← All .science files
pmid:36910645
Identification and validation of a novel ubiquitination-related gene UBE2T in Ewing's sarcoma.
Guoxin Qu · Yuanchun Xu · Ye Qu · Jinchao Qiu · Guosheng Chen · Nannan Zhao · Jin Deng
Frontiers in oncology · 2023 doi:10.3389/fonc.2023.1000949
Paper
complete
Experiment
partial
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
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] object · 6 fields
evidence array · 3 items
[0] object · 3 fields
[1] object · 3 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 · 1 item
data object · 3 fields
assets array · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 55 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 44 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 74 items
gaps array · 6 items
analysis object · 4 fields
methods array · 6 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
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 · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[4] object · 10 fields
dsl_operations array · 6 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[5] 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 · 2 items
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 · 0 items
missing_operations array · 1 item
capability object · 4 fields
data object · 6 fields
accessions array · 3 items
resolved_accessions array · 3 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
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 · 13 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
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:36910645", "kind": "science-record", "revision": 3, "content_hash": "sha256:897db57a36938f6c30877626a0f7ad0b71af0e73cad85fe8ee5860589dfaec4c", "created_at": "2026-11-01T19:01:32Z", "updated_at": "2026-11-01T22:09:02Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and validation of a novel ubiquitination-related gene UBE2T in Ewing's sarcoma.", "doi": "10.3389/fonc.2023.1000949", "pmid": "36910645", "authors": ["Guoxin Qu", "Yuanchun Xu", "Ye Qu", "Jinchao Qiu", "Guosheng Chen", "Nannan Zhao", "Jin Deng"], "journal": "Frontiers in oncology", "year": 2023, "abstract": "Background: Ewing's sarcoma (ES) is one of the most prevalent malignant bone tumors worldwide. However, the molecular mechanisms of the genes and signaling pathways of ES are still not well sufficiently comprehended. To identify candidate genes involved in the development and progression of ES, the study screened for key genes and biological pathways related to ES using bioinformatics methods.\nMethods: The GSE45544 and GSE17618 microarray datasets were downloaded from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) were identified, and functional enrichment analysis was performed. A protein-protein interaction (PPI) network was built, and key module analysis was performed using STRING and Cytoscape. A core-gene was gained and was validated by the validation dataset GSE67886 and immunohistochemistry (IHC). The diagnostic value and prognosis evaluation of ES were executed using, respectively, the ROC approach and Cox Regression.\nResults: A total of 187 DEGs, consisting of 56 downregulated genes and 131 upregulated genes, were identified by comparing the tumor samples to normal samples. The enriched functions and pathways of the DEGs, including cell division, mitotic nuclear division, cell proliferation, cell cycle, oocyte meiosis, and progesterone-mediated oocyte maturation, were analyzed. There were 149 nodes and 1246 edges in the PPI network, and 15 hub genes were identified according to the degree levels. The core gene (UBE2T) showed high expression in ES, validated by using GSE67886 and IHC. The ROC analysis revealed UBE2T had outstanding diagnostic value in ES (AUC = 0.75 in the training set, AUC = 0.90 in the validation set). Kaplan-Meier (analysis of survival rate) and Cox Regression analyses indicated that UBE2T was a sign of adverse results for sufferers with ES.\nConlusion: UBE2T was a significant value biomarker for diagnosis and treatment of ES, thereby presenting a novel potential therapeutic target for ES as well as a new perspective for assessing the effect of treatment and prognostic prediction.", "claims": [{"id": "claim-method", "statement": "The receiver operating characteristic curve (ROC) technique in the Python package was executed to analyze core gene diagnostic effectiveness according to the training set and validation set.