GSM4219766", "GSM4219767", "GSM4219768", "GSM4219769", "GSM4219770", "GSM4219771"], "sample_count": 106, "group_sizes": null, "group_sizes_basis": null, "platform": "20301", "taxon": "Homo sapiens", "title": "Transcriptome sequencing of laryngeal squamous cell carcinoma and paired adjacent normal mucosa tissues", "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:GSE150321", "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=GSE150321", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE150321", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4546857", "GSM4546858"], "sample_count": 2, "group_sizes": null, "group_sizes_basis": null, "platform": "16791", "taxon": "Homo sapiens", "title": "Single-cell RNA Sequencing (scRNA-seq) of Laryngeal Squamous Cell Carcinoma (LSCC) Tissues", "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:GSE27020", "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=GSE27020", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE27020", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM665544", "GSM665545", "GSM665546", "GSM665547", "GSM665548", "GSM665549", "GSM665550", "GSM665551", "GSM665552", "GSM665553", "GSM665554", "GSM665555", "GSM665556", "GSM665557", "GSM665558", "GSM665559", "GSM665560", "GSM665561", "GSM665562", "GSM665563", "GSM665564", "GSM665565", "GSM665566", "GSM665567", "GSM665568", "GSM665569", "GSM665570", "GSM665571", "GSM665572", "GSM665573", "GSM665574", "GSM665575", "GSM665576", "GSM665577", "GSM665578", "GSM665579", "GSM665580", "GSM665581", "GSM665582", "GSM665583", "GSM665584", "GSM665585", "GSM665586", "GSM665587", "GSM665588", "GSM665589", "GSM665590", "GSM665591", "GSM665592", "GSM665593", "GSM665594", "GSM665595", "GSM665596", "GSM665597", "GSM665598", "GSM665599", "GSM665600", "GSM665601", "GSM665602", "GSM665603", "GSM665604", "GSM665605", "GSM665606", "GSM665607", "GSM665608", "GSM665609", "GSM665610", "GSM665611", "GSM665612", "GSM665613", "GSM665614", "GSM665615", "GSM665616", "GSM665617", "GSM665618", "GSM665619", "GSM665620", "GSM665621", "GSM665622", "GSM665623", "GSM665624", "GSM665625", "GSM665626", "GSM665627", "GSM665628", "GSM665629", "GSM665630", "GSM665631", "GSM665632", "GSM665633", "GSM665634", "GSM665635", "GSM665636", "GSM665637", "GSM665638", "GSM665639", "GSM665640", "GSM665641", "GSM665642", "GSM665643", "GSM665644", "GSM665645", "GSM665646", "GSM665647", "GSM665648", "GSM665649", "GSM665650", "GSM665651", "GSM665652"], "sample_count": 109, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Identification and validation of a multigene predictor of recurrence in primary laryngeal cancer.", "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:GSE39366", "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=GSE39366", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE39366", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM966717", "GSM966718", "GSM966719", "GSM966720", "GSM966721", "GSM966722", "GSM966723", "GSM966724", "GSM966725", "GSM966726", "GSM966727", "GSM966728", "GSM966729", "GSM966730", "GSM966731", "GSM966732", "GSM966733", "GSM966734", "GSM966735", "GSM966736", "GSM966737", "GSM966738", "GSM966739", "GSM966740", "GSM966741", "GSM966742", "GSM966743", "GSM966744", "GSM966745", "GSM966746", "GSM966747", "GSM966748", "GSM966749", "GSM966750", "GSM966751", "GSM966752", "GSM966753", "GSM966754", "GSM966755", "GSM966756", "GSM966757", "GSM966758", "GSM966759", "GSM966760", "GSM966761", "GSM966762", "GSM966763", "GSM966764", "GSM966765", "GSM966766", "GSM966767", "GSM966768", "GSM966769", "GSM966770", "GSM966771", "GSM966772", "GSM966773", "GSM966774", "GSM966775", "GSM966776", "GSM966777", "GSM966778", "GSM966779", "GSM966780", "GSM966781", "GSM966782", "GSM966783", "GSM966784", "GSM966785", "GSM966786", "GSM966787", "GSM966788", "GSM966789", "GSM966790", "GSM966791", "GSM966792", "GSM966793", "GSM966794", "GSM966795", "GSM966796", "GSM966797", "GSM966798", "GSM966799", "GSM966800", "GSM966801", "GSM966802", "GSM966804", "GSM966805", "GSM966806", "GSM966807", "GSM966808", "GSM966809", "GSM966810", "GSM966811", "GSM966812", "GSM966813", "GSM966814", "GSM966815", "GSM966816", "GSM966817", "GSM966818", "GSM966819", "GSM966820", "GSM966821", "GSM966822", "GSM966823", "GSM966824", "GSM966825", "GSM966826", "GSM966827", "GSM966828", "GSM966829", "GSM966830", "GSM966831", "GSM966832", "GSM966833", "GSM966834", "GSM966835", "GSM966836", "GSM966837", "GSM966838", "GSM966839", "GSM966840", "GSM966841", "GSM966842", "GSM966843", "GSM966844", "GSM966845", "GSM966846", "GSM966847", "GSM966848", "GSM966849", "GSM966850", "GSM966851", "GSM966852", "GSM966853", "GSM966854", "GSM966855"], "sample_count": 138, "group_sizes": null, "group_sizes_basis": null, "platform": "9053", "taxon": "Homo sapiens", "title": "Molecular Subtypes in Head and Neck Cancer [expression]", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE127165 not downloaded", "asset:data:geo:GSE127165 licence not read", "asset:data:geo:GSE142083 not downloaded", "asset:data:geo:GSE142083 licence not read", "asset:data:geo:GSE150321 not downloaded", "asset:data:geo:GSE150321 licence not read", "asset:data:geo:GSE27020 not downloaded", "asset:data:geo:GSE27020 licence not read", "asset:data:geo:GSE39366 not downloaded", "asset:data:geo:GSE39366 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "Principal component analysis"}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "GO Enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were performed to identify hub genes.", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were performed to identify hub genes."