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36910645", "locator": "sections[10] \"Diagnostic value analysis of UBE2T in the ES\" paragraph 2", "quote": "The receiver operating characteristic curve (ROC) technique in the Python package was executed to analyze core gene diagnostic effectiveness according to the training set and validation set."}], "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:36910645", "locator": "sections[25] \"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": "UBE2T showed diagnostic performance for Ewing’s sarcoma with an AUC of 0.75 in the training set and 0.90 in the validation set.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36910645", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "The ROC analysis revealed UBE2T had outstanding diagnostic value in ES (AUC = 0.75 in the training set, AUC = 0.90 in the validation set)."}, {"asset": "source:pmid:36910645", "locator": "sections[20] \"Diagnostic performance of UBE2T in the ES training set and verification set\" paragraph 2", "quote": "The Area Under Curve (AUC) of the ROC of UBE2T in diagnosing ES was 0.75, with sensitivity and specificity of 0.85 and 0.62, respectively ( Figures 5B, C )."}, {"asset": "source:pmid:36910645", "locator": "sections[20] \"Diagnostic performance of UBE2T in the ES training set and verification set\" paragraph 2", "quote": "The AUC of ROC was 0.90, its sensitivity was 0.94, and its specificity was 0.79 ( Figures 5E, F )."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "UBE2T showed diagnostic performance for Ewing’s sarcoma with an AUC of 0.75 in the training set and 0.90 in the validation set.", "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:36910645"], "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:GSE17618"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE17618"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36910645", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2023.1000949", "sha256": "sha256:4424ea8cf364c59d59e98013a5239064716d5ad08e7ad9833a79e759135406cf", "bytes": 46397, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2023.1000949", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9997212", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE17618", "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=GSE17618", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE17618", "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": ["GSM439886", "GSM439887", "GSM439888", "GSM439889", "GSM439890", "GSM439891", "GSM439892", "GSM439893", "GSM439894", "GSM439895", "GSM439896", "GSM439897", "GSM439898", "GSM439899", "GSM439900", "GSM439901", "GSM439902", "GSM439903", "GSM439904", "GSM439905", "GSM439906", "GSM439907", "GSM439908", "GSM439909", "GSM439910", "GSM439911", "GSM439912", "GSM439913", "GSM439914", "GSM439915", "GSM439916", "GSM439917", "GSM439918", "GSM439919", "GSM439920", "GSM439921", "GSM439922", "GSM439923", "GSM439924", "GSM439925", "GSM439926", "GSM439927", "GSM439928", "GSM439929", "GSM439930", "GSM439931", "GSM439932", "GSM439933", "GSM439934", "GSM439935", "GSM439936", "GSM439937", "GSM439938", "GSM439939", "GSM439940"], "sample_count": 55, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Inflammatory gene profiling of Ewing sarcoma family of tumors (set A)", "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:GSE45544", "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=GSE45544", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE45544", "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": ["GSM1108333", "GSM1108334", "GSM1108335", "GSM1108336", "GSM1108337", "GSM1108338", "GSM1108339", "GSM1108340", "GSM1108341", "GSM1108342", "GSM1108343", "GSM1108344", "GSM1108345", "GSM1108346", "GSM1108347", "GSM1108348", "GSM1108349", "GSM1108350", "GSM1108351", "GSM1108352", "GSM1108353", "GSM1108354", "GSM1108355", "GSM1108356", "GSM1108357", "GSM1108358", "GSM1108359", "GSM1108360", "GSM1108361", "GSM1108362", "GSM1108363", "GSM1108364", "GSM1108365", "GSM1108366", "GSM1108367", "GSM1108368", "GSM1108369", "GSM1108370", "GSM1534664", "GSM1534665", "GSM1534666", "GSM1534667", "GSM1534668", "GSM1534669"], "sample_count": 44, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Ewing sarcoma compared to a normal body map", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE68776", "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=GSE68776", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE68776", "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": ["GSM1681080", "GSM1681081", "GSM1681082", "GSM1681083", "GSM1681084", "GSM1681085", "GSM1681086", "GSM1681087", "GSM1681088", "GSM1681089", "GSM1681090", "GSM1681091", "GSM1681092", "GSM1681093", "GSM1681094", "GSM1681095", "GSM1681096", "GSM1681097", "GSM1681098", "GSM1681099", "GSM1681100", "GSM1681101", "GSM1681102", "GSM1681103", "GSM1681104", "GSM1681105", "GSM1681106", "GSM1681107", "GSM1681108", "GSM1681109", "GSM1681110", "GSM1681111", "GSM1681112", "GSM1681113", "GSM1681114", "GSM1681115", "GSM1681116", "GSM1681117", "GSM1681118", "GSM1681119", "GSM1681120", "GSM1681121", "GSM1681122", "GSM1681123", "GSM1681124", "GSM1681125", "GSM1681126", "GSM1681127", "GSM1681128", "GSM1681129", "GSM1681130", "GSM1681131", "GSM1681132", "GSM1681133", "GSM1681134", "GSM1681135", "GSM1681136", "GSM1681137", "GSM1681138", "GSM1681139", "GSM1681140", "GSM1681141", "GSM1681142", "GSM1681143", "GSM1681144", "GSM1681145", "GSM1681146", "GSM1681147", "GSM1681148", "GSM1681149", "GSM1681150", "GSM1681151", "GSM1681152", "GSM1681153"], "sample_count": 74, "group_sizes": null, "group_sizes_basis": null, "platform": "5175", "taxon": "Homo sapiens", "title": "Exon array profiles of primary human Ewing sarcoma tumors", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE17618 not downloaded", "asset:data:geo:GSE17618 licence not read", "asset:data:geo:GSE45544 not downloaded", "asset:data:geo:GSE45544 licence not read", "asset:data:geo:GSE68776 not downloaded", "asset:data:geo:GSE68776 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-2", "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-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox Regression"}}, {"id": "method-4", "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-5", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.7, "band": "medium", "quote": "ROC analysis"}}, {"id": "method-6", "family": null, "specific": null, "label": "receiver operating characteristic (ROC) analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The receiver operating characteristic curve (ROC) technique in the Python package was executed to analyze core gene diagnostic effectiveness according to the training set and validation set."}}], "targets": [], "gaps": ["method.reader_named_unmapped", "method.group_comparison_wilcoxon"]}, "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": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE45544", "GSE17618", "GSE68776"], "resolved_accessions": ["GSE45544", "GSE17618", "GSE68776"], "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 GSE45544, GSE17618, GSE68776 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": [], "assets": ["source:pmid:36910645", "data:geo:GSE17618"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE17618"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:33:27Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13729, "completion_tokens": 1842, "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:36910645", "type": "paper", "label": "pmid:36910645"}, {"id": "source:pmid:36910645", "type": "manuscript", "label": "PMID 36910645 full text"}, {"id": "data:geo:GSE17618", "type": "dataset", "label": "GEO GSE17618"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36910645", "type": "paper", "label": "pmid:36910645"}, {"id": "source:pmid:36910645", "type": "manuscript", "label": "PMID 36910645 full text"}, {"id": "data:geo:GSE17618", "type": "dataset", "label": "GEO GSE17618"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36910645", "type": "extraction", "used": ["source:pmid:36910645"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE17618", "type": "accession_resolution", "used": ["data:geo:GSE17618"], "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:36910645", "parent_hash": "sha256:066ec66c045a61887bdbdbc410da660a0df1d768ce775cbe24f8061afff52340", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE17618 licence not read", "asset:data:geo:GSE17618 not downloaded", "asset:data:geo:GSE45544 licence not read", "asset:data:geo:GSE45544 not downloaded", "asset:data:geo:GSE68776 licence not read", "asset:data:geo:GSE68776 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["dated by the validation dataset GSE67886 and immunohistochemistry (IHC). The diagnostic value and prognosis ev", "n dataset GSE67886 and immunohistochemistry (IHC). The diagnostic value and prognosis evaluat", "ssion in ES, validated by using GSE67886 and IHC. The ROC analysis revealed UBE2T had outstan", "BE2T and CD99 in the validation data set and IHC of ES samples The expression of core-DEG was"], "order_basis": "paper_text_order:873", "id": "assay:1"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Wilcoxon"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}