}}], "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": ["pca_fit"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pca."}, "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": ["GSE142083", "GSE27020", "GSE39366", "GSE127165", "GSE150321"], "resolved_accessions": ["GSE142083", "GSE27020", "GSE39366", "GSE127165", "GSE150321"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material ."], "basis": "The paper names GSE142083, GSE27020, GSE39366, GSE127165, GSE150321 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["pca_fit"], "assets": ["source:pmid:35087752", "data:geo:GSE127165"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE127165"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:31:15Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16095, "completion_tokens": 2052, "cached_tokens": 128}}, "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:35087752", "type": "paper", "label": "pmid:35087752"}, {"id": "source:pmid:35087752", "type": "manuscript", "label": "PMID 35087752 full text"}, {"id": "data:geo:GSE127165", "type": "dataset", "label": "GEO GSE127165"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35087752", "type": "paper", "label": "pmid:35087752"}, {"id": "source:pmid:35087752", "type": "manuscript", "label": "PMID 35087752 full text"}, {"id": "data:geo:GSE127165", "type": "dataset", "label": "GEO GSE127165"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35087752", "type": "extraction", "used": ["source:pmid:35087752"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE127165", "type": "accession_resolution", "used": ["data:geo:GSE127165"], "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:35087752", "parent_hash": "sha256:f0febf6ed9570ffa8b169a96a7fe1fb12c5691e8cae82d8942afaa60f64f8162", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE127165 licence not read", "asset:data:geo:GSE127165 not downloaded", "asset:data:geo:GSE142083 licence not read", "asset:data:geo:GSE142083 not downloaded", "asset:data:geo:GSE150321 licence not read", "asset:data:geo:GSE150321 not downloaded", "asset:data:geo:GSE27020 licence not read", "asset:data:geo:GSE27020 not downloaded", "asset:data:geo:GSE39366 licence not read", "asset:data:geo:GSE39366 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["analysis (GSEA) were performed. Single-gene RNA sequencing data were obtained from the GSE150321 datase", "Methods Data Collection and Single-Cell RNA-Sequencing Data Processing The workflow used in this st", "set variation analysis. The gene expression RNA-Seq data and the corresponding clinical data fro"], "order_basis": "paper_text_order:1063", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["feration and viability were confirmed by the CCK-8 assay and real-time PCR. RESULTS: A total of"], "order_basis": "paper_text_order:1179", "id": "assay:2"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["bility were confirmed by the CCK-8 assay and real-time PCR. RESULTS: A total of 701 DEGs, including 329"], "order_basis": "paper_text_order:1195", "id": "assay:3"}, {"role": "data_generation", "definition_id": "scrna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "unsupported", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ta Cruz (UCSC) Xena (http://xena.ucsc.edu/). scRNA-Seq data from the GSE150321 dataset were obtaine", ".0.2) was used to process the data (26). The scRNA-Seq data of GSM4546857 and GSM4546858 from two L"], "order_basis": "paper_text_order:3667", "id": "assay:4"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["icance was set at p < 0.05. Cell Culture and Transfection The laryngeal cancer cell line AMC-HN-8 and", "y RiboBio Inc. (Guangzhou, China). SiRNA was transfected into cells using Lipofectamine 3000 Reagent", "humidified incubator with 5% CO2. The TEDC2 siRNA (siTEDC2 #1 and siTEDC2 #2) was produced by", "produced by RiboBio Inc. (Guangzhou, China). SiRNA was transfected into cells using Lipofectami"], "order_basis": "paper_text_order:5888", "id": "assay:5"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["logical Industries, CT, USA). DOK cells were cultured in RPMI-1640 medium (HyClone, Logan, Utah, USA)"], "order_basis": "paper_text_order:6312", "id": "assay:6"}, {"role": "analysis", "definition_id": "principal_component_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pca_fit"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Principal component analysis"], "order_basis": "consumes_earlier_output", "id": "assay:7"}]}